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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: 0.607 sec
: Elapsed time for training with 1000 events: 0.614 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00659 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: 0.00951 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: 0.0004 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00205 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 = 33555.3
: --------------------------------------------------------------
: 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 | 34795.2 33164.7 0.0194459 0.00178581 45299.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 34332.1 32619.5 0.0195476 0.0017784 45021.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 33751.3 31979 0.0198143 0.00179743 44402.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 33139.6 31328.5 0.0199039 0.00179734 44182.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 32427 30572.1 0.0198784 0.00179177 44231.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 31576.8 29753.8 0.019845 0.00179664 44325.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 30861.8 29246.3 0.0196899 0.00176306 44625.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 30417.5 28866.9 0.0196609 0.00177094 44717.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 30052.2 28534.8 0.0196701 0.00176523 44680.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 29723.9 28225.2 0.019687 0.00177376 44659.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 29416.6 27928.6 0.0199308 0.00179847 44120.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 29118.4 27647.9 0.0197017 0.00177245 44619.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 28834.5 27375.2 0.0196882 0.00176717 44640.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 28561.7 27106.3 0.019684 0.00177114 44660.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 28289.7 26848.4 0.0196888 0.00176395 44630.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 28027.5 26595.7 0.0211894 0.00187148 41412.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 27769.9 26349.1 0.0198908 0.00182908 44292.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 27520.9 26102.5 0.0203239 0.00186896 43348.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 27274 25860.2 0.0197794 0.00179096 44473.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 27030.2 25623.4 0.0197373 0.00178899 44572.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 26784.9 25399 0.0197837 0.00179886 44481.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 26554.7 25169.9 0.0197955 0.00180642 44471.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 26323.2 24942.7 0.0199313 0.00185665 44260.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 26094.5 24718.6 0.0201894 0.00178032 43456.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 25865.9 24501.4 0.0200407 0.00189896 44097.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 25645.6 24283 0.0207151 0.00188114 42476.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 25424.3 24069.3 0.0199682 0.00180803 44052.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 25204.4 23861.4 0.0197732 0.00178142 44464.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 24992.6 23651.3 0.0197723 0.00178073 44465.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 24779.3 23444.9 0.0202616 0.00182571 43393.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 24568.8 23241.4 0.0203874 0.00181725 43080 0
: 32 Minimum Test error found - save the configuration
: 32 | 24361.3 23039.9 0.0199369 0.00182625 44172.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 24155.1 22841.8 0.0201369 0.00183467 43710.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 23953.8 22643 0.0203245 0.0018477 43297.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 23749.9 22450.7 0.020036 0.0017902 43845.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 23554.4 22255.2 0.019795 0.00178642 44423.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 23355.6 22064.7 0.0197973 0.00179302 44433.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 23161.6 21875.1 0.0198212 0.00180129 44395.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 22967.5 21689.6 0.0198197 0.00178075 44348.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 22779.7 21501.5 0.0199096 0.00178521 44139.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 22588.5 21318.9 0.019992 0.00180476 43986.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 22401.8 21137.8 0.0198242 0.00179781 44379.5 0
: 43 Minimum Test error found - save the configuration
: 43 | 22217.6 20957.3 0.02018 0.00180427 43535.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 22034 20779.3 0.0202456 0.00184203 43469.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 21851.4 20604.8 0.0202112 0.00184763 43564.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 21672.4 20431 0.0201161 0.00178009 43630.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 21497 20255.1 0.0198037 0.00178274 44392.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 21316.7 20086.3 0.019811 0.00178647 44384 0
: 49 Minimum Test error found - save the configuration
: 49 | 21142.5 19914.6 0.0197975 0.00178347 44409.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 20966.6 19728.1 0.0198239 0.00179568 44374.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 20789 19564.5 0.0198807 0.0018108 44272.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 20619.6 19394.5 0.0198723 0.00179478 44253.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 20449.8 19228.6 0.0198808 0.0018028 44252.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 20283.9 19067.7 0.0198752 0.0017936 44243.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 20119.1 18894.3 0.020081 0.00182282 43815.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 19945.3 18738.2 0.0200719 0.00182128 43834.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 19782.5 18576.8 0.0199082 0.00180158 44182.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 19619.6 18417.4 0.0199327 0.00181782 44162.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 19456.2 18260.2 0.0202071 0.00184892 43577.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 19297.3 18099.2 0.0203322 0.00182173 43218.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 19134.1 17946.8 0.0200182 0.00182784 43979.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 18977.3 17790.6 0.0199839 0.0018184 44039.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 18819.1 17639.3 0.020219 0.0018296 43503.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 18663 17485.9 0.0199767 0.00181324 44044.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 18509.9 17330.8 0.0200391 0.00182315 43917.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 18352 17182.6 0.020336 0.00183512 43241.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 18199.9 17035.1 0.0202902 0.00182168 43316.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 18047.2 16890.4 0.0204054 0.00184286 43097.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 17900.2 16743.9 0.0200261 0.00181028 43917.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 17753.6 16597.3 0.0200507 0.00181342 43866.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 17599.8 16456.8 0.0202193 0.00184773 43545.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 17454 16313.6 0.0200214 0.00181069 43930.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 17309 16171.7 0.020017 0.00181581 43953.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 17164.8 16029.2 0.0206362 0.0018246 42527 0
: 75 Minimum Test error found - save the configuration
: 75 | 17019.6 15890.7 0.0202367 0.00181521 43427.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 16879.2 15752.6 0.0209202 0.00194538 42161.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 16737.9 15614.1 0.0205447 0.00184234 42775.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 16597.9 15478.4 0.0201184 0.00182484 43731.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 16460.5 15342.1 0.0200464 0.00181117 43871.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 16321.5 15209 0.0204136 0.00187095 43143.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 16187 15075.3 0.0202226 0.00181123 43451.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 16051.4 14943.4 0.0200444 0.00181308 43880.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 15917.9 14813 0.0200421 0.00181414 43888.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 15785 14684.3 0.0200744 0.00181435 43811.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 15653.3 14557.3 0.0202881 0.00186757 43429.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 15524.8 14428.3 0.0200946 0.00180954 43751.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 15395 14302.2 0.0200776 0.00182082 43819.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 15266.3 14177.9 0.0201071 0.00180971 43722 0
: 89 Minimum Test error found - save the configuration
: 89 | 15140.2 14053.7 0.0202814 0.00183363 43365.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 15013.4 13932.3 0.0200966 0.0018167 43764 0
: 91 Minimum Test error found - save the configuration
: 91 | 14891.3 13808.2 0.0201532 0.00185551 43721.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 14765.8 13688.4 0.0202463 0.00183257 43445.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 14642 13571.9 0.0200896 0.00182013 43788.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 14525.2 13449.5 0.0200715 0.00180811 43803.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 14401.4 13333.1 0.0200734 0.00180801 43798.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 14281.9 13218 0.0201195 0.00181911 43715 0
: 97 Minimum Test error found - save the configuration
: 97 | 14164.8 13102.2 0.0200813 0.00182135 43811.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 14048.1 12986.7 0.0200724 0.00181752 43823.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 13931.4 12873.1 0.0201061 0.00182132 43752.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 13816 12760.3 0.0202852 0.00185049 43396.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 13703 12646.6 0.0201438 0.00183569 43696.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 13587.1 12538.3 0.0201203 0.00182378 43724.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 13477.5 12426.8 0.0201031 0.00181908 43754 0
: 104 Minimum Test error found - save the configuration
: 104 | 13364 12320 0.0200896 0.00181585 43778.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 13255.4 12210.7 0.0205225 0.00185319 42851.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 13146.7 12101.5 0.0200964 0.00180543 43737.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 13036.1 11996.4 0.0201 0.00180486 43727.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 12928.9 11891.8 0.0201087 0.00181447 43729.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 12823.4 11785.9 0.0200996 0.00181169 43744.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 12716.2 11683.3 0.0202171 0.00181829 43481 0
: 111 Minimum Test error found - save the configuration
: 111 | 12613.9 11578 0.02019 0.00184405 43606.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 12508.2 11476.1 0.0205288 0.0018593 42850.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 12404.9 11375.4 0.021004 0.00208028 42275.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 12302.1 11276.6 0.0211959 0.00194695 41560.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 12201.9 11176.8 0.0208207 0.00183905 42145.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 12099.6 11080.7 0.0203616 0.00181514 43134.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 12003.6 10980.1 0.0201301 0.00182069 43693.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 11902.8 10883.4 0.0202221 0.0018164 43464.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 11804 10788.9 0.0201371 0.00181293 43658.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 11709.1 10691.7 0.0205006 0.0018293 42846.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 11612 10596.6 0.0202841 0.00181816 43323 0
: 122 Minimum Test error found - save the configuration
: 122 | 11516.7 10502.1 0.0201419 0.00182535 43676.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 11420.2 10411.4 0.0201383 0.0018277 43690.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 11327.7 10319.3 0.0204223 0.00184156 43055.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 11235.7 10226.3 0.0206899 0.00187419 42517.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 11141.6 10136.9 0.0203344 0.00182094 43211.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 11052.5 10044.6 0.0201638 0.00181091 43589.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 10959.3 9957.06 0.0201678 0.00183861 43646.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 10870 9868.88 0.0203458 0.00185766 43270.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 10780.6 9781.72 0.0203531 0.00183769 43207.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 10692.3 9694.98 0.0201529 0.00181692 43630 0
: 132 Minimum Test error found - save the configuration
: 132 | 10604.7 9608.52 0.0206684 0.00185072 42513.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 10518.2 9521.96 0.0201938 0.00182611 43554.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 10432.7 9434.99 0.0210246 0.00187261 41771.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 10345.1 9351.73 0.0203841 0.001911 43306.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 10260.9 9268.2 0.0208751 0.00185178 42053.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 10176.9 9185.28 0.0206326 0.00192154 42755.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 10095.1 9100.54 0.0208206 0.00188997 42259.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 10009.4 9021.27 0.0205773 0.00190502 42844.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 9929.2 8939.75 0.0207053 0.00184535 42418 0
: 141 Minimum Test error found - save the configuration
: 141 | 9846.6 8860.91 0.0205214 0.00193754 43048 0
: 142 Minimum Test error found - save the configuration
: 142 | 9766.81 8781.29 0.0203571 0.00183166 43184 0
: 143 Minimum Test error found - save the configuration
: 143 | 9686.63 8703.22 0.0202123 0.00181894 43494 0
: 144 Minimum Test error found - save the configuration
: 144 | 9608.81 8622.72 0.0203621 0.00185405 43224.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 9528.94 8545.33 0.0202176 0.00184137 43534.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 9451.87 8466.84 0.0201776 0.00181346 43563.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 9373.72 8390.27 0.0201764 0.00182273 43588 0
: 148 Minimum Test error found - save the configuration
: 148 | 9296.52 8315.17 0.020194 0.00184258 43593.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 9221.36 8239.46 0.0201799 0.00181959 43572.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 9144.71 8166.12 0.0201921 0.00182903 43565.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 9071.67 8090.56 0.020173 0.00182344 43597.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 8996.21 8017.72 0.0201886 0.00182809 43571.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 8923.05 7944.67 0.0206274 0.00188583 42685.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 8850.38 7871.81 0.0203096 0.00183996 43314.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 8777.88 7799.98 0.0201828 0.00183007 43590.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 8705.57 7729.24 0.0202068 0.00183483 43544.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 8634.8 7658.6 0.0202784 0.00183525 43376.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 8563.62 7589.44 0.0202054 0.00182809 43531.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 8494.02 7520.13 0.0203531 0.0018447 43223.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 8424.83 7451.03 0.0202175 0.00182954 43506.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 8355.16 7383.59 0.020196 0.00182766 43553.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 8288.67 7314.35 0.0202003 0.0018276 43542.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 8220.49 7246.2 0.0202 0.00182326 43533.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 8151.51 7181.6 0.020182 0.00182381 43577.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 8086.7 7114.58 0.0202967 0.0018442 43354.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 8019.92 7049.42 0.0202087 0.00182196 43509.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 7955.27 6983.31 0.0203217 0.0018517 43313.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 7889.75 6918.73 0.0205211 0.00190965 42984.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 7825.58 6854.46 0.0207834 0.00189485 42353.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 7760.82 6792.12 0.0205316 0.00182849 42773.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 7697.82 6729.98 0.0202046 0.00183349 43546.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 7635.9 6666.92 0.0202101 0.00183718 43542.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 7573.33 6604.88 0.0202253 0.00183465 43500.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 7511.1 6544.31 0.0203942 0.00185044 43141.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 7450.14 6483.7 0.0202174 0.00183232 43513.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 7389.27 6423.9 0.0205616 0.00185778 42772 0
: 177 Minimum Test error found - save the configuration
: 177 | 7329.1 6364.11 0.0202846 0.00183496 43361.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 7269.63 6304.44 0.0201994 0.00183304 43557.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 7210.09 6245.75 0.0203203 0.00189714 43423.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 7151.64 6187.04 0.0202528 0.0018418 43452.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 7093.89 6128.05 0.0206692 0.00186515 42544.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 7035.12 6071.11 0.020555 0.0018502 42769.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 6977.79 6014.78 0.0202308 0.00182412 43462.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 6921.93 5957.25 0.0202514 0.00184159 43455.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 6864.53 5902.17 0.0204422 0.00183849 43002.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 6808.85 5846.84 0.0202284 0.00182393 43467.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 6754.26 5790.75 0.0202157 0.00183009 43512.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 6698.64 5736.03 0.0201922 0.00182236 43549.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 6643.6 5682.7 0.020377 0.00185167 43184 0
: 190 Minimum Test error found - save the configuration
: 190 | 6589.6 5629.61 0.0204022 0.00184741 43115.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 6536.7 5576 0.0204821 0.00188863 43025.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 6483.44 5522.67 0.0205528 0.00182615 42720 0
: 193 Minimum Test error found - save the configuration
: 193 | 6429.56 5471.62 0.0205551 0.00216685 43506.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 6378.24 5419.42 0.0202239 0.00182475 43480.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 6326.43 5367.52 0.0202172 0.00181823 43480.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 6274.85 5316.21 0.0202432 0.00184478 43482 0
: 197 Minimum Test error found - save the configuration
: 197 | 6223.3 5266.02 0.0202178 0.00182508 43495.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 6172.95 5215.82 0.0202464 0.00184837 43483 0
: 199 Minimum Test error found - save the configuration
: 199 | 6123.09 5165.77 0.020254 0.00184212 43450.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 6072.2 5117.67 0.0202478 0.00183286 43443 0
: 201 Minimum Test error found - save the configuration
: 201 | 6024.12 5067.62 0.0202079 0.0018304 43531.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 5974.41 5019.79 0.0202148 0.00183305 43521.4 0
: 203 Minimum Test error found - save the configuration
: 203 | 5925.61 4971.75 0.020449 0.00203838 43453.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 5877.35 4924.64 0.0208372 0.00191858 42286.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 5830.92 4875.83 0.0207188 0.00184135 42378.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 5781.43 4830.58 0.0206726 0.00192704 42676.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 5735.95 4783.48 0.0204836 0.00183222 42892.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 5688.38 4737.92 0.0202336 0.00183215 43474.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 5642.52 4692.18 0.0203258 0.00185504 43311.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 5596.54 4646.92 0.0202395 0.00183914 43477.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 5550.73 4602.25 0.0203682 0.00189163 43298.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 5505.98 4557.71 0.0206052 0.00186415 42687 0
: 213 Minimum Test error found - save the configuration
: 213 | 5460.44 4514.56 0.0203639 0.00182134 43144 0
: 214 Minimum Test error found - save the configuration
: 214 | 5416.06 4471.33 0.0202845 0.00182901 43347.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 5372.37 4428.35 0.0204003 0.00188127 43198.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 5328.49 4385.22 0.0206466 0.00188536 42641.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 5285.57 4341.62 0.020287 0.0018406 43368.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 5241.93 4299.76 0.0205838 0.00188967 42794.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 5199.39 4257.49 0.0202637 0.00184233 43427.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 5157.35 4215.06 0.02023 0.0018373 43495.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 5114.21 4174.88 0.0207056 0.00190993 42563 0
: 222 Minimum Test error found - save the configuration
: 222 | 5072.96 4134.31 0.0211363 0.00194508 41685.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 5031.35 4094.78 0.0205261 0.00182912 42787.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 4990.79 4054.11 0.0205654 0.00195311 42982.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 4950.32 4014.85 0.0206002 0.00188313 42741.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 4909.85 3974.59 0.0206818 0.00190133 42597.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 4869.41 3935.48 0.0202897 0.0018412 43363.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 4828.87 3898 0.0204045 0.0018642 43149.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 4790.46 3859.51 0.0204489 0.00183261 42973.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 4751.66 3820.89 0.0202497 0.00183278 43438.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 4711.95 3783.9 0.0202678 0.00185519 43448.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 4673.8 3746.57 0.0202831 0.00183467 43364 0
: 233 Minimum Test error found - save the configuration
: 233 | 4636.21 3708.56 0.0207495 0.00189687 42434.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 4596.76 3674.21 0.0207376 0.00188155 42426.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 4560.21 3637.2 0.0208553 0.00207916 42607.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 4523.12 3600.61 0.0204069 0.00183116 43066.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 4485.64 3565.66 0.0204155 0.00189913 43205 0
: 238 Minimum Test error found - save the configuration
: 238 | 4449.06 3529.77 0.0206831 0.00189266 42574.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 4412.2 3495.18 0.0202913 0.00183192 43338.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 4376.37 3460.28 0.0202508 0.00183596 43443.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 4340.44 3425.8 0.0202228 0.00183194 43499.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 4304.92 3391.96 0.0203068 0.00184739 43338.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 4269.92 3357.41 0.0202447 0.00183591 43457.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 4235.27 3322.92 0.0202258 0.00183356 43496.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 4199.38 3290.78 0.0202343 0.00183416 43478 0
: 246 Minimum Test error found - save the configuration
: 246 | 4165.55 3257.73 0.020248 0.0018361 43450.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 4131.61 3224.99 0.0204285 0.00201996 43458.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 4096.91 3193.14 0.0204259 0.00186184 43094 0
: 249 Minimum Test error found - save the configuration
: 249 | 4064.12 3160.39 0.0205179 0.00182632 42799.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 4029.42 3129.8 0.0208646 0.00189718 42177.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3997.45 3097.79 0.0203088 0.00184636 43331.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3963.8 3067.01 0.020244 0.00183772 43463.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3931.15 3037.14 0.0202296 0.00183425 43489.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 3900.14 3005.05 0.0202291 0.00182609 43471 0
: 255 Minimum Test error found - save the configuration
: 255 | 3866.01 2976.96 0.020375 0.00184451 43172.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 3836.36 2945.52 0.0206366 0.00185893 42603.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 3804.18 2915.17 0.0210014 0.00184687 41765.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 3772.39 2885.99 0.0202438 0.00182851 43442.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 3741.33 2856.82 0.020343 0.00190887 43397.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 3710.42 2827.99 0.0204036 0.0018389 43092.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 3680.12 2799.03 0.0202263 0.00184059 43512 0
: 262 Minimum Test error found - save the configuration
: 262 | 3649.39 2770.82 0.0204075 0.00185763 43127 0
: 263 Minimum Test error found - save the configuration
: 263 | 3619.47 2742.64 0.0206486 0.00187621 42615.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 3590.01 2714.03 0.0208037 0.00186608 42244 0
: 265 Minimum Test error found - save the configuration
: 265 | 3559.03 2687.75 0.0207409 0.00190926 42481.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 3530.82 2659.9 0.0202691 0.00183256 43392.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 3502.02 2631.73 0.0202374 0.0018301 43461 0
: 268 Minimum Test error found - save the configuration
: 268 | 3471.93 2605.85 0.0202492 0.0018361 43447.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 3443.27 2579.5 0.0202583 0.00183062 43412.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 3415.24 2552.77 0.0202747 0.00186082 43445.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 3387.13 2526.76 0.0202476 0.00183635 43451.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 3358.95 2500.98 0.0204322 0.00183559 43018.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 3332.13 2473.81 0.0204249 0.00187078 43117.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 3302.73 2449.05 0.020625 0.00188176 42682.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 3275.09 2424.82 0.0205387 0.00186246 42835.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 3247.99 2400.64 0.020264 0.00182438 43384.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 3221.37 2375.44 0.0204253 0.00184843 43064.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 3194.64 2350.37 0.0202364 0.00182825 43458.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 3168.2 2325.67 0.020243 0.00183683 43463.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 3140.77 2302.14 0.0202642 0.00183661 43413.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 3115.52 2277.73 0.0203607 0.00183992 43194.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 3089.03 2253.89 0.020708 0.00186386 42453.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 3063.15 2229.92 0.0203508 0.00189213 43340.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 3037.41 2206.56 0.0206104 0.00185506 42654.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 3011.28 2184.34 0.0203036 0.00183 43305.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2986.48 2161.73 0.0202364 0.00182795 43458.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2961.92 2138.75 0.0202279 0.00182158 43463.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2936.99 2115.51 0.0202415 0.00182912 43449 0
: 289 Minimum Test error found - save the configuration
: 289 | 2910.8 2095.04 0.0203023 0.00187861 43422.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2887.71 2072.21 0.0202849 0.00186023 43420 0
: 291 Minimum Test error found - save the configuration
: 291 | 2863.68 2049.36 0.0202388 0.00183612 43471.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2838.57 2027.66 0.0204016 0.00185414 43132.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2814.44 2006.61 0.0202396 0.00183495 43467.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2790.99 1985.62 0.020236 0.00182774 43458.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2767.52 1964.64 0.0202385 0.00183553 43471.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2744.57 1942.85 0.0202279 0.00182746 43477.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2720.05 1922.66 0.0203966 0.00182852 43084.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2697.45 1902.18 0.0202649 0.00183117 43398.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 2674.88 1881.42 0.0202285 0.00182982 43481.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 2651.65 1861.47 0.0202415 0.00182911 43449.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 2629.32 1841.48 0.0202328 0.0018216 43451.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 2606.44 1821.95 0.0202484 0.00182935 43433.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 2584.6 1802.52 0.0202425 0.0018274 43442.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 2563.11 1782.46 0.0202606 0.00184968 43452.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 2540.17 1763.7 0.0202723 0.00183254 43384.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 2518.76 1745.01 0.0204364 0.00187316 43095.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 2497.07 1726.48 0.0202651 0.00184788 43437.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 2476.59 1706.81 0.0202712 0.00184955 43427.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 2454.17 1688.98 0.0202594 0.00184086 43434.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 2433.92 1670.47 0.0202328 0.00182789 43466.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 2412.8 1652.17 0.0202702 0.00183152 43387.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 2392.32 1633.8 0.0203144 0.00183201 43284.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 2370.82 1616.98 0.0202384 0.00182728 43451.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 2352.25 1597.8 0.0205731 0.00187529 42785.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 2330.31 1581.16 0.0202724 0.00183298 43385.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 2311.03 1563.39 0.0202391 0.00182792 43451.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 2290.95 1546.01 0.0202446 0.00183755 43461.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 2270.64 1529.35 0.0202461 0.00183105 43442.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 2251.08 1512.81 0.020255 0.00183586 43433.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 2231.67 1496.22 0.020404 0.00184159 43097.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 2212.78 1479.56 0.0204332 0.00185775 43067.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 2193.41 1463.44 0.0204798 0.00188937 43032.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 2173.75 1447.43 0.0206044 0.00183398 42620.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 2155.21 1431.54 0.0202273 0.00182956 43483.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 2136.74 1415.48 0.0202319 0.00182853 43470.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 2117.63 1400.15 0.020233 0.00182461 43458.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 2099.04 1384.66 0.0202558 0.00182921 43415.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 2081.25 1368.78 0.0204888 0.00184666 42913.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 2063.11 1353.28 0.0202548 0.00183129 43422.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 2044.15 1339.16 0.0202407 0.00183458 43463.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 2027.29 1324.08 0.0202398 0.0018359 43469 0
: 332 Minimum Test error found - save the configuration
: 332 | 2009.4 1308.25 0.0202333 0.00183548 43483.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1991.79 1293.48 0.0202638 0.00183707 43415.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1973.66 1279.02 0.0202548 0.00183572 43433.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1956.19 1265.01 0.020868 0.00187639 42123.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1939.43 1250.61 0.0211832 0.00196574 41628.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1921.66 1237.39 0.0210069 0.00191366 41899.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1905.56 1222.74 0.0210431 0.00194133 41881 0
: 339 Minimum Test error found - save the configuration
: 339 | 1888.27 1209.06 0.020419 0.00183629 43050.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1871.21 1195.77 0.0202967 0.00184311 43352.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1855.07 1182.46 0.0204301 0.00183137 43013.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1838.93 1168.71 0.0206573 0.00192752 42712.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1822.13 1155.71 0.0212536 0.00188322 41300.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1806.34 1142.56 0.0211739 0.00187355 41450 0
: 345 Minimum Test error found - save the configuration
: 345 | 1789.63 1130.7 0.0208924 0.00187714 42071.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1774.16 1117.07 0.0203316 0.00182226 43221.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1758.18 1104.63 0.0205057 0.0018294 42835.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1742.28 1092.07 0.0202373 0.00183602 43475.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1726.8 1080.03 0.0202484 0.00183137 43438 0
: 350 Minimum Test error found - save the configuration
: 350 | 1711.67 1067.57 0.0203908 0.00185853 43168 0
: 351 Minimum Test error found - save the configuration
: 351 | 1696.49 1054.76 0.0202584 0.0018587 43479.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1680.21 1043.28 0.0202372 0.00182847 43457.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1665.78 1031.39 0.0202444 0.00183413 43454 0
: 354 Minimum Test error found - save the configuration
: 354 | 1650.54 1019.71 0.0202485 0.00183474 43445.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1635.96 1007.93 0.0202396 0.00182817 43451.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1620.85 996.798 0.0202326 0.00182131 43451.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1606.07 985.647 0.0202507 0.00183361 43438 0
: 358 Minimum Test error found - save the configuration
: 358 | 1591.88 974.575 0.0204057 0.00183775 43085.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1576.92 964.018 0.0205579 0.00183734 42733.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1563.41 952.699 0.0205376 0.0018517 42813 0
: 361 Minimum Test error found - save the configuration
: 361 | 1548.66 942.181 0.0204347 0.00187455 43103.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1534.83 930.806 0.0206629 0.00187397 42578.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1520.31 920.63 0.0205974 0.00191314 42816.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1506.85 909.852 0.0210908 0.00191532 41719.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1493.19 900.236 0.0207954 0.00186243 42254.4 0
: 366 Minimum Test error found - save the configuration
: 366 | 1479.05 889.422 0.0203811 0.00184202 43152.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1465.51 879.226 0.0202493 0.00183777 43451 0
: 368 Minimum Test error found - save the configuration
: 368 | 1452.37 869.12 0.020262 0.00184031 43427.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1438.46 859.364 0.0202564 0.00183925 43437.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 1426.11 849.164 0.0206399 0.00186549 42611.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 1411.97 839.905 0.0202675 0.00185273 43443.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 1399.72 830.034 0.0202534 0.00183508 43434.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 1386.31 821.913 0.0205969 0.00186596 42710 0
: 374 Minimum Test error found - save the configuration
: 374 | 1374 811.386 0.0202718 0.00183157 43383.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 1361.18 802.322 0.0202374 0.00182361 43445.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 1348.37 792.903 0.020239 0.00183015 43457.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 1335.57 784.116 0.0202443 0.00183866 43464.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 1323.7 775.279 0.0204901 0.00191745 43074.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 1311.48 765.95 0.0207184 0.00188197 42470.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 1298.76 757.581 0.0205018 0.00186411 42923.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 1286.61 749.911 0.0202341 0.00183809 43487.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 1275.31 740.675 0.0202642 0.00184334 43429.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 1262.57 732.051 0.0202528 0.00183048 43425.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 1251.14 723.412 0.0202318 0.00182783 43468.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 1238.81 715.541 0.0204795 0.00185623 42956.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 1227.67 707.411 0.0206257 0.00186617 42645.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 1216.06 699.563 0.0204727 0.00184613 42949.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 1204.79 691.335 0.020241 0.00183237 43458 0
: 389 Minimum Test error found - save the configuration
: 389 | 1193.09 683.478 0.0202732 0.00185802 43442.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 1181.93 675.84 0.0208986 0.00189352 42094 0
: 391 Minimum Test error found - save the configuration
: 391 | 1170.94 668.58 0.0206464 0.00190689 42690.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 1159.33 661.082 0.0203878 0.00183691 43124.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 1148.79 652.979 0.0202321 0.00183014 43473.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 1137.22 646.688 0.0203776 0.00197782 43478.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 1126.93 638.931 0.0202634 0.00183255 43405.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 1116.07 632.113 0.0202323 0.00182936 43471.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 1105.76 624.331 0.020292 0.00185728 43396.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 1094.9 617.089 0.0202495 0.00183162 43436 0
: 399 Minimum Test error found - save the configuration
: 399 | 1084.13 610.312 0.0202368 0.00185571 43523.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 1074.03 603.46 0.02025 0.00184469 43465.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 1063.56 597.367 0.0202446 0.00183925 43465.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 1053.48 590.378 0.0202363 0.00183662 43479.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 1043.05 585.136 0.0202393 0.00183448 43466.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 1033.53 577.467 0.0202346 0.00183372 43476.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 1023.63 570.729 0.020229 0.00182867 43477.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 1013.63 564.147 0.0202362 0.00182825 43459.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 1003.71 557.982 0.020297 0.00184384 43353 0
: 408 Minimum Test error found - save the configuration
: 408 | 993.676 552.322 0.0202569 0.00184376 43447.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 984.343 546.147 0.0204558 0.00185919 43018.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 975.193 539.816 0.0202514 0.00182992 43427.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 965.296 534.396 0.0202452 0.00183484 43453.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 956.071 528.645 0.0202682 0.00185262 43441.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 946.748 523.424 0.0203056 0.00184265 43330.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 937.486 516.699 0.0202651 0.00186165 43470.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 928.241 511.06 0.0202741 0.00185519 43433.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 919.229 505.383 0.0205216 0.00185106 42848.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 910.352 500.185 0.020237 0.00183122 43464.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 901.368 494.582 0.0202408 0.00184023 43476.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 892.69 489.002 0.0206664 0.00184022 42494.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 883.638 483.862 0.0202625 0.00184157 43428.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 875.278 478.611 0.0202528 0.0018207 43402.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 866.552 473.329 0.0203989 0.00183458 43093.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 858.037 468.754 0.020252 0.00183505 43438.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 850.27 463.197 0.0204675 0.00185858 42990.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 841.094 458.464 0.02033 0.00184169 43270.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 832.582 453.808 0.0202358 0.00183734 43481.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 825.223 448.286 0.0203061 0.00184045 43323.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 816.267 443.991 0.0202586 0.00183715 43427.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 808.581 438.741 0.0204294 0.00185293 43065.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 800.065 434.212 0.0207934 0.00190148 42346.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 792.589 429.546 0.0207291 0.00187273 42426.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 784.534 425.254 0.0203412 0.00185749 43281.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 776.624 420.855 0.020253 0.00183091 43426.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 769.155 416.463 0.0202293 0.001833 43487.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 761.469 411.805 0.0202463 0.0018381 43459 0
: 436 Minimum Test error found - save the configuration
: 436 | 753.594 407.446 0.0202641 0.00183502 43409.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 746.292 403.083 0.0202421 0.00183585 43463.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 738.814 398.873 0.0203046 0.00188726 43437.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 731.097 394.977 0.0206177 0.00187725 42688.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 724.677 390.859 0.0202984 0.00185248 43370 0
: 441 Minimum Test error found - save the configuration
: 441 | 717.107 386.339 0.0202736 0.00184151 43402.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 709.605 382.779 0.0202556 0.001847 43458 0
: 443 Minimum Test error found - save the configuration
: 443 | 702.81 378.646 0.0202761 0.00185454 43427.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 695.817 374.225 0.022563 0.00191678 38748 0
: 445 Minimum Test error found - save the configuration
: 445 | 688.503 370.184 0.0204356 0.00187169 43094.3 0
: 446 Minimum Test error found - save the configuration
: 446 | 681.724 366.581 0.0203553 0.00186563 43267.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 674.654 362.78 0.0203542 0.00185519 43245.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 668.348 359.472 0.0205361 0.00186423 42845.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 661.049 355.286 0.0202836 0.00186207 43427.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 654.943 351.858 0.0208206 0.00190046 42282.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 648.024 347.756 0.0206588 0.00186893 42576.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 641.573 344.153 0.0206562 0.00191422 42685 0
: 453 Minimum Test error found - save the configuration
: 453 | 635.062 340.66 0.0209519 0.00193421 42066 0
: 454 Minimum Test error found - save the configuration
: 454 | 628.428 336.992 0.0203232 0.00184756 43300.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 622.137 333.331 0.0203624 0.00184271 43197.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 615.52 330.089 0.0203024 0.00183274 43314.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 609.28 327.022 0.0203237 0.00184343 43289.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 603.314 323.705 0.0206772 0.00186504 42525.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 597.161 320.116 0.0202613 0.0018474 43445.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 590.826 316.806 0.0202874 0.00183504 43355 0
: 461 Minimum Test error found - save the configuration
: 461 | 584.996 313.688 0.0202743 0.00185081 43422.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 578.87 310.711 0.0203949 0.00186115 43164.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 573.123 308.165 0.0202775 0.00184786 43408.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 567.382 304.07 0.0202788 0.00183306 43370.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 561.136 301.278 0.0203146 0.00183487 43290.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 555.328 298.544 0.0202338 0.00182777 43464.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 550.053 295.694 0.0202928 0.00184277 43360.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 544.219 292.103 0.0202868 0.00184165 43371.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 538.663 289.718 0.0202583 0.00184124 43437.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 533.249 287.603 0.0203003 0.00184209 43341.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 527.564 283.928 0.0202417 0.00183049 43451.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 522.625 280.84 0.0202652 0.0018376 43413.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 516.98 277.989 0.0202822 0.00183681 43371.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 511.414 274.998 0.0202438 0.00183049 43446.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 506.085 272.568 0.0202652 0.00182399 43381.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 500.752 269.414 0.0202306 0.00183179 43480.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 495.522 267.003 0.0202597 0.00183325 43415.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 490.74 263.91 0.0202575 0.00183162 43417.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 485.155 261.675 0.0202485 0.00182863 43431.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 480.364 258.952 0.0203269 0.00183261 43256.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 475.492 256.354 0.0202511 0.00183777 43446.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 470.187 253.829 0.020259 0.00183007 43410 0
: 483 Minimum Test error found - save the configuration
: 483 | 465.659 251.361 0.0202908 0.00183714 43351.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 460.925 249.473 0.0202377 0.0018346 43471 0
: 485 Minimum Test error found - save the configuration
: 485 | 456.204 246.673 0.0202427 0.00183831 43467.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 451.387 244.472 0.0202383 0.00183116 43461.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 446.58 241.823 0.0202755 0.00183525 43383.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 441.883 239.145 0.0202504 0.0018285 43426.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 437.091 236.992 0.0203411 0.00183151 43220.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 432.535 235.314 0.0202976 0.00183269 43325.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 428.098 232.244 0.0202336 0.00183367 43478.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 423.642 230.239 0.0202926 0.00182946 43329.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 419.534 228.072 0.0202761 0.00184567 43406.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 414.577 226.286 0.0202228 0.00182588 43485.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 410.737 223.835 0.0202949 0.00183663 43340.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 406.024 221.236 0.0202727 0.00188636 43510.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 401.975 218.983 0.0202525 0.00184361 43457.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 397.523 217.218 0.0202142 0.00183403 43525.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 393.393 214.814 0.0203814 0.00185927 43191.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 389.254 212.806 0.0202869 0.00183714 43361.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 385.144 210.84 0.0202966 0.00184678 43361 0
: 502 Minimum Test error found - save the configuration
: 502 | 381.243 209.438 0.0202259 0.00182549 43477.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 377.177 206.686 0.0202384 0.00182202 43439.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 373.771 205.115 0.0202686 0.0018576 43452.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 369.372 203.011 0.0202811 0.00183234 43363.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 365.493 200.819 0.0202889 0.00183195 43344.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 361.347 198.879 0.0202485 0.00183613 43449 0
: 508 Minimum Test error found - save the configuration
: 508 | 357.572 197.215 0.0202583 0.00182756 43405.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 353.748 195.303 0.0202719 0.00183314 43386.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 349.957 193.37 0.0202792 0.00183662 43377.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 346.201 191.413 0.0202917 0.0018556 43393 0
: 512 Minimum Test error found - save the configuration
: 512 | 342.772 189.754 0.0202781 0.00184537 43401.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 339.035 187.577 0.020295 0.00190111 43492.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 335.459 186.218 0.0202657 0.0018601 43465 0
: 515 Minimum Test error found - save the configuration
: 515 | 331.86 184.095 0.0202927 0.00184608 43368.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 328.351 182.249 0.0202513 0.00182685 43420.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 324.818 180.951 0.0202278 0.00182978 43482.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 321.342 178.965 0.0202337 0.00182907 43467.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 318.194 177.807 0.0202428 0.00182848 43444.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 314.739 175.621 0.0202699 0.0018322 43389.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 311.052 173.928 0.0203085 0.00182493 43281.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 308.024 172.908 0.020227 0.00182573 43475.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 304.474 170.832 0.0202379 0.0018281 43455.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 301.364 169.119 0.0202221 0.00183138 43500.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 298.032 167.868 0.0202636 0.00182981 43398.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 295.01 166.051 0.0202676 0.00183691 43405.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 292.035 164.113 0.020249 0.00183697 43449.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 288.862 163.257 0.0202125 0.00183416 43529.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 285.379 161.358 0.020222 0.00182889 43494.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 282.62 159.637 0.020298 0.00184217 43346.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 279.144 158.261 0.0202573 0.00182958 43412.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 276.6 156.838 0.0202268 0.0018363 43500.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 273.5 155.319 0.020222 0.00182153 43477.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 270.76 153.677 0.0202433 0.00183551 43459.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 267.571 152.336 0.0202958 0.00184692 43363 0
: 536 Minimum Test error found - save the configuration
: 536 | 264.59 151.225 0.0203341 0.00184611 43271.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 261.892 149.696 0.020243 0.00182512 43436.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 259.11 148.552 0.0212028 0.00186588 41371.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 256.431 147.325 0.0202733 0.00183931 43398.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 253.317 145.306 0.0207111 0.00184673 42408 0
: 541 Minimum Test error found - save the configuration
: 541 | 250.435 144.053 0.0203027 0.00183959 43329.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 248 142.616 0.0203259 0.00184802 43295 0
: 543 Minimum Test error found - save the configuration
: 543 | 245.192 141.406 0.0202771 0.00183581 43381 0
: 544 Minimum Test error found - save the configuration
: 544 | 242.922 140.148 0.0203209 0.00189098 43407.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 240.205 139.812 0.0204016 0.00186402 43155.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 237.241 137.392 0.0202937 0.00183155 43331.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 234.687 135.768 0.020705 0.00190236 42547.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 232.151 135.095 0.0202526 0.0018358 43438.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 229.476 134.181 0.020307 0.00183702 43313.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 227.07 132.14 0.0202475 0.001828 43432.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 224.475 130.8 0.0203208 0.00185395 43320.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 221.871 130.174 0.0202224 0.00182622 43487.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 219.368 128.733 0.0202418 0.00182788 43445.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 217.06 127.239 0.0203076 0.00184578 43332.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 214.446 125.817 0.0203381 0.00183921 43245.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 211.937 124.645 0.0202889 0.00184378 43371.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 209.995 123.885 0.0202824 0.00183977 43377.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 207.538 122.692 0.0202682 0.00183176 43392.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 204.853 121.666 0.0203485 0.00184009 43223.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 202.69 120.161 0.0202861 0.00184557 43382.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 200.346 118.928 0.0203077 0.00184433 43329 0
: 562 Minimum Test error found - save the configuration
: 562 | 197.931 117.942 0.0203569 0.00184701 43220.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 195.898 116.523 0.0202608 0.00182619 43396.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 193.624 116.395 0.0203588 0.00185127 43225.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 191.444 114.359 0.0202348 0.00183478 43478.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 189.255 113.47 0.0203011 0.00182323 43295.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 186.768 112.193 0.0202437 0.00183639 43461 0
: 568 Minimum Test error found - save the configuration
: 568 | 184.799 111.084 0.0202248 0.001826 43481 0
: 569 Minimum Test error found - save the configuration
: 569 | 182.825 109.979 0.0203407 0.00184066 43243.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 180.683 108.944 0.0202897 0.00187098 43434 0
: 571 Minimum Test error found - save the configuration
: 571 | 178.148 107.899 0.0202775 0.00182866 43363.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 176.311 107.268 0.0202424 0.00183545 43461.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 174.175 106.135 0.0203287 0.00185869 43313.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 172.197 105.387 0.0204387 0.0018852 43118.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 170.133 105.033 0.0202985 0.00185108 43366.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 168.436 102.832 0.0203245 0.00183897 43277.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 166.269 101.889 0.0202789 0.001838 43381.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 164.286 101.426 0.0203031 0.00184908 43351.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 162.465 99.9896 0.0203923 0.00185684 43160.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 160.453 99.9622 0.0202771 0.00183746 43384.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 158.563 97.8615 0.0202883 0.0018421 43369.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 156.528 96.7595 0.0203328 0.00184847 43279.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 154.59 95.7805 0.0202347 0.00182709 43460.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 152.675 95.0761 0.0202591 0.00182841 43405.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 151.066 93.8459 0.0202564 0.00184035 43440.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 149.073 93.2876 0.0202826 0.00183965 43377.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 147.439 92.1955 0.0202914 0.00184652 43372.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 145.67 91.1873 0.0202557 0.00184599 43455.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 143.892 90.658 0.0202639 0.00182945 43396.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 142.241 89.7765 0.0202178 0.00183263 43513.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 140.362 88.6449 0.0202889 0.00182931 43338 0
: 592 | 139.006 88.7676 0.0201894 0.00177455 43443.3 1
: 593 Minimum Test error found - save the configuration
: 593 | 137.163 86.5756 0.0202579 0.00182463 43399.8 0
: 594 | 135.211 86.59 0.0202219 0.00177531 43368.5 1
: 595 Minimum Test error found - save the configuration
: 595 | 133.832 85.1377 0.0202447 0.00186529 43527 0
: 596 | 131.966 85.2148 0.020178 0.00177264 43465.6 1
: 597 Minimum Test error found - save the configuration
: 597 | 130.548 83.3208 0.0202085 0.00183251 43535 0
: 598 Minimum Test error found - save the configuration
: 598 | 128.848 82.494 0.0202398 0.00183022 43455.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 127.447 81.6341 0.0202964 0.0018421 43350.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 125.607 80.7583 0.0202849 0.00184483 43383.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 124.198 80.0598 0.0202689 0.00183003 43386.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 122.515 79.7422 0.0202368 0.00183484 43473.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 121.078 78.3266 0.0202481 0.00183776 43453.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 119.591 77.6669 0.0202931 0.00184603 43367.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 118.286 76.8532 0.0202903 0.00184912 43381.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 116.669 76.4469 0.0202243 0.00183462 43502.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 115.407 75.7263 0.0202054 0.00182505 43524.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 113.735 74.3056 0.0202591 0.00183194 43414.2 0
: 609 | 112.291 74.6111 0.0202497 0.00177525 43303.1 1
: 610 Minimum Test error found - save the configuration
: 610 | 110.922 72.8674 0.0203 0.00184726 43354.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 109.537 72.3081 0.0202143 0.00182556 43505 0
: 612 Minimum Test error found - save the configuration
: 612 | 108.368 72.191 0.0202106 0.00182375 43509.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 107.315 71.4899 0.02026 0.00182794 43402.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 105.554 70.0121 0.0202396 0.0018262 43446.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 104.056 69.3979 0.0202659 0.001834 43403 0
: 616 Minimum Test error found - save the configuration
: 616 | 102.9 68.5504 0.0202267 0.00183977 43509.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 101.597 67.9631 0.0202319 0.00183877 43494.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 100.692 67.5039 0.020287 0.00186075 43416.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 99.262 66.7792 0.0202892 0.00184312 43369.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 97.7581 66.2079 0.0202459 0.00182994 43440.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 96.6187 65.3234 0.0202676 0.00183834 43409.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 95.0622 64.7491 0.0202115 0.00182824 43517.9 0
: 623 | 94.0635 64.8832 0.0201828 0.0017721 43453 1
: 624 Minimum Test error found - save the configuration
: 624 | 92.8395 63.4836 0.0202964 0.00183372 43330.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 91.5545 62.5841 0.0202652 0.00183193 43399.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 90.4669 62.3313 0.0203919 0.00191721 43302.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 89.352 62.3235 0.0207715 0.00190219 42397 0
: 628 Minimum Test error found - save the configuration
: 628 | 88.2148 60.8514 0.0203603 0.00183489 43184 0
: 629 Minimum Test error found - save the configuration
: 629 | 87.0252 60.5948 0.0202878 0.00183695 43358.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 86.0283 59.5562 0.0202487 0.00183632 43449 0
: 631 Minimum Test error found - save the configuration
: 631 | 84.7311 59.0991 0.0202016 0.00183054 43546.7 0
: 632 | 83.7391 59.1056 0.0201572 0.00177816 43527.8 1
: 633 Minimum Test error found - save the configuration
: 633 | 83.0236 57.8118 0.0202029 0.00182451 43529.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 81.5297 57.116 0.0202614 0.00183636 43419.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 80.6916 56.7272 0.0206476 0.0018603 42581.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 80.2203 56.1578 0.0202345 0.00182746 43461.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 78.9606 55.7421 0.0202061 0.00182438 43521.6 0
: 638 Minimum Test error found - save the configuration
: 638 | 77.6506 55.0466 0.0202168 0.00182477 43497.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 76.6274 54.2132 0.0202693 0.00182243 43367.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 75.4232 53.7095 0.0202998 0.00185305 43368.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 74.4775 53.1874 0.0202551 0.00183128 43421.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 73.5848 52.8336 0.0202191 0.00183137 43507.3 0
: 643 | 72.7112 53.2228 0.0201833 0.00177168 43450.9 1
: 644 Minimum Test error found - save the configuration
: 644 | 71.747 52.1452 0.0204454 0.00192436 43194.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 70.8653 51.4703 0.0208876 0.00190289 42139.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 69.871 51.2723 0.0203044 0.00182706 43296.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 68.9738 50.5474 0.0207166 0.00187053 42449.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 68.062 49.9714 0.02034 0.00182608 43210.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 67.33 49.4419 0.0204951 0.00185291 42913.3 0
: 650 | 66.4515 49.9107 0.0209177 0.00178339 41809.7 1
: 651 Minimum Test error found - save the configuration
: 651 | 65.474 48.3824 0.0211041 0.00195486 41777.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 64.4903 47.6888 0.0206499 0.00182813 42504.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 63.5497 47.1333 0.0203168 0.00186055 43345.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 62.7643 46.771 0.0203434 0.00187282 43312.1 0
: 655 | 62.168 47.0612 0.020185 0.00176695 43435.8 1
: 656 | 61.4386 47.3337 0.0202152 0.00177175 43375.9 2
: 657 Minimum Test error found - save the configuration
: 657 | 60.658 45.5452 0.0202304 0.00183949 43499.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 59.543 44.8162 0.0203181 0.00192575 43496.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 58.8264 44.6031 0.0202762 0.00184394 43402.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 57.9712 44.1272 0.0202437 0.00183931 43467.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 57.1791 43.439 0.0202438 0.00184186 43473.6 0
: 662 | 56.5116 44.5163 0.0201557 0.00177838 43531.8 1
: 663 Minimum Test error found - save the configuration
: 663 | 55.8378 42.772 0.0202566 0.00187686 43526.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 54.9133 42.1645 0.0202488 0.0018369 43450.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 54.1137 41.9553 0.0202076 0.00183439 43541.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 53.517 41.434 0.0202717 0.00183463 43390.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 52.6159 41.362 0.020224 0.0018269 43485.2 0
: 668 Minimum Test error found - save the configuration
: 668 | 52.1654 40.9635 0.0202559 0.00186536 43500.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 51.6064 40.8703 0.0202724 0.00183461 43389.1 0
: 670 Minimum Test error found - save the configuration
: 670 | 50.7573 39.9807 0.0202376 0.0018291 43458.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 49.8983 39.9485 0.0202263 0.00182063 43465 0
: 672 | 49.4333 40.1999 0.0201675 0.00177045 43485.1 1
: 673 Minimum Test error found - save the configuration
: 673 | 48.6815 39.0876 0.0202632 0.00185749 43464.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 47.9328 38.7242 0.0202674 0.00184662 43429.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 47.4347 38.5468 0.0202359 0.0018269 43457 0
: 676 Minimum Test error found - save the configuration
: 676 | 46.7356 37.9206 0.0202256 0.00184076 43514.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 46.0234 37.6843 0.0202648 0.00184395 43429 0
: 678 Minimum Test error found - save the configuration
: 678 | 45.6027 37.6754 0.0202642 0.00184926 43443 0
: 679 Minimum Test error found - save the configuration
: 679 | 44.9566 36.9995 0.0202707 0.00182978 43381.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 44.3717 36.5992 0.0202295 0.00183601 43493.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 43.8814 36.4371 0.020215 0.0018264 43505.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 43.2496 36.0932 0.0202128 0.0018262 43509.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 42.6279 35.7964 0.0202465 0.00182135 43419 0
: 684 Minimum Test error found - save the configuration
: 684 | 42.2379 35.7734 0.0202132 0.00182437 43504.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 41.6721 35.4564 0.0202332 0.00182744 43464.7 0
: 686 Minimum Test error found - save the configuration
: 686 | 40.7329 35.3602 0.0202 0.00182261 43531.7 0
: 687 Minimum Test error found - save the configuration
: 687 | 40.4962 34.8441 0.0202009 0.0018228 43530.1 0
: 688 Minimum Test error found - save the configuration
: 688 | 39.9059 34.1139 0.0202293 0.00182844 43476.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 39.6099 33.8786 0.0202427 0.00182442 43435 0
: 690 | 38.9324 33.9794 0.0201575 0.00176958 43506.8 1
: 691 Minimum Test error found - save the configuration
: 691 | 38.4482 33.1797 0.0202559 0.00184677 43456.6 0
: 692 Minimum Test error found - save the configuration
: 692 | 37.726 33.0933 0.0202161 0.00182648 43502.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 37.3294 32.7894 0.0202812 0.00184769 43399.1 0
: 694 | 36.9407 33.0852 0.0202002 0.00178173 43434.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 36.2695 31.9948 0.020235 0.00185195 43518.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 35.9587 31.6518 0.0203523 0.00185484 43249.1 0
: 697 | 35.3713 31.6805 0.0201543 0.00177611 43529.8 1
: 698 | 35.0552 32.2078 0.0201878 0.00177104 43438.8 2
: 699 Minimum Test error found - save the configuration
: 699 | 34.7567 31.5363 0.0202694 0.00184707 43425.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 33.9656 31.3292 0.0202169 0.00181826 43481.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 33.6551 30.7868 0.0202769 0.00185156 43418.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 33.0306 30.7488 0.0202466 0.00182687 43431.7 0
: 703 Minimum Test error found - save the configuration
: 703 | 32.6309 30.0613 0.0202644 0.00183926 43418.9 0
: 704 Minimum Test error found - save the configuration
: 704 | 32.1856 30.0093 0.0202804 0.00183034 43360.4 0
: 705 Minimum Test error found - save the configuration
: 705 | 31.9304 29.5988 0.0202184 0.00182352 43490.3 0
: 706 | 31.7924 29.8249 0.0201813 0.0017705 43452.7 1
: 707 Minimum Test error found - save the configuration
: 707 | 31.1085 29.4214 0.0202361 0.00183926 43485.7 0
: 708 Minimum Test error found - save the configuration
: 708 | 30.5966 29.0105 0.0202998 0.00185875 43381.5 0
: 709 Minimum Test error found - save the configuration
: 709 | 30.285 28.7721 0.020277 0.00184984 43414.3 0
: 710 | 29.9847 28.8956 0.0201826 0.00178103 43474.6 1
: 711 Minimum Test error found - save the configuration
: 711 | 29.487 28.1998 0.0202276 0.00184084 43509.7 0
: 712 Minimum Test error found - save the configuration
: 712 | 29.186 27.8738 0.0202351 0.00183713 43483.2 0
: 713 | 29.0466 28.3661 0.0202023 0.0017899 43448.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 28.8106 27.7788 0.0202448 0.00183762 43461.4 0
: 715 Minimum Test error found - save the configuration
: 715 | 28.2282 27.5735 0.0202107 0.00182456 43511 0
: 716 | 27.7667 27.795 0.0201461 0.00176331 43519 1
: 717 Minimum Test error found - save the configuration
: 717 | 27.2647 27.3681 0.0202099 0.00182361 43510.8 0
: 718 Minimum Test error found - save the configuration
: 718 | 27.1067 26.6591 0.0202386 0.00182561 43447.6 0
: 719 Minimum Test error found - save the configuration
: 719 | 26.9379 26.4075 0.0202755 0.00182488 43359 0
: 720 Minimum Test error found - save the configuration
: 720 | 26.4248 26.3046 0.020219 0.00181828 43476.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 26.195 26.3032 0.020224 0.00182368 43477.5 0
: 722 Minimum Test error found - save the configuration
: 722 | 25.7891 25.7749 0.0202184 0.0018251 43494.1 0
: 723 | 25.3906 26.799 0.0202035 0.00177935 43421.2 1
: 724 Minimum Test error found - save the configuration
: 724 | 25.1642 25.5536 0.0212656 0.00186517 41236.2 0
: 725 Minimum Test error found - save the configuration
: 725 | 24.695 25.5024 0.0202875 0.00186328 43421.2 0
: 726 | 24.5916 25.696 0.0201738 0.00177119 43472.2 1
: 727 Minimum Test error found - save the configuration
: 727 | 24.2965 25.1232 0.0202469 0.00182845 43434.8 0
: 728 Minimum Test error found - save the configuration
: 728 | 23.841 25.0946 0.0202583 0.00182044 43388.9 0
: 729 Minimum Test error found - save the configuration
: 729 | 23.6044 24.5615 0.0202204 0.00182618 43491.9 0
: 730 Minimum Test error found - save the configuration
: 730 | 23.4673 24.3747 0.0202164 0.00182539 43499.5 0
: 731 | 23.1046 24.3909 0.0201749 0.00177139 43470.1 1
: 732 Minimum Test error found - save the configuration
: 732 | 22.6218 24.3607 0.0201953 0.0018227 43543.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 22.4258 24.1848 0.020248 0.00182561 43425.5 0
: 734 Minimum Test error found - save the configuration
: 734 | 22.2137 23.7616 0.0202356 0.00182563 43454.8 0
: 735 Minimum Test error found - save the configuration
: 735 | 21.9134 23.427 0.0202006 0.00182239 43529.7 0
: 736 | 21.5728 23.5518 0.0201528 0.00177552 43532.1 1
: 737 Minimum Test error found - save the configuration
: 737 | 21.2297 23.1102 0.0202065 0.00182322 43517.9 0
: 738 | 21.2389 23.3441 0.0201919 0.0017956 43487.1 1
: 739 Minimum Test error found - save the configuration
: 739 | 21.021 22.74 0.0202646 0.00184305 43427.3 0
: 740 | 20.7805 23.0972 0.0201612 0.00177636 43514.2 1
: 741 | 20.6682 23.2742 0.0201763 0.00177886 43484.3 2
: 742 Minimum Test error found - save the configuration
: 742 | 20.3503 22.2841 0.0202247 0.00182678 43483.1 0
: 743 | 20.1686 22.2941 0.0201803 0.00178927 43499.4 1
: 744 | 20.2386 23.9594 0.0201738 0.00179311 43523.9 2
: 745 Minimum Test error found - save the configuration
: 745 | 19.7488 21.6044 0.0202135 0.00182945 43516 0
: 746 | 19.5675 21.7683 0.0201832 0.00176934 43445.5 1
: 747 | 19.4826 21.6947 0.0201549 0.00176373 43499.1 2
: 748 Minimum Test error found - save the configuration
: 748 | 18.9953 21.3963 0.0202324 0.00182913 43470.5 0
: 749 Minimum Test error found - save the configuration
: 749 | 18.73 21.3366 0.0202227 0.0018287 43492.5 0
: 750 | 18.7558 22.1624 0.0205226 0.00185108 42845.9 1
: 751 Minimum Test error found - save the configuration
: 751 | 18.4897 20.6829 0.0207884 0.00190678 42369.2 0
: 752 | 18.0832 20.9018 0.0201615 0.00177049 43499.6 1
: 753 Minimum Test error found - save the configuration
: 753 | 17.8614 20.4292 0.0203243 0.00184796 43298.7 0
: 754 Minimum Test error found - save the configuration
: 754 | 17.5766 20.3027 0.0202173 0.00183414 43518.1 0
: 755 | 17.3486 20.3043 0.0201832 0.00177872 43467.7 1
: 756 Minimum Test error found - save the configuration
: 756 | 17.12 20.0094 0.0202105 0.00182266 43507.1 0
: 757 | 17.0825 20.5295 0.0201586 0.00177455 43515.9 1
: 758 | 17.0299 20.0671 0.020211 0.00177458 43392.3 2
: 759 Minimum Test error found - save the configuration
: 759 | 16.9043 19.8738 0.0202259 0.00183892 43509 0
: 760 | 16.4056 20.1958 0.0201775 0.0017641 43446.6 1
: 761 Minimum Test error found - save the configuration
: 761 | 16.4678 19.6384 0.0202278 0.00182694 43476.3 0
: 762 Minimum Test error found - save the configuration
: 762 | 16.1279 19.583 0.0202253 0.00182544 43478.7 0
: 763 Minimum Test error found - save the configuration
: 763 | 15.9413 19.295 0.0202761 0.00182824 43365.5 0
: 764 Minimum Test error found - save the configuration
: 764 | 15.8112 19.2389 0.0202132 0.00182651 43509.6 0
: 765 | 15.7138 19.3017 0.0201452 0.00176307 43520.4 1
: 766 Minimum Test error found - save the configuration
: 766 | 15.7108 18.9453 0.0202143 0.00182305 43499 0
: 767 Minimum Test error found - save the configuration
: 767 | 15.4987 18.8679 0.0202056 0.00182337 43520.3 0
: 768 Minimum Test error found - save the configuration
: 768 | 15.0605 18.3215 0.0202418 0.00183311 43457.8 0
: 769 | 14.9361 18.6186 0.0201508 0.00177145 43527.1 1
: 770 | 14.8558 18.7433 0.0201502 0.00176945 43523.8 2
: 771 | 15.043 18.5056 0.020188 0.00177689 43452.1 3
: 772 Minimum Test error found - save the configuration
: 772 | 14.4497 18.1917 0.0202343 0.00184171 43495.8 0
: 773 | 14.4284 18.5228 0.0201755 0.00177948 43487.7 1
: 774 | 14.3542 18.3561 0.0201527 0.0017692 43517.2 2
: 775 Minimum Test error found - save the configuration
: 775 | 14.4624 18.1753 0.0202002 0.00182611 43539.6 0
: 776 Minimum Test error found - save the configuration
: 776 | 14.4455 17.6737 0.0202428 0.00183388 43457.2 0
: 777 | 14.0165 18.201 0.0201484 0.00177001 43529.5 1
: 778 Minimum Test error found - save the configuration
: 778 | 13.6313 17.5454 0.0202515 0.00182759 43421.9 0
: 779 Minimum Test error found - save the configuration
: 779 | 13.4575 17.2592 0.0202031 0.00181771 43512.9 0
: 780 Minimum Test error found - save the configuration
: 780 | 13.3552 16.8967 0.0202055 0.00182217 43517.6 0
: 781 | 13.3708 16.9204 0.020154 0.00177015 43516.5 1
: 782 Minimum Test error found - save the configuration
: 782 | 13.0778 16.7808 0.0202129 0.0018258 43508.8 0
: 783 Minimum Test error found - save the configuration
: 783 | 13.0019 16.2884 0.0202461 0.00182761 43434.5 0
: 784 | 12.6452 16.7394 0.0201516 0.00176208 43503 1
: 785 Minimum Test error found - save the configuration
: 785 | 12.8886 16.1328 0.0202123 0.00182362 43505 0
: 786 | 12.6274 16.7181 0.020177 0.00179911 43530.5 1
: 787 | 12.4378 16.1939 0.0201769 0.00177208 43466.9 2
: 788 | 12.317 16.2192 0.020181 0.00177562 43465.4 3
: 789 Minimum Test error found - save the configuration
: 789 | 12.2243 15.8548 0.0202201 0.00182755 43495.8 0
: 790 | 12.2033 16.4243 0.0201801 0.00178112 43480.7 1
: 791 Minimum Test error found - save the configuration
: 791 | 12.0046 15.4123 0.0202228 0.00183806 43514.4 0
: 792 | 11.8963 15.4479 0.0201596 0.00177818 43522.1 1
: 793 | 12.0199 15.6441 0.0201911 0.00177219 43433.6 2
: 794 | 11.6755 15.5488 0.0201582 0.0017684 43502.5 3
: 795 | 11.6715 17.2532 0.0201792 0.00177719 43473.5 4
: 796 Minimum Test error found - save the configuration
: 796 | 11.9115 15.0118 0.0202237 0.00184023 43517.4 0
: 797 | 11.1398 15.3407 0.0201796 0.00177346 43463.7 1
: 798 Minimum Test error found - save the configuration
: 798 | 10.9588 14.6727 0.0203061 0.00184076 43324.3 0
: 799 Minimum Test error found - save the configuration
: 799 | 10.9521 14.5635 0.0202361 0.00183517 43476.2 0
: 800 | 10.8592 14.6179 0.0201714 0.00177452 43485.7 1
: 801 | 10.8385 14.9018 0.0201609 0.00177304 43506.9 2
: 802 | 10.58 14.923 0.0201587 0.00177345 43513.2 3
: 803 | 10.5898 14.7134 0.0201977 0.00176499 43401.2 4
: 804 Minimum Test error found - save the configuration
: 804 | 10.3576 14.3073 0.0202829 0.00184392 43386.5 0
: 805 Minimum Test error found - save the configuration
: 805 | 10.3916 14.1666 0.0202042 0.00182548 43528.7 0
: 806 Minimum Test error found - save the configuration
: 806 | 10.134 14.0397 0.0202177 0.00183213 43512.4 0
: 807 | 9.94755 14.1194 0.0202059 0.00177407 43403.2 1
: 808 Minimum Test error found - save the configuration
: 808 | 9.86768 13.7927 0.0202644 0.00184799 43439.5 0
: 809 Minimum Test error found - save the configuration
: 809 | 9.85974 13.6859 0.020281 0.00183897 43379.1 0
: 810 Minimum Test error found - save the configuration
: 810 | 9.99102 13.641 0.0202131 0.00183008 43518.3 0
: 811 Minimum Test error found - save the configuration
: 811 | 9.66569 13.5479 0.0202106 0.00182251 43506.4 0
: 812 | 9.65466 13.6707 0.0201513 0.00177611 43537 1
: 813 | 9.75335 14.4994 0.0205967 0.00177456 42503.2 2
: 814 Minimum Test error found - save the configuration
: 814 | 9.46091 13.2601 0.02021 0.00182414 43511.8 0
: 815 | 9.26008 13.7078 0.0201689 0.00176967 43480.2 1
: 816 Minimum Test error found - save the configuration
: 816 | 9.17405 13.2349 0.0202087 0.00182924 43527 0
: 817 Minimum Test error found - save the configuration
: 817 | 9.22646 13.1038 0.0202121 0.00182626 43511.8 0
: 818 Minimum Test error found - save the configuration
: 818 | 9.04584 13.0979 0.0202463 0.00182201 43421 0
: 819 Minimum Test error found - save the configuration
: 819 | 8.80384 12.9963 0.0202239 0.00182394 43478.4 0
: 820 Minimum Test error found - save the configuration
: 820 | 8.83558 12.54 0.0202128 0.00182332 43503.1 0
: 821 | 8.63452 12.7326 0.0201569 0.00177171 43513.2 1
: 822 | 8.67394 12.5876 0.0201831 0.00177579 43460.9 2
: 823 Minimum Test error found - save the configuration
: 823 | 8.66778 12.4878 0.0202646 0.00184563 43433.5 0
: 824 | 8.62415 12.6825 0.0201685 0.00177631 43496.8 1
: 825 Minimum Test error found - save the configuration
: 825 | 8.53069 12.2073 0.0202429 0.00183703 43464.3 0
: 826 | 8.38992 12.6472 0.0201536 0.00177592 43531 1
: 827 | 8.40855 12.2439 0.0202069 0.00177764 43409.2 2
: 828 Minimum Test error found - save the configuration
: 828 | 8.19878 12.1136 0.0205913 0.00188666 42770 0
: 829 Minimum Test error found - save the configuration
: 829 | 8.08397 11.9707 0.0202376 0.00184264 43490.3 0
: 830 Minimum Test error found - save the configuration
: 830 | 8.14478 11.8762 0.0204493 0.00183209 42971.1 0
: 831 | 8.04297 11.9122 0.0201554 0.00177298 43519.8 1
: 832 | 7.96318 11.9723 0.0201897 0.00177034 43432.6 2
: 833 | 8.07986 11.9421 0.020167 0.0017683 43481.3 3
: 834 Minimum Test error found - save the configuration
: 834 | 7.91897 11.7487 0.020194 0.00182088 43542 0
: 835 | 7.87853 12.0215 0.0202063 0.00177023 43393.2 1
: 836 | 7.94973 11.8612 0.0203764 0.00183849 43154.8 2
: 837 Minimum Test error found - save the configuration
: 837 | 7.67522 11.7298 0.020618 0.00183991 42602.8 0
: 838 | 7.82077 12.2525 0.0207214 0.0018372 42363.5 1
: 839 Minimum Test error found - save the configuration
: 839 | 7.63125 11.2785 0.0209821 0.00186207 41840.9 0
: 840 Minimum Test error found - save the configuration
: 840 | 7.37987 11.1622 0.0202219 0.00182546 43486.6 0
: 841 | 7.53258 11.314 0.020276 0.00181674 43338.6 1
: 842 | 7.32718 11.2402 0.0205514 0.00183479 42742.8 2
: 843 Minimum Test error found - save the configuration
: 843 | 7.17762 10.9962 0.0202749 0.00183144 43375.7 0
: 844 Minimum Test error found - save the configuration
: 844 | 7.02395 10.6834 0.020217 0.00182592 43499.2 0
: 845 | 7.15645 11.1188 0.0201437 0.00177574 43554.2 1
: 846 Minimum Test error found - save the configuration
: 846 | 7.08957 10.623 0.0202217 0.00182573 43487.8 0
: 847 | 7.0381 10.8701 0.0201858 0.00180228 43517.2 1
: 848 | 6.86507 10.8952 0.0201496 0.00177746 43544.2 2
: 849 | 6.94454 10.8826 0.0201485 0.00177723 43546.2 3
: 850 Minimum Test error found - save the configuration
: 850 | 6.84279 10.389 0.0202146 0.00184121 43541.2 0
: 851 | 6.79789 10.4614 0.0201664 0.0017718 43491 1
: 852 | 6.83703 10.4364 0.0202275 0.00177807 43361.9 2
: 853 Minimum Test error found - save the configuration
: 853 | 6.8226 10.0196 0.0202099 0.00184128 43552.6 0
: 854 | 6.69484 10.2069 0.0201828 0.00177516 43460.1 1
: 855 Minimum Test error found - save the configuration
: 855 | 6.56423 10.0086 0.0202843 0.00184174 43378 0
: 856 Minimum Test error found - save the configuration
: 856 | 6.44948 9.88431 0.0202482 0.00184833 43478.7 0
: 857 | 6.42092 10.1387 0.0202281 0.00177419 43351.2 1
: 858 | 6.38002 10.1919 0.0201747 0.00177289 43473.9 2
: 859 Minimum Test error found - save the configuration
: 859 | 6.39229 9.70034 0.0202506 0.00183501 43441.5 0
: 860 | 6.46691 9.98286 0.0202133 0.00177007 43376.4 1
: 861 | 6.35195 9.75743 0.0201489 0.00176863 43524.9 2
: 862 Minimum Test error found - save the configuration
: 862 | 6.21247 9.64128 0.0202267 0.00183241 43491.8 0
: 863 Minimum Test error found - save the configuration
: 863 | 6.24254 9.47013 0.0202178 0.00182884 43504.3 0
: 864 Minimum Test error found - save the configuration
: 864 | 6.27739 9.44799 0.0201978 0.00182277 43537.3 0
: 865 Minimum Test error found - save the configuration
: 865 | 6.13829 9.44783 0.0202188 0.00183543 43517.5 0
: 866 Minimum Test error found - save the configuration
: 866 | 5.97813 9.21291 0.0202012 0.00183062 43547.9 0
: 867 | 5.96739 9.21883 0.0202057 0.00178089 43419.8 1
: 868 | 5.99533 9.32555 0.0201652 0.0017764 43504.6 2
: 869 | 6.2314 9.50038 0.0201479 0.00176962 43529.7 3
: 870 Minimum Test error found - save the configuration
: 870 | 5.99344 9.06715 0.0202226 0.00183625 43510.6 0
: 871 | 5.72675 9.28538 0.0201545 0.00177766 43533 1
: 872 | 5.80474 9.43689 0.020251 0.00177348 43295.9 2
: 873 Minimum Test error found - save the configuration
: 873 | 6.04283 9.05535 0.0202548 0.00183412 43429.4 0
: 874 Minimum Test error found - save the configuration
: 874 | 5.82553 8.78017 0.0202618 0.001829 43400.9 0
: 875 | 6.0417 9.99052 0.0202088 0.00176907 43384.7 1
: 876 Minimum Test error found - save the configuration
: 876 | 6.11036 8.76509 0.0202118 0.00182833 43517.2 0
: 877 | 5.84443 9.7221 0.0201779 0.00177288 43466.4 1
: 878 Minimum Test error found - save the configuration
: 878 | 5.76908 8.50978 0.0202035 0.00182034 43518 0
: 879 | 5.86611 8.72416 0.0201767 0.00177521 43474.8 1
: 880 | 5.56287 8.62928 0.0202237 0.0017756 43364.8 2
: 881 Minimum Test error found - save the configuration
: 881 | 5.46755 8.38033 0.0202682 0.00185794 43454 0
: 882 Minimum Test error found - save the configuration
: 882 | 5.46238 8.17906 0.0202744 0.00183472 43384.7 0
: 883 | 5.66273 8.35652 0.020153 0.00177697 43535 1
: 884 | 5.70087 8.33584 0.0201557 0.00177635 43527 2
: 885 | 5.59481 8.5818 0.0201617 0.00177829 43517.5 3
: 886 | 5.56036 8.52336 0.0201437 0.0017782 43559.9 4
: 887 | 5.83798 8.79146 0.020195 0.00177117 43422.1 5
: 888 | 5.74866 8.3472 0.0201571 0.0017749 43520.2 6
: 889 Minimum Test error found - save the configuration
: 889 | 5.69089 7.97997 0.0202183 0.00183674 43521.8 0
: 890 Minimum Test error found - save the configuration
: 890 | 5.33245 7.95301 0.0202034 0.00182401 43527 0
: 891 | 5.2292 8.07877 0.0201573 0.0017704 43509.3 1
: 892 | 5.27181 8.41964 0.0202292 0.00176462 43326.3 2
: 893 | 5.10588 8.02476 0.0201729 0.00177231 43476.8 3
: 894 | 5.31517 8.64139 0.0202847 0.00177666 43224.4 4
: 895 | 5.3794 8.01418 0.0202027 0.00177218 43406.3 5
: 896 Minimum Test error found - save the configuration
: 896 | 5.12838 7.78276 0.020238 0.00183291 43466.2 0
: 897 | 5.08058 7.83517 0.0202219 0.00177178 43360.1 1
: 898 | 5.23791 8.07846 0.0201677 0.00177148 43487.2 2
: 899 | 5.10412 7.82319 0.020191 0.00177484 43440.2 3
: 900 Minimum Test error found - save the configuration
: 900 | 4.86541 7.61625 0.0202383 0.00184748 43499.9 0
: 901 | 5.01653 8.19078 0.020171 0.0017762 43490.7 1
: 902 Minimum Test error found - save the configuration
: 902 | 5.11772 7.30523 0.020634 0.00187161 42638.6 0
: 903 | 4.9028 7.38417 0.0201976 0.00177355 43421.5 1
: 904 Minimum Test error found - save the configuration
: 904 | 4.94267 7.27163 0.0202286 0.00183517 43493.8 0
: 905 Minimum Test error found - save the configuration
: 905 | 5.30317 7.15564 0.020212 0.00183218 43525.9 0
: 906 | 4.90222 7.25199 0.0201997 0.00181115 43505.3 1
: 907 | 4.78097 7.20284 0.0202122 0.00176519 43367.5 2
: 908 | 4.70645 7.15647 0.020155 0.00176444 43500.6 3
: 909 | 4.82042 7.37837 0.0202041 0.00177272 43404.2 4
: 910 Minimum Test error found - save the configuration
: 910 | 4.72384 6.80788 0.0202158 0.00183606 43526.1 0
: 911 | 4.6966 7.27169 0.0201967 0.00177131 43418.3 1
: 912 | 4.7747 7.91195 0.0201771 0.00176541 43450.6 2
: 913 | 4.94219 6.86952 0.0201586 0.00176345 43489.6 3
: 914 | 4.70644 7.15941 0.0201901 0.00179833 43497.6 4
: 915 | 4.62355 6.81652 0.0201514 0.00177028 43522.9 5
: 916 | 4.77741 6.97926 0.0201505 0.00177029 43525.2 6
: 917 Minimum Test error found - save the configuration
: 917 | 5.04234 6.55127 0.0202259 0.0018429 43518.5 0
: 918 | 4.78278 7.0848 0.0201669 0.00177031 43486.3 1
: 919 | 4.6468 7.4525 0.0201728 0.00177741 43489.2 2
: 920 Minimum Test error found - save the configuration
: 920 | 4.69024 6.41518 0.0202129 0.0018418 43546.6 0
: 921 | 4.7073 6.44599 0.0202022 0.00178891 43446.9 1
: 922 | 4.4157 6.62762 0.0201839 0.00177446 43456 2
: 923 | 4.33354 6.44056 0.0202019 0.00178247 43432.3 3
: 924 | 4.49621 6.59396 0.0202324 0.00178064 43356.4 4
: 925 | 4.52543 7.17154 0.0201763 0.00177202 43468.3 5
: 926 | 4.4518 6.50212 0.0202007 0.00177354 43414.2 6
: 927 Minimum Test error found - save the configuration
: 927 | 4.29914 6.37593 0.0202732 0.00184568 43413.3 0
: 928 Minimum Test error found - save the configuration
: 928 | 4.26779 6.22454 0.0202264 0.00182849 43483.2 0
: 929 | 4.26017 6.36894 0.0201707 0.00177651 43491.9 1
: 930 | 4.23864 6.29353 0.0201722 0.00177318 43480.6 2
: 931 Minimum Test error found - save the configuration
: 931 | 4.18612 6.1954 0.0203329 0.00184411 43269.3 0
: 932 Minimum Test error found - save the configuration
: 932 | 4.156 6.02255 0.0202366 0.00182846 43459.1 0
: 933 Minimum Test error found - save the configuration
: 933 | 4.16487 5.9862 0.0202497 0.00183836 43451.5 0
: 934 | 4.32411 6.57049 0.0202432 0.00178369 43338 1
: 935 | 4.28607 6.45127 0.0201663 0.00177223 43492.2 2
: 936 Minimum Test error found - save the configuration
: 936 | 4.33024 5.9054 0.0202885 0.00187696 43451 0
: 937 Minimum Test error found - save the configuration
: 937 | 4.05071 5.71732 0.0202526 0.00185599 43486.2 0
: 938 | 4.12512 5.93346 0.020159 0.00177936 43526.3 1
: 939 | 3.95678 5.86706 0.0201589 0.00177343 43512.6 2
: 940 | 3.99484 5.79447 0.0201685 0.00177577 43495.5 3
: 941 Minimum Test error found - save the configuration
: 941 | 4.34182 5.70619 0.0202315 0.00184262 43504.6 0
: 942 | 4.09825 6.01217 0.0201958 0.00177491 43428.9 1
: 943 | 4.06201 5.73438 0.02017 0.00177419 43488.2 2
: 944 | 4.17849 6.10202 0.0201582 0.00176655 43498 3
: 945 Minimum Test error found - save the configuration
: 945 | 4.1538 5.70542 0.020286 0.00184713 43386.6 0
: 946 Minimum Test error found - save the configuration
: 946 | 4.13108 5.64299 0.0203055 0.00184371 43332.7 0
: 947 Minimum Test error found - save the configuration
: 947 | 3.96455 5.56802 0.0202558 0.0018507 43466.2 0
: 948 | 3.85265 5.6146 0.0201867 0.00177003 43438.9 1
: 949 | 3.89282 5.75473 0.0201851 0.00177484 43454 2
: 950 Minimum Test error found - save the configuration
: 950 | 3.7779 5.37747 0.020242 0.00184588 43487.4 0
: 951 Minimum Test error found - save the configuration
: 951 | 3.83452 5.29751 0.0202983 0.00185789 43383.1 0
: 952 | 4.10717 5.82912 0.0201829 0.00177552 43460.9 1
: 953 | 3.89153 5.41262 0.0202206 0.00178469 43393.6 2
: 954 Minimum Test error found - save the configuration
: 954 | 3.85197 5.11413 0.020264 0.00185561 43458.5 0
: 955 | 3.66517 5.43679 0.0201643 0.00177839 43511.6 1
: 956 | 3.6436 5.16705 0.0201944 0.00177805 43439.7 2
: 957 | 3.66203 5.4132 0.02022 0.00177961 43382.9 3
: 958 | 3.7618 5.28842 0.0201769 0.00179221 43514.5 4
: 959 | 3.67532 5.29349 0.0201913 0.00177685 43444.2 5
: 960 | 3.72181 5.49912 0.0201923 0.0017731 43432.9 6
: 961 Minimum Test error found - save the configuration
: 961 | 3.70478 4.97934 0.020287 0.00184274 43374 0
: 962 Minimum Test error found - save the configuration
: 962 | 3.57846 4.95887 0.0202568 0.00184984 43461.7 0
: 963 | 3.73884 5.69727 0.02017 0.00177273 43484.8 1
: 964 | 3.61967 4.97334 0.0201979 0.00177464 43423.4 2
: 965 Minimum Test error found - save the configuration
: 965 | 3.4955 4.94033 0.0202999 0.00185021 43361.1 0
: 966 | 3.50464 4.95552 0.0202738 0.00177694 43250.7 1
: 967 | 3.54704 5.15609 0.0201848 0.00178066 43468.5 2
: 968 | 3.70723 4.96767 0.0201785 0.00177523 43470.4 3
: 969 | 3.92805 5.13316 0.0201648 0.00177412 43500.3 4
: 970 | 3.68512 4.99319 0.020174 0.00178211 43497.4 5
: 971 Minimum Test error found - save the configuration
: 971 | 3.68742 4.8737 0.0203891 0.00187481 43209.9 0
: 972 | 3.745 5.16131 0.0201949 0.00177769 43437.5 1
: 973 Minimum Test error found - save the configuration
: 973 | 3.49046 4.86932 0.0202574 0.00185268 43467.1 0
: 974 | 3.43107 4.96812 0.0202302 0.00177819 43355.7 1
: 975 | 3.53677 5.62559 0.020159 0.00177408 43514 2
: 976 | 3.65783 5.67504 0.0201649 0.0017721 43495.3 3
: 977 Minimum Test error found - save the configuration
: 977 | 3.47074 4.56283 0.0202248 0.00183548 43503.5 0
: 978 | 3.41851 4.71978 0.0202032 0.00177294 43406.8 1
: 979 | 3.82114 4.70091 0.020166 0.00177554 43500.9 2
: 980 | 3.62535 4.67533 0.0201713 0.00177492 43486.8 3
: 981 | 3.57787 4.66603 0.020207 0.00176634 43382.4 4
: 982 | 3.49585 4.8893 0.020169 0.00176704 43473.5 5
: 983 | 3.40828 4.59763 0.0201535 0.00176878 43514.4 6
: 984 | 3.42881 5.84018 0.0201805 0.00177063 43454.9 7
: 985 Minimum Test error found - save the configuration
: 985 | 3.60005 4.46698 0.0202476 0.00185377 43492.9 0
: 986 | 3.6719 5.05595 0.0202027 0.00177938 43423.3 1
: 987 | 3.56742 4.77444 0.0201678 0.0017794 43505.6 2
: 988 Minimum Test error found - save the configuration
: 988 | 3.57973 4.40048 0.0202521 0.00185009 43473.5 0
: 989 | 3.43663 4.69504 0.0201655 0.00178053 43513.8 1
: 990 | 3.4168 4.45124 0.0201752 0.0017795 43488.5 2
: 991 Minimum Test error found - save the configuration
: 991 | 3.43242 4.35869 0.0207215 0.00188766 42476.6 0
: 992 | 3.62157 4.40361 0.0201614 0.00177361 43507.1 1
: 993 | 3.62465 4.93428 0.0201784 0.00176554 43447.9 2
: 994 | 4.35062 4.41166 0.020183 0.00176629 43438.7 3
: 995 | 3.64741 4.75204 0.0201696 0.00177314 43486.7 4
: 996 | 3.39914 4.52897 0.0201574 0.00177086 43510.2 5
: 997 | 3.41776 4.92388 0.0202179 0.00177197 43370.1 6
: 998 Minimum Test error found - save the configuration
: 998 | 3.53789 4.16439 0.0202486 0.00183099 43436.8 0
: 999 | 3.54523 4.23744 0.0201734 0.00177147 43473.8 1
: 1000 Minimum Test error found - save the configuration
: 1000 | 3.39097 3.90671 0.020257 0.00184224 43443.4 0
: 1001 | 3.35049 4.48384 0.0201907 0.00177172 43433.4 1
: 1002 | 3.42636 4.02845 0.0201981 0.00177939 43434 2
: 1003 | 3.24049 4.35392 0.0201609 0.00177188 43504.3 3
: 1004 | 3.38154 4.3179 0.0201812 0.00177743 43469.3 4
: 1005 | 3.3669 3.95174 0.0202144 0.00179156 43424.4 5
: 1006 | 3.40348 4.72652 0.0201839 0.00178183 43473.3 6
: 1007 | 3.26012 4.13323 0.0201709 0.00178206 43504.6 7
: 1008 | 3.19493 4.21005 0.0201655 0.00177064 43490.5 8
: 1009 | 3.11813 3.96728 0.0201718 0.00177721 43491.2 9
: 1010 | 3.08497 4.26723 0.0202147 0.00178527 43408.9 10
: 1011 | 3.13445 4.0344 0.0201777 0.00177263 43466.2 11
: 1012 | 3.12896 3.93394 0.0201759 0.00176958 43463.3 12
: 1013 | 3.12892 4.05817 0.0201839 0.00176485 43433.4 13
: 1014 | 3.27984 4.49395 0.0201635 0.00176983 43493.1 14
: 1015 | 3.1396 3.95144 0.0202077 0.00177162 43393.2 15
: 1016 | 3.06792 4.17876 0.0202005 0.00177139 43409.5 16
: 1017 | 3.16078 4.06117 0.020168 0.00177112 43485.7 17
: 1018 | 3.50212 4.01481 0.0201502 0.0017649 43513 18
: 1019 Minimum Test error found - save the configuration
: 1019 | 3.47501 3.71661 0.0202395 0.00183936 43478 0
: 1020 | 3.23562 4.04827 0.0202135 0.00179738 43440.2 1
: 1021 Minimum Test error found - save the configuration
: 1021 | 3.21257 3.66562 0.0202606 0.00183692 43422.5 0
: 1022 | 2.96655 3.88207 0.0201474 0.00176985 43531.3 1
: 1023 | 3.03611 3.7701 0.0201925 0.00177283 43431.9 2
: 1024 | 3.07658 3.74037 0.0201763 0.00178052 43488.3 3
: 1025 | 3.14083 3.97585 0.0202342 0.00183066 43469.8 4
: 1026 Minimum Test error found - save the configuration
: 1026 | 3.05142 3.55718 0.0202968 0.00188962 43461.2 0
: 1027 | 3.01364 4.18964 0.0202157 0.00177516 43382.7 1
: 1028 | 3.0602 3.5614 0.0201521 0.00178082 43546.2 2
: 1029 | 3.0964 3.9279 0.0201748 0.00177407 43476.4 3
: 1030 Minimum Test error found - save the configuration
: 1030 | 3.02573 3.4395 0.0202718 0.00183938 43401.7 0
: 1031 | 3.11205 3.64005 0.0201555 0.00176413 43498.6 1
: 1032 | 3.03497 3.77501 0.0202402 0.00177495 43324.6 2
: 1033 | 3.1682 3.99983 0.0201699 0.00177419 43488.4 3
: 1034 | 3.43361 3.77036 0.020154 0.00176997 43516 4
: 1035 | 3.24282 3.45036 0.0202558 0.00177097 43278.7 5
: 1036 | 2.92351 3.71659 0.0201779 0.00176762 43454 6
: 1037 | 2.98579 4.012 0.0201802 0.0017713 43457.3 7
: 1038 | 3.17531 3.63569 0.0201889 0.00177262 43439.9 8
: 1039 | 3.02467 3.44546 0.0201661 0.00177087 43489.6 9
: 1040 Minimum Test error found - save the configuration
: 1040 | 3.19785 3.42035 0.0202839 0.00184547 43387.5 0
: 1041 | 3.0919 3.98908 0.0201643 0.00177103 43494.3 1
: 1042 | 2.98427 3.51048 0.0201862 0.00177541 43452.9 2
: 1043 | 3.04286 4.01241 0.0201511 0.001778 43541.9 3
: 1044 Minimum Test error found - save the configuration
: 1044 | 2.98007 3.26684 0.0202183 0.00183505 43517.8 0
: 1045 | 2.81544 3.34893 0.0202509 0.00184585 43466.4 1
: 1046 | 3.14569 3.48372 0.0201693 0.00177904 43501.2 2
: 1047 Minimum Test error found - save the configuration
: 1047 | 2.9573 3.25385 0.0202188 0.00183816 43524.1 0
: 1048 Minimum Test error found - save the configuration
: 1048 | 2.7805 3.1676 0.0202187 0.00182521 43493.7 0
: 1049 | 2.7378 3.99568 0.0201532 0.00177082 43519.8 1
: 1050 | 3.00951 3.6452 0.0201798 0.00176831 43451.2 2
: 1051 | 2.84731 3.63629 0.0201933 0.00176939 43421.7 3
: 1052 | 2.77576 3.17978 0.020343 0.00180904 43163.9 4
: 1053 | 2.81003 3.17055 0.0202684 0.00177862 43267.3 5
: 1054 | 3.0285 3.77567 0.0204277 0.00181679 42985.6 6
: 1055 | 3.06266 3.34615 0.0202364 0.00177404 43331.4 7
: 1056 | 2.94888 3.37441 0.0202114 0.00178723 43421.3 8
: 1057 Minimum Test error found - save the configuration
: 1057 | 3.0418 3.11561 0.0202224 0.0018342 43506.1 0
: 1058 Minimum Test error found - save the configuration
: 1058 | 2.69818 3.10182 0.0204377 0.00183659 43008.1 0
: 1059 | 2.72983 3.28123 0.0201582 0.00177791 43524.9 1
: 1060 | 2.70792 3.16796 0.0202062 0.00178124 43419.3 2
: 1061 | 2.75672 3.72457 0.0201563 0.00177624 43525.5 3
: 1062 Minimum Test error found - save the configuration
: 1062 | 2.79899 3.04465 0.0204482 0.00187186 43065.5 0
: 1063 | 2.79823 3.06456 0.0205853 0.00180678 42601.9 1
: 1064 | 2.85459 3.17598 0.0206197 0.00181241 42536.7 2
: 1065 | 2.92046 3.87197 0.0206422 0.00180653 42472.5 3
: 1066 | 3.00804 3.14834 0.0206645 0.00180765 42424.8 4
: 1067 | 3.00176 3.12938 0.0204542 0.00181338 42916.5 5
: 1068 Minimum Test error found - save the configuration
: 1068 | 2.7999 3.00379 0.0204952 0.00183963 42882.7 0
: 1069 Minimum Test error found - save the configuration
: 1069 | 2.72895 2.85187 0.0202505 0.00187238 43529.9 0
: 1070 | 2.70168 2.9182 0.0202497 0.00177272 43297.1 1
: 1071 | 2.70121 3.03618 0.0202007 0.00177214 43411 2
: 1072 | 2.86964 2.85478 0.0201848 0.00176661 43435.4 3
: 1073 | 2.58938 3.15627 0.0201738 0.00177206 43474.3 4
: 1074 | 2.71425 3.76089 0.0204055 0.00177329 42936.5 5
: 1075 Minimum Test error found - save the configuration
: 1075 | 2.94225 2.78552 0.0202662 0.00183328 43400.5 0
: 1076 | 3.10053 3.36091 0.0201621 0.00177213 43502 1
: 1077 | 3.03152 2.82537 0.0202263 0.00177494 43357.3 2
: 1078 | 2.93277 3.28121 0.0205891 0.00182461 42633.8 3
: 1079 Minimum Test error found - save the configuration
: 1079 | 2.64125 2.75664 0.0208361 0.00220394 42936.4 0
: 1080 | 2.60185 2.96227 0.0202872 0.00183416 43353.3 1
: 1081 | 2.78557 3.11833 0.0205144 0.00177266 42685.5 2
: 1082 | 2.72602 2.76538 0.0202846 0.00176408 43195.3 3
: 1083 | 2.90445 2.84891 0.0201602 0.00176974 43500.8 4
: 1084 Minimum Test error found - save the configuration
: 1084 | 2.52752 2.62002 0.0212457 0.00190188 41356.8 0
: 1085 | 2.56227 2.75128 0.0204785 0.00177505 42772.9 1
: 1086 | 2.6574 2.89558 0.0202748 0.00183419 43382.5 2
: 1087 | 2.82494 2.79163 0.0201926 0.00177835 43444.7 3
: 1088 | 2.60907 2.88632 0.0202656 0.00183595 43408.4 4
: 1089 Minimum Test error found - save the configuration
: 1089 | 2.59756 2.58945 0.0203367 0.00184057 43252.2 0
: 1090 | 2.51643 2.96303 0.0201828 0.00177833 43467.6 1
: 1091 | 2.82019 2.7601 0.0209428 0.00178559 41759.8 2
: 1092 | 2.48699 3.15272 0.0201897 0.0017793 43453.8 3
: 1093 | 2.88974 2.64368 0.0202771 0.0017722 43231.9 4
: 1094 | 2.4713 3.12067 0.0202351 0.00176303 43308.6 5
: 1095 | 2.59823 2.78707 0.0201775 0.00176945 43459.3 6
: 1096 | 2.85765 2.91241 0.0202408 0.00179514 43370.7 7
: 1097 | 2.97626 3.26328 0.0202092 0.00178064 43410.8 8
: 1098 | 2.82774 2.98221 0.0201819 0.00177837 43470 9
: 1099 | 2.66214 2.7657 0.0202547 0.00178119 43305.3 10
: 1100 | 2.80384 2.87776 0.0201791 0.00177906 43478.2 11
: 1101 | 3.14565 2.70296 0.0202489 0.0018361 43448 12
: 1102 | 2.82619 2.93328 0.020286 0.00178342 43237.2 13
: 1103 | 2.42579 2.87676 0.0201491 0.00177035 43528.6 14
: 1104 Minimum Test error found - save the configuration
: 1104 | 2.45499 2.52145 0.0202674 0.0018545 43447.8 0
: 1105 | 2.52142 2.69014 0.0202277 0.00178987 43389 1
: 1106 | 2.5568 2.56259 0.0201909 0.00176997 43428.9 2
: 1107 | 2.57278 3.07894 0.0201883 0.00176421 43421.5 3
: 1108 | 2.48579 2.62561 0.0202062 0.00178767 43434.6 4
: 1109 | 2.56374 2.87205 0.0202599 0.00177214 43271.8 5
: 1110 | 2.6497 2.58761 0.0201874 0.00177236 43442.7 6
: 1111 | 2.4397 2.81426 0.0202299 0.001774 43346.6 7
: 1112 | 2.65162 2.75795 0.0202593 0.00177126 43271.2 8
: 1113 | 2.82117 2.80489 0.0201711 0.00177486 43487.2 9
: 1114 | 3.04732 3.07765 0.0202728 0.0017896 43282.5 10
: 1115 | 3.51402 3.78347 0.0202183 0.00177127 43367.4 11
: 1116 | 2.92272 2.80866 0.0202019 0.00177535 43415.7 12
: 1117 | 2.5853 2.57724 0.0202441 0.00177874 43324.3 13
: 1118 | 2.63104 2.82927 0.0201916 0.00178731 43468 14
: 1119 Minimum Test error found - save the configuration
: 1119 | 2.66304 2.51196 0.0202946 0.00185443 43383.6 0
: 1120 Minimum Test error found - save the configuration
: 1120 | 2.34344 2.48879 0.0203483 0.00184624 43238.5 0
: 1121 | 2.30809 2.63727 0.0202515 0.00177302 43293.6 1
: 1122 | 2.42879 2.9434 0.0202284 0.00177199 43345.3 2
: 1123 | 2.61576 2.77728 0.020226 0.00176608 43337.2 3
: 1124 | 2.52214 2.70628 0.0202048 0.00178115 43422.4 4
: 1125 | 2.46518 2.6399 0.0202504 0.00177207 43293.9 5
: 1126 | 2.37174 2.55512 0.0202005 0.00177026 43406.9 6
: 1127 Minimum Test error found - save the configuration
: 1127 | 2.47719 2.3878 0.0202575 0.00183424 43423.4 0
: 1128 | 2.34461 2.98176 0.0202203 0.00178551 43396.1 1
: 1129 Minimum Test error found - save the configuration
: 1129 | 2.32644 2.34136 0.020345 0.00184118 43234.4 0
: 1130 Minimum Test error found - save the configuration
: 1130 | 2.22162 2.2473 0.0202237 0.00183177 43497.4 0
: 1131 | 2.24273 2.62386 0.0201761 0.00177069 43465.5 1
: 1132 | 2.35927 2.28348 0.020256 0.00177717 43292.8 2
: 1133 | 2.37688 2.86617 0.0201929 0.00177722 43441.3 3
: 1134 | 2.62828 2.33128 0.0201726 0.00177801 43490.9 4
: 1135 | 2.38171 2.28133 0.0202 0.00177024 43408.1 5
: 1136 | 2.34225 2.48579 0.020174 0.00177917 43490.5 6
: 1137 | 2.6807 3.16842 0.0202094 0.00177842 43405.1 7
: 1138 Minimum Test error found - save the configuration
: 1138 | 2.53386 2.23385 0.0202824 0.0018635 43433.8 0
: 1139 | 2.22888 2.41148 0.0201981 0.00176407 43398.1 1
: 1140 | 2.20971 2.53727 0.0201819 0.00176472 43437.6 2
: 1141 | 2.22819 2.55918 0.0201647 0.00177213 43495.9 3
: 1142 | 2.51955 3.00153 0.0201666 0.0017721 43491.2 4
: 1143 | 3.01713 3.42519 0.0202125 0.0017713 43381.2 5
: 1144 | 2.85238 2.5316 0.02021 0.00176477 43371.6 6
: 1145 | 2.68753 2.99716 0.0201623 0.00176646 43488.1 7
: 1146 | 2.46004 2.97049 0.0201723 0.00177259 43478.8 8
: 1147 | 2.3675 2.58872 0.0201669 0.00177323 43493.3 9
: 1148 | 2.58862 2.34031 0.020217 0.00178838 43410.7 10
: 1149 | 2.26666 3.1616 0.0202152 0.00178475 43406.4 11
: 1150 | 2.31116 2.81215 0.0202482 0.00177956 43316.6 12
: 1151 Minimum Test error found - save the configuration
: 1151 | 2.44354 2.19319 0.0202365 0.00184878 43507.4 0
: 1152 | 2.24937 2.60041 0.0201905 0.00178094 43455.7 1
: 1153 | 2.38952 2.56696 0.0201721 0.00178236 43502.5 2
: 1154 | 2.23271 2.34108 0.0201775 0.00177094 43462.8 3
: 1155 | 2.5365 3.01957 0.0201819 0.00177987 43473.5 4
: 1156 Minimum Test error found - save the configuration
: 1156 | 2.33369 2.17271 0.0202551 0.00186251 43495.7 0
: 1157 | 2.51933 3.45662 0.0201782 0.00177277 43465.4 1
: 1158 | 2.51591 3.09424 0.0202025 0.001766 43392.1 2
: 1159 | 2.33275 2.57765 0.0201761 0.00176998 43463.9 3
: 1160 Minimum Test error found - save the configuration
: 1160 | 2.19189 2.15144 0.0202563 0.00183357 43424.5 0
: 1161 | 2.16121 2.58831 0.0201991 0.00177336 43417.6 1
: 1162 | 2.26684 2.474 0.0201764 0.00177253 43469 2
: 1163 | 2.27457 2.15781 0.0201853 0.00176742 43436.1 3
: 1164 | 2.32753 2.27222 0.0201886 0.00177377 43443.1 4
: 1165 | 2.12572 2.24851 0.0202198 0.00177448 43371.5 5
: 1166 | 2.03861 2.95635 0.0201693 0.00177227 43485.3 6
: 1167 | 2.28248 2.16684 0.0201878 0.00178058 43461.2 7
: 1168 Minimum Test error found - save the configuration
: 1168 | 2.15863 2.08194 0.0206893 0.00188089 42534.2 0
: 1169 | 2.11568 2.84863 0.0202198 0.00178207 43389.4 1
: 1170 | 2.16532 2.33875 0.0201956 0.00177395 43427.1 2
: 1171 | 2.32862 2.83479 0.0202118 0.00177965 43402.3 3
: 1172 | 2.37497 2.66039 0.0202305 0.00177593 43349.7 4
: 1173 | 2.30484 2.47186 0.0202487 0.00177228 43298.5 5
: 1174 Minimum Test error found - save the configuration
: 1174 | 2.1098 2.02076 0.0202452 0.00183057 43443.7 0
: 1175 | 2.07552 2.41245 0.0202088 0.00177472 43397.8 1
: 1176 | 2.09169 2.37894 0.0201664 0.00177549 43499.9 2
: 1177 | 2.4729 2.69388 0.0201873 0.00178735 43478.5 3
: 1178 | 2.31455 2.24119 0.0202075 0.00177248 43395.8 4
: 1179 | 2.13611 2.50879 0.0201772 0.00176594 43451.6 5
: 1180 | 2.17961 2.4478 0.0201846 0.00177703 43460.3 6
: 1181 | 2.3435 3.31505 0.020177 0.00177367 43470.3 7
: 1182 | 2.71478 2.41349 0.0201919 0.0017761 43441 8
: 1183 | 2.46307 2.31669 0.0202633 0.00177762 43276.7 9
: 1184 | 2.24745 2.49205 0.0201985 0.00178078 43436.3 10
: 1185 | 2.19538 2.57945 0.020165 0.00177931 43512.2 11
: 1186 | 2.22127 3.02365 0.0201837 0.00177971 43468.8 12
: 1187 | 2.2776 2.17369 0.0202007 0.00178128 43432.4 13
: 1188 | 1.99415 2.31129 0.0202035 0.00177466 43410.1 14
: 1189 | 2.2452 2.16642 0.0201907 0.00177776 43447.7 15
: 1190 | 2.30063 2.99718 0.0202045 0.00178066 43421.9 16
: 1191 | 2.31065 2.19681 0.0201766 0.00177437 43473 17
: 1192 | 2.07548 2.47586 0.0202328 0.00177367 43339.1 18
: 1193 | 2.04013 2.52296 0.0201919 0.00176653 43418.4 19
: 1194 | 2.28607 2.57293 0.0201804 0.00177287 43460.5 20
: 1195 | 2.23133 2.60328 0.0201748 0.00177351 43475.3 21
:
: Elapsed time for training with 1000 events: 24.3 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: 0.0393 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: 1.59 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.351 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= 3.79527e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.37466e+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: 0.0682 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: 0.0974 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: 0.00634 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: 0.232 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: 2.1 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: 0.0451 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00808 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: 0.098 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.015 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: 0.0079 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00279 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: 0.233 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0291 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: 2.09 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.238 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 : 0.172 0.196 1.53 1.21 | 3.283 3.293
: 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 : 0.187 0.243 1.41 1.09 | 3.291 3.311
: 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:407
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.