As input data is used a toy-MC sample consisting of four Gaussian-distributed and linearly correlated input variables.
The methods to be used can be switched on and off by means of booleans, or via the prompt command, for example:
(note that the backslashes are mandatory) If no method given, a default set is used.
The output file "TMVAReg.root" can be analysed with the use of dedicated macros (simply say: root -l <macro.C>), which can be conveniently invoked through a GUI that will appear at the end of the run of this macro.
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/tmva/data/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 -0.032
: var2: -0.032 +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: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.634 sec
: Elapsed time for training with 1000 events: 0.641 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00523 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: 0.00129 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00761 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: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000379 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000597 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: 0.012251 1.0267 [ -3.3737 5.7307 ]
: var2: 0.011005 1.0329 [ -4.3447 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012251 1.0267 [ -3.3737 5.7307 ]
: var2: 0.011005 1.0329 [ -4.3447 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** 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 = 31563.1
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33104.8 31152.6 0.00810597 0.000903358 111071 0
: 2 Minimum Test error found - save the configuration
: 2 | 32565.5 30536.2 0.00827416 0.000913991 108693 0
: 3 Minimum Test error found - save the configuration
: 3 | 31814.1 29804 0.00862643 0.000944974 104147 0
: 4 Minimum Test error found - save the configuration
: 4 | 30993.6 29126.8 0.00880344 0.000946063 101815 0
: 5 Minimum Test error found - save the configuration
: 5 | 30207.3 28351.8 0.00881425 0.000946311 101679 0
: 6 Minimum Test error found - save the configuration
: 6 | 29324.9 27404.4 0.00874631 0.000932558 102384 0
: 7 Minimum Test error found - save the configuration
: 7 | 28597.9 26780.2 0.0090829 0.00100234 99003.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28140.2 26409.6 0.00855147 0.000915325 104765 0
: 9 Minimum Test error found - save the configuration
: 9 | 27785.6 26089.3 0.00849621 0.00091097 105468 0
: 10 Minimum Test error found - save the configuration
: 10 | 27462.9 25795.1 0.00849882 0.000912087 105447 0
: 11 Minimum Test error found - save the configuration
: 11 | 27163.5 25514 0.00851465 0.000915364 105273 0
: 12 Minimum Test error found - save the configuration
: 12 | 26875 25246.2 0.00851426 0.000912938 105245 0
: 13 Minimum Test error found - save the configuration
: 13 | 26599.6 24986.1 0.00850747 0.000913273 105344 0
: 14 Minimum Test error found - save the configuration
: 14 | 26333.1 24732.2 0.00852908 0.000906537 104952 0
: 15 Minimum Test error found - save the configuration
: 15 | 26073.1 24484.4 0.00853264 0.000917492 105054 0
: 16 Minimum Test error found - save the configuration
: 16 | 25815.9 24246.8 0.00857642 0.0009184 104466 0
: 17 Minimum Test error found - save the configuration
: 17 | 25571.6 24007.9 0.00852847 0.000908677 104990 0
: 18 Minimum Test error found - save the configuration
: 18 | 25325.6 23777.1 0.00854626 0.000916082 104847 0
: 19 Minimum Test error found - save the configuration
: 19 | 25084.1 23553.3 0.00854935 0.000915783 104800 0
: 20 Minimum Test error found - save the configuration
: 20 | 24849.7 23331.9 0.00855453 0.000917094 104747 0
: 21 Minimum Test error found - save the configuration
: 21 | 24620.4 23110.3 0.00855783 0.000917393 104706 0
: 22 Minimum Test error found - save the configuration
: 22 | 24391.4 22893.7 0.00856493 0.000918009 104617 0
: 23 Minimum Test error found - save the configuration
: 23 | 24165.4 22681.8 0.00858843 0.000919638 104319 0
: 24 Minimum Test error found - save the configuration
: 24 | 23944.4 22471.9 0.00857737 0.000913182 104382 0
: 25 Minimum Test error found - save the configuration
: 25 | 23726.6 22263.8 0.00859222 0.000920968 104285 0
: 26 Minimum Test error found - save the configuration
: 26 | 23509.2 22060.8 0.00860477 0.000920552 104110 0
: 27 Minimum Test error found - save the configuration
: 27 | 23296.8 21859.4 0.00861408 0.000924367 104035 0
: 28 Minimum Test error found - save the configuration
: 28 | 23087.2 21659.4 0.00860426 0.000921313 104127 0
: 29 Minimum Test error found - save the configuration
: 29 | 22878.2 21463.3 0.00860873 0.000923422 104095 0
: 30 Minimum Test error found - save the configuration
: 30 | 22672.6 21269.8 0.00861368 0.000922879 104020 0
: 31 Minimum Test error found - save the configuration
: 31 | 22471.8 21075.2 0.00861993 0.000913564 103810 0
: 32 Minimum Test error found - save the configuration
: 32 | 22268.2 20887.2 0.00892927 0.000931947 100034 0
: 33 Minimum Test error found - save the configuration
: 33 | 22069.5 20701.4 0.00863511 0.000917246 103656 0
: 34 Minimum Test error found - save the configuration
: 34 | 21875.7 20513.5 0.00863548 0.000926708 103778 0
: 35 Minimum Test error found - save the configuration
: 35 | 21680.6 20329.1 0.00862969 0.000923938 103819 0
: 36 Minimum Test error found - save the configuration
: 36 | 21488.8 20146.2 0.00862706 0.000924778 103865 0
: 37 Minimum Test error found - save the configuration
: 37 | 21297.5 19966 0.00865379 0.000927528 103543 0
: 38 Minimum Test error found - save the configuration
: 38 | 21106.1 19789.7 0.00865811 0.000928142 103493 0
: 39 Minimum Test error found - save the configuration
: 39 | 20919.9 19612.2 0.00870092 0.000934223 103004 0
: 40 Minimum Test error found - save the configuration
: 40 | 20735.7 19435.4 0.00872065 0.000934638 102748 0
: 41 Minimum Test error found - save the configuration
: 41 | 20549.7 19264 0.00869706 0.000923363 102911 0
: 42 Minimum Test error found - save the configuration
: 42 | 20369.5 19091.5 0.0087301 0.000933893 102614 0
: 43 Minimum Test error found - save the configuration
: 43 | 20187.7 18923.5 0.00872086 0.000933106 102725 0
: 44 Minimum Test error found - save the configuration
: 44 | 20010.4 18757.7 0.00874232 0.000933105 102443 0
: 45 Minimum Test error found - save the configuration
: 45 | 19835 18590.7 0.0087185 0.000934983 102781 0
: 46 Minimum Test error found - save the configuration
: 46 | 19659.1 18424.1 0.00874711 0.000934202 102395 0
: 47 Minimum Test error found - save the configuration
: 47 | 19488.3 18261.8 0.00874819 0.000945129 102524 0
: 48 Minimum Test error found - save the configuration
: 48 | 19318 18096.7 0.00877757 0.000939546 102066 0
: 49 Minimum Test error found - save the configuration
: 49 | 19143.7 17939.4 0.00879508 0.000941192 101860 0
: 50 Minimum Test error found - save the configuration
: 50 | 18977 17778.6 0.00877073 0.000940655 102170 0
: 51 Minimum Test error found - save the configuration
: 51 | 18811.7 17617.4 0.00877981 0.000934148 101967 0
: 52 Minimum Test error found - save the configuration
: 52 | 18642.8 17461.4 0.00878124 0.000943364 102068 0
: 53 Minimum Test error found - save the configuration
: 53 | 18478.5 17306.1 0.00880291 0.000943995 101795 0
: 54 Minimum Test error found - save the configuration
: 54 | 18315.1 17146.9 0.00881238 0.000948936 101737 0
: 55 Minimum Test error found - save the configuration
: 55 | 18154.7 16994.1 0.00912083 0.000958092 98006.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 17990.7 16845.9 0.00885732 0.000951977 101197 0
: 57 Minimum Test error found - save the configuration
: 57 | 17832.6 16689.8 0.00884998 0.000950655 101275 0
: 58 Minimum Test error found - save the configuration
: 58 | 17673.1 16539.3 0.00886848 0.000952466 101061 0
: 59 Minimum Test error found - save the configuration
: 59 | 17515.4 16389 0.00887762 0.00095304 100952 0
: 60 Minimum Test error found - save the configuration
: 60 | 17359.2 16240 0.00886746 0.000955646 101115 0
: 61 Minimum Test error found - save the configuration
: 61 | 17205.5 16093.8 0.00887399 0.000954077 101011 0
: 62 Minimum Test error found - save the configuration
: 62 | 17048.9 15945.7 0.0088867 0.000955273 100865 0
: 63 Minimum Test error found - save the configuration
: 63 | 16896.7 15800.1 0.00889803 0.000955578 100725 0
: 64 Minimum Test error found - save the configuration
: 64 | 16744.4 15656.7 0.0088937 0.000955473 100778 0
: 65 Minimum Test error found - save the configuration
: 65 | 16593.8 15515.4 0.00890919 0.000956063 100589 0
: 66 Minimum Test error found - save the configuration
: 66 | 16447.3 15370.9 0.00889787 0.000949885 100654 0
: 67 Minimum Test error found - save the configuration
: 67 | 16296.2 15233.6 0.00894645 0.000967024 100258 0
: 68 Minimum Test error found - save the configuration
: 68 | 16151.3 15093.8 0.00892817 0.000959006 100387 0
: 69 Minimum Test error found - save the configuration
: 69 | 16004.1 14958.6 0.00892329 0.000957974 100435 0
: 70 Minimum Test error found - save the configuration
: 70 | 15862 14822.8 0.00892336 0.000957623 100430 0
: 71 Minimum Test error found - save the configuration
: 71 | 15720.2 14686.4 0.00892522 0.000956903 100398 0
: 72 Minimum Test error found - save the configuration
: 72 | 15579 14551.8 0.00891536 0.000951233 100450 0
: 73 Minimum Test error found - save the configuration
: 73 | 15439.4 14418.8 0.00892775 0.00096132 100421 0
: 74 Minimum Test error found - save the configuration
: 74 | 15299.1 14288.7 0.00893381 0.000960229 100331 0
: 75 Minimum Test error found - save the configuration
: 75 | 15162.5 14159.1 0.0089416 0.0009609 100242 0
: 76 Minimum Test error found - save the configuration
: 76 | 15026.6 14030.7 0.00894664 0.000959407 100160 0
: 77 Minimum Test error found - save the configuration
: 77 | 14891.3 13904.4 0.00893866 0.00096057 100275 0
: 78 Minimum Test error found - save the configuration
: 78 | 14757.7 13779.2 0.00894413 0.000959992 100199 0
: 79 Minimum Test error found - save the configuration
: 79 | 14626.5 13653.5 0.00925098 0.00096715 96573.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14494.7 13529.5 0.0089542 0.000961431 100091 0
: 81 Minimum Test error found - save the configuration
: 81 | 14365.9 13405.6 0.00895123 0.000963261 100151 0
: 82 Minimum Test error found - save the configuration
: 82 | 14235.7 13284.3 0.00894818 0.000962597 100181 0
: 83 Minimum Test error found - save the configuration
: 83 | 14108.3 13164.2 0.00895565 0.000962982 100092 0
: 84 Minimum Test error found - save the configuration
: 84 | 13984.9 13040.8 0.00894998 0.000962323 100155 0
: 85 Minimum Test error found - save the configuration
: 85 | 13854.2 12926.1 0.00898534 0.000965627 99754.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13730.6 12811.5 0.00895705 0.00096305 100075 0
: 87 Minimum Test error found - save the configuration
: 87 | 13610.9 12692.8 0.00895983 0.000961374 100019 0
: 88 Minimum Test error found - save the configuration
: 88 | 13485.1 12580.7 0.00896452 0.0009643 99997.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 13367.1 12465.4 0.00896354 0.000963953 100005 0
: 90 Minimum Test error found - save the configuration
: 90 | 13246.5 12351.3 0.00895277 0.000962062 100116 0
: 91 Minimum Test error found - save the configuration
: 91 | 13126.7 12239.9 0.00897638 0.000963758 99842.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 13009.1 12129.1 0.00896645 0.00096319 99959.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 12892.8 12018.4 0.00895732 0.000963477 100077 0
: 94 Minimum Test error found - save the configuration
: 94 | 12775.6 11910.8 0.00896575 0.000964466 99984 0
: 95 Minimum Test error found - save the configuration
: 95 | 12663.5 11800.1 0.00895188 0.000962957 100139 0
: 96 Minimum Test error found - save the configuration
: 96 | 12547.1 11694.3 0.00897006 0.000961789 99896.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12434.8 11588.7 0.00896658 0.000965855 99990.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12322.4 11485.4 0.00896248 0.000966122 100046 0
: 99 Minimum Test error found - save the configuration
: 99 | 12213.9 11378.9 0.00895885 0.000953608 99934.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12102.6 11275.7 0.00895968 0.000952762 99913.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 11993.5 11173.6 0.00896589 0.000962186 99953.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11885.2 11073.1 0.00927662 0.000972426 96336.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11777.4 10974.6 0.00896139 0.000965467 100051 0
: 104 Minimum Test error found - save the configuration
: 104 | 11674.6 10871.9 0.00896689 0.00096494 99975.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11566 10775.3 0.00896966 0.000970645 100012 0
: 106 Minimum Test error found - save the configuration
: 106 | 11463.2 10677.2 0.00897578 0.000964653 99861.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11361.3 10578.2 0.00897401 0.000964663 99883.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11256.2 10483.8 0.00897141 0.000963747 99904.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11156.1 10388 0.00896271 0.00096376 100013 0
: 110 Minimum Test error found - save the configuration
: 110 | 11054.9 10294 0.00896362 0.000964839 100015 0
: 111 Minimum Test error found - save the configuration
: 111 | 10955 10200.4 0.00898439 0.000967282 99786.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 10856.5 10107.1 0.00897576 0.000962312 99832.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10757.8 10015.5 0.00896568 0.000965907 100003 0
: 114 Minimum Test error found - save the configuration
: 114 | 10661.5 9923.35 0.00897537 0.000965966 99882.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10564.3 9833.36 0.00898346 0.000979635 99952.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10468.1 9744.96 0.00899266 0.000966232 99670.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10374.3 9656.13 0.00896772 0.000964575 99960.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10282.6 9564.74 0.00898631 0.000966771 99756.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10186.1 9479.49 0.00898895 0.000965663 99709.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10093.7 9394.96 0.00896836 0.00095436 99825.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10004.1 9308.31 0.00897702 0.00095551 99731.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9914.02 9221.66 0.00899826 0.000969224 99638.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9822.2 9138.57 0.00898166 0.000966952 99816.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9732.71 9057 0.00898054 0.000967243 99834 0
: 125 Minimum Test error found - save the configuration
: 125 | 9647.96 8970.83 0.00927554 0.000972216 96346.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9557.85 8889.36 0.00899041 0.000968126 99722.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9470.99 8808.56 0.00897731 0.000965062 99847.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9385.11 8728.08 0.00898737 0.000974214 99835.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9299.4 8649.24 0.00898601 0.000967098 99764.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9215.4 8570.36 0.00899108 0.000966028 99687.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9131.84 8491.74 0.00898589 0.000969584 99796.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9048.32 8414.66 0.00898152 0.000967694 99827.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 8966.15 8337.9 0.00898942 0.000967793 99730.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8885.87 8259.9 0.00898848 0.000967405 99737.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8803.94 8184.27 0.00898633 0.000967404 99764 0
: 136 Minimum Test error found - save the configuration
: 136 | 8722.11 8112.05 0.00899353 0.000967999 99681.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8646.05 8035.22 0.00898653 0.000968021 99769.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8566.26 7961.02 0.00898729 0.000968207 99762 0
: 139 Minimum Test error found - save the configuration
: 139 | 8488.06 7887.41 0.00898639 0.0009669 99757 0
: 140 Minimum Test error found - save the configuration
: 140 | 8409.05 7816.95 0.0089978 0.000968703 99637.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8334.35 7744.33 0.00899561 0.000968082 99657.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8257.74 7673.23 0.00899115 0.000965789 99684 0
: 143 Minimum Test error found - save the configuration
: 143 | 8182.35 7603.08 0.00900553 0.000972123 99584.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8107.34 7533.85 0.00899684 0.000967244 99631.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8033.45 7464.83 0.0089952 0.000968573 99668.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 7960.79 7396.13 0.00900407 0.000967903 99550 0
: 147 Minimum Test error found - save the configuration
: 147 | 7887.87 7327.76 0.00900034 0.000966939 99584.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7815.39 7261.39 0.00931129 0.000982635 96054 0
: 149 Minimum Test error found - save the configuration
: 149 | 7743.66 7194.9 0.00899961 0.000968994 99618.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7674.22 7127.42 0.00899778 0.000968836 99639.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7603.63 7061.61 0.00900917 0.000970891 99523.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7533.3 6997.29 0.00901344 0.000970353 99464.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7464.6 6933.07 0.00899329 0.000968871 99695.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7397.07 6868.44 0.00899848 0.000968568 99627.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7329.75 6804.09 0.00900116 0.000968316 99591.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7261.23 6742.21 0.00900386 0.000969491 99572.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7195.86 6679.04 0.00899162 0.0009699 99729.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7127.63 6620.22 0.00901745 0.000970683 99418.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7064.59 6558.37 0.00900841 0.000969044 99510.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7000.07 6496.83 0.00901544 0.000970199 99437.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 6934.49 6437.85 0.00901068 0.000970989 99506.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6870.46 6380.29 0.00901492 0.00097003 99442.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6808.78 6321.05 0.00901031 0.000969627 99494.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6747.02 6260.76 0.00901297 0.000970908 99477 0
: 165 Minimum Test error found - save the configuration
: 165 | 6684.27 6202.55 0.00901945 0.000959854 99260.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6622.58 6145.3 0.009007 0.000959763 99413 0
: 167 Minimum Test error found - save the configuration
: 167 | 6561.35 6089.47 0.00901683 0.000973383 99459.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6501.46 6033.47 0.00901402 0.00096955 99447.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6442.1 5976.76 0.00901329 0.000972723 99495.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6382.92 5921.27 0.00900953 0.000972902 99544.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6323.92 5866.26 0.00932497 0.000978396 95847.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6265.42 5811.91 0.00903516 0.000972362 99221.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6208.4 5758.14 0.00901527 0.000971078 99450.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6150.81 5704.24 0.00902425 0.000971551 99345.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6094.26 5650.87 0.00901008 0.000971326 99518 0
: 176 Minimum Test error found - save the configuration
: 176 | 6037.72 5599.21 0.00911133 0.000979673 98380.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 5982.78 5546.38 0.00902198 0.000973268 99394.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 5927.43 5494.99 0.00900873 0.000969837 99516.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5872.5 5443.99 0.00902021 0.000971289 99392.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5818.8 5393.49 0.00901869 0.000971835 99417.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5764.68 5343.07 0.00902196 0.000971773 99376.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5712.01 5292.59 0.00900905 0.000969478 99507.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5659.12 5243.4 0.00902561 0.000970354 99314.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5606.72 5194.42 0.00903036 0.000973317 99292 0
: 185 Minimum Test error found - save the configuration
: 185 | 5555.14 5146.55 0.00901977 0.000959994 99258.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5504.04 5099.22 0.00900845 0.000960405 99403 0
: 187 Minimum Test error found - save the configuration
: 187 | 5453.24 5050.7 0.00902032 0.000973863 99422.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5403.3 5003.02 0.00902117 0.000970428 99369.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5351.91 4957.34 0.00902672 0.00097191 99319.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5304.04 4909.69 0.00901852 0.000971896 99420.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5255 4862.89 0.00903123 0.00097011 99241.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5204.82 4819.8 0.0090237 0.000970744 99342.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5157.97 4775.41 0.00901871 0.000971028 99407.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5110.31 4729.63 0.00933829 0.000969288 95590.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5063.02 4685.43 0.00903667 0.000974629 99230.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5016.63 4641.6 0.0090232 0.000971494 99357.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 4969.89 4598.6 0.00903339 0.000970835 99224.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4923.73 4556.11 0.00902452 0.000977175 99411.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4878.71 4513.64 0.00904515 0.000975002 99130.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4833.72 4471.62 0.0090324 0.000972716 99259.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4789.5 4429.47 0.00904534 0.000983362 99231.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4744.65 4388.14 0.00904241 0.000961417 98997.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4701.29 4346.74 0.00904819 0.000974941 99092.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4658.12 4306.09 0.00902559 0.000972477 99340.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4614.03 4267.02 0.00902417 0.00097309 99365.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4572.74 4226.44 0.00904145 0.0009736 99159 0
: 207 Minimum Test error found - save the configuration
: 207 | 4530.9 4186.46 0.00903386 0.000972516 99239.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4488.68 4149.28 0.00904307 0.000972518 99125.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4446.8 4109.63 0.0090278 0.000984964 99467.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4406.42 4070.78 0.00904389 0.000972128 99111 0
: 211 Minimum Test error found - save the configuration
: 211 | 4365.76 4033.05 0.009026 0.000972543 99336.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 4326.01 3995.04 0.00902364 0.000972599 99366.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4285.57 3957.66 0.00903859 0.000973254 99189.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4246.53 3920.9 0.00903566 0.000970149 99187.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4206.85 3885.62 0.00902399 0.000971389 99346.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4170.05 3848.74 0.00903087 0.000962865 99157.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4130.08 3812.1 0.0093437 0.000978596 95635.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4092.75 3776.45 0.00907342 0.000975417 98789.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4055.35 3740.79 0.0090257 0.000970745 99317.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4018.08 3706.19 0.00904371 0.000971595 99106.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 3980.89 3671.95 0.00903378 0.000972384 99238.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 3944.44 3637.87 0.00902674 0.00097265 99328.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3909.53 3602.89 0.00902603 0.000971535 99323.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3872.19 3569.88 0.00903889 0.000973005 99183.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3837.44 3536.67 0.00902596 0.000970783 99315 0
: 226 Minimum Test error found - save the configuration
: 226 | 3802.44 3504.06 0.00902385 0.000969543 99325.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3768.26 3470.69 0.00902972 0.000971825 99281.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3733.51 3438.06 0.00902997 0.000970054 99256.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3698.89 3406.6 0.00903278 0.000971692 99242.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3666.34 3373.62 0.00902077 0.000972392 99398.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3632.02 3342.51 0.00903984 0.000972958 99170.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3598.93 3311.44 0.0090638 0.000974178 98892.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3565.68 3282.32 0.00902812 0.000972759 99312.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3534.16 3251.45 0.00903903 0.00097135 99161.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3502.13 3219.72 0.00903618 0.000971718 99200.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3470.61 3189.22 0.00902817 0.000971514 99296.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3438.11 3161.12 0.0090348 0.000974619 99253.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3407.33 3130.35 0.00904465 0.000974631 99132.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3375.69 3101.87 0.00904669 0.000963409 98969.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3346.12 3072.23 0.00937822 0.000978157 95237.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3314.46 3044.35 0.00904149 0.000974113 99164.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3285.38 3015.41 0.00904334 0.000972531 99122.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3255.32 2986.84 0.00902237 0.000971816 99372 0
: 244 Minimum Test error found - save the configuration
: 244 | 3224.9 2959.99 0.00903177 0.000973009 99270.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3195.31 2933.6 0.00902448 0.000963534 99244 0
: 246 Minimum Test error found - save the configuration
: 246 | 3167.05 2906.35 0.00905603 0.000972755 98969.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3138.87 2878.62 0.0090309 0.000971923 99268.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3109.7 2851.81 0.00902634 0.000971841 99323.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3081.75 2824.95 0.00903929 0.000976162 99217.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3053.47 2799.1 0.00903629 0.000973793 99224.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 3026.27 2772.96 0.00903856 0.000969821 99148.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 2998.36 2747.31 0.00902836 0.000973487 99318.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 2970.72 2722.23 0.0090392 0.000962121 99045.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2944.51 2697.49 0.00905336 0.000973216 99008.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2918.12 2672.39 0.00902882 0.000972757 99304.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2891.17 2647.01 0.009032 0.000972532 99262.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2864.62 2622.63 0.00903683 0.000976132 99247 0
: 258 Minimum Test error found - save the configuration
: 258 | 2838.83 2598.71 0.00903593 0.000970631 99190.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2813.4 2574.17 0.00904382 0.000971096 99099.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2787.93 2550.31 0.00904011 0.00097263 99163.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2762.47 2526.99 0.00902429 0.000971797 99348.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2737.27 2503.65 0.00904566 0.000974479 99118.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2712.69 2480.38 0.0093435 0.000977243 95622.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2688.19 2457.21 0.00905185 0.0009737 99032.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2663.53 2435.05 0.00903544 0.000971275 99204.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2639.28 2413.24 0.0090256 0.000971411 99327.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2616.15 2390.78 0.00904006 0.000962135 99035.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2591.83 2368.72 0.0090598 0.000974737 98947.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 2569.38 2345.74 0.00903593 0.000971782 99204.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2544.88 2324.2 0.00903787 0.000978055 99257.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2521.83 2303.36 0.0090474 0.000972663 99074.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2499.58 2281.72 0.00903714 0.000972864 99203 0
: 273 Minimum Test error found - save the configuration
: 273 | 2476.47 2261.11 0.00904419 0.000970741 99090.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2454.77 2239.51 0.00903511 0.000972332 99221.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2431.44 2219.63 0.00903179 0.000972983 99270.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2409.8 2199.66 0.00904757 0.000974065 99089.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2388.37 2178.72 0.00903583 0.000971462 99201.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2365.68 2158.91 0.00903756 0.0009763 99240.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 2344.71 2138.87 0.00902809 0.000971459 99297 0
: 280 Minimum Test error found - save the configuration
: 280 | 2322.99 2119.6 0.0090518 0.00097272 99021.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2301.54 2100.84 0.00904199 0.000977247 99197.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2281.55 2081.28 0.00901194 0.000970873 99489.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2259.69 2062.28 0.00903591 0.000971675 99203.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2239.35 2043.25 0.00902977 0.000971019 99271 0
: 285 Minimum Test error found - save the configuration
: 285 | 2218.81 2024.34 0.00902459 0.000970472 99328.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2198.81 2005.95 0.00934213 0.000977676 95642.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2178.18 1987.4 0.00902931 0.0009712 99278.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2158.47 1968.57 0.00903376 0.000974371 99263.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2138.07 1950.78 0.00903852 0.000971755 99172.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2118.65 1933.11 0.00904315 0.000977599 99187.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2099.05 1915.23 0.00903659 0.000971061 99187.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2079.75 1898.12 0.00902897 0.000970872 99279 0
: 293 Minimum Test error found - save the configuration
: 293 | 2060.16 1880.69 0.00904632 0.000969395 99047.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2041.66 1863.18 0.00902536 0.000971748 99334.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2022.64 1845.87 0.00903315 0.000964618 99150.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2003.85 1828.72 0.00902761 0.000973224 99324.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 1984.66 1813.12 0.00904737 0.000971277 99057.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 1966.7 1796.37 0.00903393 0.000971671 99227.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1948.76 1779.45 0.00904172 0.000972632 99143.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1930.49 1762.58 0.00904139 0.000971086 99128.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1911.72 1747.6 0.00904374 0.000971243 99101.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1894.44 1731.49 0.00903259 0.000970533 99230.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1877.06 1715.21 0.00904559 0.000971903 99087.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1859.26 1699.91 0.00903399 0.000971039 99219.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1841.56 1684.56 0.00904 0.000971457 99150.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1824.49 1669.03 0.00903448 0.00097133 99216.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1807.48 1653.63 0.00904317 0.000970196 99096 0
: 308 Minimum Test error found - save the configuration
: 308 | 1790.83 1638.14 0.00903539 0.000972419 99219 0
: 309 Minimum Test error found - save the configuration
: 309 | 1773.46 1623.54 0.00935675 0.000978581 95486.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1757.04 1608.1 0.00904152 0.00097058 99121 0
: 311 Minimum Test error found - save the configuration
: 311 | 1739.96 1593.9 0.00905468 0.000977343 99042.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1723.71 1579.51 0.00907544 0.000974757 98757 0
: 313 Minimum Test error found - save the configuration
: 313 | 1707.71 1564.59 0.00903694 0.000971815 99192.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1691.95 1549.82 0.00903718 0.000970512 99173.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1674.96 1536.42 0.00906192 0.00097277 98897.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1659.63 1522.34 0.00904775 0.000971111 99051.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1643.79 1508.23 0.0090383 0.00096978 99150.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1628.05 1494.31 0.00903462 0.000971682 99219.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1612.95 1480.77 0.00902817 0.000971334 99294.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1597.33 1466.88 0.0090365 0.000971728 99196.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1582 1453.71 0.00902605 0.000970783 99313.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1566.89 1440.32 0.00904554 0.000977523 99156.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1552.31 1427.09 0.00904028 0.000971206 99143.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1537.11 1413.81 0.00903588 0.000971594 99202.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1522.67 1400.61 0.010369 0.00100187 85405.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1507.54 1388.4 0.00906794 0.000970774 98800 0
: 327 Minimum Test error found - save the configuration
: 327 | 1493.19 1375.7 0.00903181 0.000972199 99260.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1479.48 1362.46 0.00903123 0.00096266 99150.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1464.96 1350.26 0.00903772 0.000973524 99204 0
: 330 Minimum Test error found - save the configuration
: 330 | 1451.01 1337.51 0.00904126 0.000972048 99142.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1437.21 1324.74 0.00904691 0.000974068 99097.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1422.97 1312.78 0.0093437 0.000976177 95607.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1409.44 1300.62 0.00903926 0.000973023 99178.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1395.64 1288.83 0.0090563 0.000973356 98973.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1382.84 1276.35 0.0090218 0.000971693 99377.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1369.32 1264.46 0.00903654 0.000970284 99178.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1355.68 1253.52 0.00904951 0.000970931 99027.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1342.92 1241.67 0.00903302 0.000970142 99220.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1329.86 1230.37 0.00903029 0.000970976 99264 0
: 340 Minimum Test error found - save the configuration
: 340 | 1317.25 1218.39 0.00903599 0.000969797 99179.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1304.52 1206.83 0.00911816 0.00105044 99160.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1291.99 1195.59 0.00907556 0.000975562 98765.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1279.32 1185.77 0.00905723 0.000981104 99057.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1267.3 1173.63 0.00905588 0.000973223 98977.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1254.59 1162.84 0.00904034 0.000972058 99153.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1242.66 1151.88 0.00904011 0.000970622 99138.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1230.64 1141.05 0.0090482 0.00097066 99040.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1218.98 1130.05 0.00903117 0.000970577 99248.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1206.76 1119.9 0.00902523 0.000970989 99326.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1195.43 1108.87 0.00903945 0.000975404 99205.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1183.91 1098.36 0.0090411 0.000968275 99097.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1171.95 1088.49 0.00903802 0.000971568 99176.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1160.88 1078.15 0.00902275 0.000970553 99351.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1149.35 1068.28 0.00934392 0.00127104 99097.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1138.6 1058.19 0.00903418 0.000972383 99233.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1127.49 1048.01 0.00904247 0.000972927 99138.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1116.64 1037.57 0.00905014 0.000971487 99026.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1105.52 1027.93 0.00903901 0.000970939 99156.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1094.9 1017.92 0.00903405 0.000971388 99222.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1083.95 1008.06 0.00903139 0.000971635 99258.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1073.52 998.657 0.00904058 0.00097199 99150 0
: 362 Minimum Test error found - save the configuration
: 362 | 1063.01 989.36 0.00904218 0.000969915 99104.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1052.63 980.143 0.00903427 0.000970526 99209.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1042.08 971.36 0.00904755 0.000970593 99047.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1032.42 961.633 0.0090241 0.000962045 99230.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1022.15 952.397 0.00903643 0.000972601 99208.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1012.17 943.282 0.00903321 0.000970042 99216.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1002.12 934.432 0.00905387 0.000972293 98990.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 992.574 925.417 0.00904458 0.00097063 99084.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 982.749 915.993 0.00904246 0.000970841 99112.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 973.085 907.29 0.00903849 0.000976058 99225.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 963.247 899.618 0.00904956 0.000962071 98918.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 954.35 890.362 0.00905041 0.000972491 99035.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 944.727 881.175 0.00904547 0.000973537 99108.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 935.23 872.555 0.00904521 0.000971746 99090 0
: 376 Minimum Test error found - save the configuration
: 376 | 925.947 864.405 0.0090406 0.000972592 99157.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 916.97 855.899 0.00935407 0.00127173 98981.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 907.814 847.492 0.00907078 0.000981491 98896.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 898.845 839.219 0.00905658 0.000973116 98967.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 889.936 831.442 0.00905804 0.000971427 98928.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 881.344 823.191 0.00905331 0.000972894 99004.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 872.411 815.198 0.00905488 0.000971767 98971.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 864.018 807.216 0.0090548 0.000962549 98860 0
: 384 Minimum Test error found - save the configuration
: 384 | 855.229 799.6 0.00905434 0.000974065 99006.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 847.503 790.974 0.00903683 0.000974159 99222.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 838.056 783.318 0.00903672 0.000971867 99195.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 830.237 775.589 0.00906013 0.000970461 98891.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 821.695 768.093 0.00905153 0.000972042 99016.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 813.573 760.323 0.00904302 0.000971542 99114.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 805.38 753.104 0.00903677 0.000971133 99186.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 797.485 745.246 0.00904044 0.000971317 99143.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 789.395 738.047 0.00904812 0.000972611 99065 0
: 393 Minimum Test error found - save the configuration
: 393 | 781.191 730.993 0.00904682 0.00097099 99061.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 773.947 723.362 0.00906172 0.000973376 98907.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 766.017 716.432 0.00905124 0.000970324 98998.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 758.201 709.444 0.00903764 0.000971231 99176.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 750.941 701.922 0.00904943 0.000970944 99028.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 742.946 694.946 0.00905527 0.000972044 98970.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 735.491 688.231 0.00904782 0.000971895 99059.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 728.329 681.351 0.00936997 0.000983615 95393.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 720.901 674.109 0.00907137 0.000974244 98800.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 713.545 667.322 0.00904536 0.000972424 99096.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 706.283 660.511 0.00904882 0.000972639 99056.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 699.517 653.85 0.00903703 0.000973086 99207 0
: 405 Minimum Test error found - save the configuration
: 405 | 692.06 647.295 0.0090537 0.000964303 98894.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 685.101 640.427 0.00904644 0.000971963 99077.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 678.354 634.333 0.00904376 0.000972993 99123.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 671.759 626.948 0.0090452 0.000973317 99109.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 664.269 621.596 0.00903868 0.000972061 99174.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 657.804 615.245 0.00904433 0.000971 99091.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 651.071 608.625 0.0090463 0.0009721 99081 0
: 412 Minimum Test error found - save the configuration
: 412 | 644.47 601.797 0.00905939 0.000973095 98932.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 637.679 595.819 0.00904705 0.00097131 99062.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 631.203 589.721 0.00905317 0.000974009 99020.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 625.011 583.101 0.00906001 0.000972627 98919.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 618.101 578.139 0.00905636 0.00097277 98966 0
: 417 Minimum Test error found - save the configuration
: 417 | 612.206 571.646 0.00907224 0.000975744 98808.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 605.914 565.667 0.00904317 0.000972774 99127.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 599.654 559.853 0.00904383 0.000972966 99122 0
: 420 Minimum Test error found - save the configuration
: 420 | 593.506 553.528 0.0090483 0.000974043 99080.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 587.161 548.247 0.0090866 0.000974194 98614.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 581.28 542.962 0.00907127 0.00097076 98759.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 575.313 536.768 0.0093547 0.000978518 95508.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 569.535 530.801 0.00906835 0.000979002 98895.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 563.308 526.282 0.00905075 0.00097483 99059.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 557.793 519.83 0.00907091 0.000973293 98794.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 551.9 514.376 0.00906719 0.000972486 98830.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 545.962 509.304 0.00905182 0.000970877 98998.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 540.633 503.444 0.00906459 0.00097367 98876.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 534.975 498.007 0.00905393 0.000963771 98885.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 529.291 492.819 0.00906976 0.000972308 98796.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 523.637 487.882 0.00905295 0.000979919 99095.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 518.361 482.568 0.0090501 0.0009737 99054 0
: 434 Minimum Test error found - save the configuration
: 434 | 513.059 477.32 0.00906722 0.000972346 98827.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 507.545 472 0.00906665 0.000972571 98837.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 502.31 466.966 0.00907229 0.000972624 98769.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 496.933 462.874 0.00906823 0.000973272 98827 0
: 438 Minimum Test error found - save the configuration
: 438 | 492.144 457.373 0.00906375 0.000973875 98889 0
: 439 Minimum Test error found - save the configuration
: 439 | 486.806 452.305 0.00907474 0.000972358 98736.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 482.003 447.71 0.00906344 0.000973667 98890.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 477.313 443.178 0.00906399 0.000972565 98870.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 471.951 438.098 0.00907041 0.00097544 98826.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 467.317 432.917 0.00905271 0.000971833 98999.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 461.962 428.258 0.00904439 0.000971615 99098.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 457.189 423.4 0.00905512 0.000972173 98973.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 452.916 419.522 0.00937711 0.000980982 95282.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 447.727 414.469 0.00905683 0.000974629 98982.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 443.008 409.89 0.00903781 0.000973487 99202.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 438.125 405.787 0.009063 0.000973742 98896.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 433.554 401.071 0.00906522 0.000974488 98878.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 429.229 396.574 0.00906135 0.00097336 98912.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 424.516 392.634 0.0090611 0.000973567 98917.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 420.287 388.451 0.00905271 0.000972655 99009.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 416.056 383.631 0.00903763 0.00096321 99078.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 411.499 379.224 0.00904654 0.000971834 99074.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 407.294 375.146 0.00905781 0.000971189 98928.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 402.79 371.094 0.00903932 0.000971554 99160.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 398.374 366.89 0.00904494 0.000971034 99084.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 394.329 363.58 0.0090632 0.000971994 98872.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 390.305 359.177 0.00908113 0.000975269 98694 0
: 461 Minimum Test error found - save the configuration
: 461 | 386.043 354.873 0.00904051 0.000970777 99135.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 381.849 350.926 0.00904991 0.000972568 99042.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 377.842 347.091 0.00904871 0.000973084 99063.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 373.726 343.589 0.00904635 0.000970702 99063.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 369.824 339.126 0.00905545 0.000971199 98957.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 366.009 335.734 0.00904979 0.000971998 99037 0
: 467 Minimum Test error found - save the configuration
: 467 | 361.934 332.137 0.00904598 0.000973307 99099.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 358.248 328.097 0.00904302 0.000972124 99121.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 354.196 324.247 0.00934144 0.000975671 95627.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 350.602 320.284 0.00904624 0.000971186 99070.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 346.661 316.873 0.00905606 0.000972228 98963 0
: 472 Minimum Test error found - save the configuration
: 472 | 343.077 313.338 0.00905203 0.000973348 99026 0
: 473 Minimum Test error found - save the configuration
: 473 | 339.644 309.263 0.00911417 0.00103151 98977.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 335.555 306.29 0.00907312 0.000981239 98864.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 332.038 302.815 0.00905229 0.000971961 99005.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 328.771 299.046 0.0090527 0.000971225 98991.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 324.803 296.261 0.00905754 0.000973276 98957.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 321.657 292.33 0.00903963 0.000973189 99176.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 317.884 289.251 0.00905372 0.000973562 99008 0
: 480 Minimum Test error found - save the configuration
: 480 | 314.785 285.714 0.00903894 0.000963099 99060.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 311.21 282.926 0.0090378 0.000970157 99161.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.075 279.418 0.00905927 0.0009714 98913.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 304.503 276.834 0.00904505 0.000970898 99081.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.281 273.664 0.00904362 0.000971474 99106.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.056 270.527 0.00904224 0.000971535 99123.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 294.902 267.159 0.00903526 0.000971244 99206.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.476 264.312 0.00904285 0.000960764 98984.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.808 260.824 0.00905038 0.00097178 99027 0
: 489 Minimum Test error found - save the configuration
: 489 | 285.394 257.608 0.0090524 0.000971424 98998 0
: 490 Minimum Test error found - save the configuration
: 490 | 282.103 254.688 0.00902678 0.000969577 99290.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.207 251.939 0.0090429 0.000970791 99106.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.064 249.037 0.00935491 0.000983564 95564 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.176 246.519 0.00905939 0.000980283 99020.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.122 243.324 0.00903399 0.000972005 99231.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.266 240.719 0.00907263 0.000979321 98847.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.428 237.657 0.00905241 0.00097078 98990 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.438 234.832 0.00904379 0.000972519 99117 0
: 498 Minimum Test error found - save the configuration
: 498 | 258.504 232.739 0.00904384 0.000972519 99116.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 255.987 229.53 0.00903632 0.000961025 99067.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 252.9 226.909 0.00905797 0.00097041 98917.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.218 224.324 0.00905075 0.000971321 99016.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.783 221.369 0.00904061 0.000972423 99154.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 245.303 219.918 0.0090307 0.000969816 99244.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.165 216.498 0.00903401 0.000970977 99218.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.492 214.027 0.00903477 0.000970948 99208.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 236.839 211.127 0.00904147 0.000969647 99110.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.036 209.679 0.00911319 0.000980233 98365.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.111 207.176 0.00903865 0.000973191 99188.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.181 204.314 0.00903257 0.000963794 99147.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.589 201.988 0.0090595 0.000972404 98923 0
: 511 Minimum Test error found - save the configuration
: 511 | 223.984 200.067 0.00902759 0.000968585 99267.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.48 197.089 0.00903579 0.000969119 99173.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.149 194.974 0.00905088 0.000989801 99242.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 216.72 192.549 0.00905222 0.000979699 99101.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.381 190.077 0.00935163 0.000977228 95529.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 211.898 188.696 0.00905122 0.000972495 99025.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.682 185.861 0.0090501 0.000976509 99088.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.135 184.031 0.00904576 0.000972483 99092.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.022 181.612 0.0090507 0.000972012 99025.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.757 179.393 0.00903008 0.000971243 99269.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.449 177.23 0.00904818 0.000970495 99038.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.045 175.017 0.00904865 0.000974072 99076.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 195.905 172.952 0.00904454 0.000970148 99078.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.741 171.081 0.00903879 0.000972021 99172.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.604 168.978 0.00903663 0.00097048 99179.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.328 166.996 0.0090342 0.000970222 99206.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.343 165.241 0.00905152 0.000970888 99002.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.179 162.648 0.00905045 0.000975166 99067.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.066 160.713 0.00904848 0.000971149 99042.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 180.897 158.953 0.00906304 0.000974599 98906.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.764 157.351 0.00905704 0.000973116 98961.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 176.779 155.434 0.009036 0.000970913 99193 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.683 154.295 0.00905875 0.000971395 98919.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 172.751 151.481 0.00903749 0.000970654 99171.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 170.834 150.463 0.00903806 0.000970738 99165.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.295 149.395 0.00903052 0.000971486 99267.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.307 147.249 0.00903679 0.000970635 99179.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.288 145.482 0.0093515 0.000975686 95513.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.055 142.937 0.0090432 0.000972135 99119.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.313 141.703 0.00905048 0.000973777 99050.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.264 139.662 0.00906527 0.000973283 98863.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.301 138.237 0.00904618 0.000970541 99063.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.711 135.835 0.00902818 0.000970836 99288.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.705 135.315 0.00905254 0.000972051 99003.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.071 133.43 0.00904057 0.00096984 99123.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.19 131.766 0.00904925 0.000970628 99026.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.487 129.731 0.00903779 0.000972732 99193.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.92 128.501 0.00903534 0.0009712 99204.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.337 127.727 0.00903639 0.000972308 99205.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.19 127.234 0.00903837 0.000971746 99174.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.768 123.93 0.00903784 0.000971332 99175.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.03 123.021 0.00904241 0.000962211 99007.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.195 121.507 0.00903304 0.000969562 99212.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.811 119.396 0.00903314 0.000969232 99207.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 134.991 118.276 0.00903289 0.000972457 99250.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.344 117.263 0.00903941 0.000970414 99144.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.83 115.417 0.00903601 0.000971542 99200.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.333 114.209 0.00903607 0.000970284 99184.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.743 112.52 0.00904931 0.000972142 99044.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.213 111.471 0.00903705 0.000960362 99050.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.919 110.758 0.00935426 0.000977526 95502.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.084 109.04 0.00905204 0.000973281 99025.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.736 108.244 0.00906231 0.000973311 98899.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.474 107.084 0.00905366 0.000970674 98973.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.159 104.54 0.009038 0.000963371 99075.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.455 103.622 0.00903986 0.000972535 99165.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.074 103.034 0.00904718 0.0009709 99055.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.652 100.944 0.00904741 0.000970212 99044.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.144 99.3637 0.00902911 0.000970379 99271.2 0
: 570 | 113.036 100.753 0.00898858 0.000910975 99039.3 1
: 571 Minimum Test error found - save the configuration
: 571 | 111.754 97.6019 0.00903956 0.000969356 99130.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.175 95.886 0.00904486 0.000970018 99073.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.818 95.5027 0.00903133 0.000970319 99243.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.327 93.4788 0.00906126 0.00097265 98904.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.191 92.2664 0.0090448 0.000973557 99117.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.886 91.3968 0.00904072 0.000969716 99120.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.739 90.2166 0.00904546 0.000973051 99103 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.594 89.3068 0.00904207 0.000970597 99114.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.111 87.8744 0.00903493 0.000968609 99177.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.062 87.3123 0.00904122 0.000972164 99144.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.8419 85.8409 0.00903629 0.000970406 99183.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.6302 85.0301 0.0090452 0.000978825 99177.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.5221 83.4905 0.00921065 0.000981563 97216.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.2575 82.0625 0.00934309 0.000980203 95660.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.159 81.3688 0.00903443 0.000971909 99224.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.9586 80.4495 0.00904395 0.000971389 99101.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.9467 79.7713 0.00903891 0.000970272 99149.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.8883 78.6373 0.00904704 0.000971418 99063.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.7525 78.1549 0.0090413 0.000971309 99132.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.6245 76.1249 0.00904542 0.000971351 99082.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.5561 75.4841 0.00905026 0.000970199 99009.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.4666 74.9472 0.00905415 0.000973445 99001.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.1089 73.583 0.00904458 0.00097114 99090.4 0
: 594 | 84.6804 73.7736 0.0089925 0.000906061 98931 1
: 595 Minimum Test error found - save the configuration
: 595 | 83.737 71.8679 0.00906489 0.000970574 98834.7 0
: 596 | 82.4677 72.0269 0.00899299 0.000912531 99004.2 1
: 597 Minimum Test error found - save the configuration
: 597 | 81.6054 70.3207 0.00903525 0.000969932 99190.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.5875 69.1523 0.00903907 0.000970198 99146.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.6668 68.7977 0.00904031 0.000970801 99138.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.7623 67.4135 0.00904018 0.000969971 99130 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.8158 66.6828 0.00905147 0.00097136 99008.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.9677 66.4256 0.0090435 0.00097172 99110.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.8846 64.8821 0.00904062 0.000960958 99014 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.982 63.8967 0.00904762 0.000972961 99075.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.0118 63.5818 0.00903599 0.000970915 99193.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.3945 63.0256 0.00904794 0.000976954 99120.5 0
: 607 | 72.7742 63.0482 0.00928635 0.000915964 95575 1
: 608 Minimum Test error found - save the configuration
: 608 | 71.6539 61.5115 0.00904395 0.000973582 99128.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.7918 60.1769 0.00905583 0.000964193 98867.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.8555 59.8627 0.00905112 0.000973467 99038.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.0915 59.2369 0.0090416 0.00097027 99116.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.3686 57.0789 0.00904272 0.000971368 99116 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.3513 56.1079 0.00903797 0.000976825 99241.5 0
: 614 | 66.6073 56.2902 0.00901258 0.000916399 98812.1 1
: 615 Minimum Test error found - save the configuration
: 615 | 65.8702 55.3885 0.00903981 0.00097083 99145.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.1159 55.0477 0.00905014 0.00097228 99036.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.4824 54.2464 0.00907111 0.000973457 98794.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.4215 54.1103 0.00903291 0.000970596 99227.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.6482 52.431 0.0090322 0.000970239 99231.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.8652 51.4747 0.00903752 0.000970437 99168.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.1017 51.1145 0.00904007 0.000970372 99136.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.3185 50.982 0.00903713 0.000970144 99169.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.6172 49.6785 0.00905025 0.000971836 99029.4 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.9326 48.8792 0.00904767 0.000972237 99065.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.1745 48.2881 0.00905336 0.000971678 98989.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.4947 47.3792 0.00903751 0.000969632 99158.7 0
: 627 | 57.0092 47.4084 0.00898919 0.000912413 99049.4 1
: 628 | 56.1782 47.6765 0.00898752 0.000912482 99070.8 2
: 629 Minimum Test error found - save the configuration
: 629 | 55.5781 46.3302 0.00904102 0.000971251 99135.4 0
: 630 | 55.049 46.3398 0.00929997 0.000914302 95400.8 1
: 631 Minimum Test error found - save the configuration
: 631 | 54.4853 44.8178 0.00905751 0.000964092 98845.8 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.5902 44.316 0.0090642 0.000971683 98856.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.9789 44.0725 0.00904658 0.000971371 99068.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.4267 43.6474 0.00904937 0.000971302 99033.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.4289 42.9746 0.00904877 0.000972557 99056.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.9881 41.9555 0.0090517 0.00097152 99007.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.3124 41.2349 0.00905298 0.000972782 99007.5 0
: 638 | 49.6911 41.3401 0.00899873 0.000915074 98965.1 1
: 639 | 49.1278 41.7608 0.00899563 0.000914092 98991.1 2
: 640 Minimum Test error found - save the configuration
: 640 | 48.5338 39.7792 0.00904788 0.000972814 99070.4 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.9006 39.6351 0.00904778 0.00097316 99075.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.3371 38.6303 0.00904724 0.000971093 99057.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.825 38.6152 0.00911163 0.000976887 98343.6 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.2888 38.4037 0.00906698 0.000976567 98882.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.6456 37.455 0.00905104 0.000971352 99013.8 0
: 646 | 45.1161 37.8716 0.0089877 0.000912721 99071.4 1
: 647 Minimum Test error found - save the configuration
: 647 | 44.792 36.5537 0.00903971 0.000970979 99148.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.0488 36.2969 0.0090546 0.000970455 98959.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.4499 36.1151 0.00906456 0.000972505 98862.4 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.0364 35.9567 0.00906283 0.000972376 98881.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.5054 34.864 0.00903734 0.000970433 99170.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.1673 34.3687 0.00904497 0.000971748 99093 0
: 653 | 42.0677 34.7727 0.0092638 0.000913572 95805.7 1
: 654 Minimum Test error found - save the configuration
: 654 | 41.3001 33.368 0.00906377 0.000974675 98898.6 0
: 655 | 40.5703 33.5196 0.00900975 0.000905183 98709.8 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.2203 33.0329 0.00905324 0.000972194 98997.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.4516 32.9157 0.00906198 0.000988581 99090.9 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.0278 32.022 0.00904329 0.000970185 99094.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.5277 31.1787 0.00905166 0.000970947 99001.2 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.0969 30.9397 0.00905599 0.000972665 98969.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.5491 30.769 0.00905797 0.000978854 99020.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.2219 30.0611 0.00904474 0.000973239 99114.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.7678 29.7777 0.00904335 0.000972705 99124.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.3164 29.1148 0.00904655 0.000971512 99070.8 0
: 665 | 35.9571 29.9302 0.00899567 0.00091397 98989.1 1
: 666 | 35.5385 29.45 0.00898577 0.000912105 99087.6 2
: 667 Minimum Test error found - save the configuration
: 667 | 35.1702 28.1924 0.00903323 0.000970772 99225.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.7609 27.5662 0.00905393 0.00097275 98995.4 0
: 669 | 34.3155 27.6159 0.00898894 0.000912852 99057.8 1
: 670 Minimum Test error found - save the configuration
: 670 | 33.8131 27.1454 0.00906035 0.000973845 98930.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.3923 26.5618 0.00906019 0.000972504 98915.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.9708 25.817 0.00910654 0.000981119 98456.4 0
: 673 | 32.4409 26.1827 0.00900014 0.000905901 98835.7 1
: 674 | 31.9248 25.9953 0.00898572 0.000904548 98995.5 2
: 675 Minimum Test error found - save the configuration
: 675 | 31.6482 25.2393 0.0093421 0.00125098 98873.9 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.2558 24.9605 0.00906899 0.000963231 98695.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.9577 23.8808 0.00904703 0.000971191 99061 0
: 678 | 30.5148 24.6691 0.00898842 0.000913342 99070.3 1
: 679 | 30.1273 24.3131 0.00900366 0.000913769 98888.9 2
: 680 Minimum Test error found - save the configuration
: 680 | 29.6859 23.8153 0.00905179 0.000973039 99025.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.3971 23.2619 0.00905336 0.000973319 99009.4 0
: 682 | 29.0093 23.4002 0.0089952 0.00091437 98999.7 1
: 683 Minimum Test error found - save the configuration
: 683 | 28.5512 22.6518 0.00907384 0.000972764 98752.3 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.2101 22.5632 0.00905194 0.000973021 99023.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 27.883 21.8167 0.00905071 0.000974991 99062.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.493 21.8072 0.00905304 0.000974486 99027.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.0072 21.1679 0.00904572 0.000972557 99093.7 0
: 688 | 26.6733 21.4104 0.00901004 0.000906509 98722.4 1
: 689 Minimum Test error found - save the configuration
: 689 | 26.465 20.7368 0.009065 0.00097359 98870.3 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.1655 20.2456 0.00905493 0.000972069 98974.9 0
: 691 | 25.7792 20.749 0.00900424 0.000913605 98879.7 1
: 692 Minimum Test error found - save the configuration
: 692 | 25.4338 19.913 0.00905604 0.000971988 98960.2 0
: 693 | 25.0941 20.3742 0.00899717 0.000914473 98976.8 1
: 694 | 24.7249 21.2101 0.00900054 0.000913167 98919.7 2
: 695 Minimum Test error found - save the configuration
: 695 | 24.5056 18.967 0.00906281 0.000976415 98931.6 0
: 696 | 24.2497 20.4789 0.00900025 0.000905542 98830 1
: 697 | 23.9078 19.0276 0.00899663 0.000903868 98853.7 2
: 698 | 23.8095 19.0858 0.00929501 0.00119378 98750.4 3
: 699 Minimum Test error found - save the configuration
: 699 | 23.2036 18.3117 0.00907108 0.000975368 98817.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.9429 17.8635 0.00906791 0.000974405 98844.7 0
: 701 | 22.6184 18.7498 0.00900987 0.000917762 98861.8 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.2773 16.6707 0.00906863 0.000974519 98837.2 0
: 703 | 22.1152 18.5104 0.0104088 0.000921414 84322.2 1
: 704 | 21.787 17.2744 0.00898881 0.000904879 98961.8 2
: 705 | 21.3706 17.184 0.00898459 0.000907109 99040.7 3
: 706 Minimum Test error found - save the configuration
: 706 | 21.2758 16.6147 0.00907293 0.00098498 98912.6 0
: 707 | 20.8706 17.3708 0.00899059 0.000914843 99062 1
: 708 | 20.6769 16.6983 0.00899981 0.000915142 98952.7 2
: 709 Minimum Test error found - save the configuration
: 709 | 20.5503 16.417 0.00905502 0.000973473 98991 0
: 710 | 20.7739 16.5783 0.00899191 0.000913939 99034.8 1
: 711 | 20.2143 16.6653 0.00898962 0.000914005 99063.7 2
: 712 Minimum Test error found - save the configuration
: 712 | 19.7638 15.4896 0.0090489 0.000973532 99066.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.3666 15.3164 0.00906179 0.000973359 98906.7 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.2333 15.2648 0.00904841 0.000973415 99071.3 0
: 715 | 18.887 15.8708 0.00900625 0.000914633 98867.7 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.6738 15.228 0.00906192 0.000973557 98907.6 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.2989 14.8106 0.00905457 0.000973605 98998.1 0
: 718 | 18.049 15.0518 0.00899305 0.000907156 98937.8 1
: 719 Minimum Test error found - save the configuration
: 719 | 17.9675 13.8263 0.00905202 0.000964912 98922.8 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.7555 13.5801 0.00905893 0.000974327 98953.5 0
: 721 | 17.8326 13.915 0.00928623 0.000906009 95462.9 1
: 722 | 17.15 14.6759 0.0090079 0.000904377 98722.5 2
: 723 | 16.8339 13.6674 0.00899885 0.000913745 98947.4 3
: 724 | 16.5998 15.2246 0.00900401 0.000913651 98883.1 4
: 725 Minimum Test error found - save the configuration
: 725 | 16.5916 12.8111 0.00904848 0.000973334 99069.4 0
: 726 | 16.4106 13.6728 0.00900893 0.00091639 98856.4 1
: 727 | 16.1018 13.0745 0.00902103 0.000916337 98708.3 2
: 728 Minimum Test error found - save the configuration
: 728 | 15.7869 12.1659 0.0090508 0.00097261 99032.1 0
: 729 | 15.72 14.6128 0.00900693 0.000913641 98847.4 1
: 730 | 15.5999 12.2644 0.00901073 0.000916147 98831.5 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.4573 11.7159 0.00905759 0.000972709 98950.2 0
: 732 | 15.0023 12.037 0.00900464 0.000915178 98894.1 1
: 733 | 14.8333 12.1163 0.00901641 0.000915727 98757.1 2
: 734 | 14.5377 11.8375 0.00900191 0.000915888 98936.1 3
: 735 | 14.33 11.8103 0.00899794 0.000913692 98957.9 4
: 736 Minimum Test error found - save the configuration
: 736 | 14.1092 11.2145 0.00907038 0.000971417 98778.1 0
: 737 | 14.0251 11.496 0.00900706 0.000906315 98756.3 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.0259 10.8428 0.00905159 0.000964112 98918.3 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.7714 10.7159 0.00905695 0.000972863 98959.8 0
: 740 | 13.4303 10.9623 0.00899294 0.000914122 99024.4 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.2649 10.5302 0.0090626 0.000970886 98866.5 0
: 742 | 13.0017 10.862 0.00901629 0.000917255 98777.2 1
: 743 Minimum Test error found - save the configuration
: 743 | 12.9487 9.96664 0.00905142 0.000972424 99022.3 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.7937 9.83817 0.00938452 0.0009795 95181.2 0
: 745 | 12.4782 10.0612 0.00901568 0.000916847 98779.7 1
: 746 | 12.6471 11.722 0.00901448 0.000914108 98760.9 2
: 747 Minimum Test error found - save the configuration
: 747 | 12.437 9.71455 0.00907501 0.000975348 98769.5 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.3304 9.54484 0.00906585 0.000972502 98846.6 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.0921 9.23447 0.00909781 0.00096749 98397.1 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.1299 8.93049 0.00907144 0.000972213 98774.8 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.7242 8.89503 0.00906217 0.000973432 98902.9 0
: 752 | 11.6315 9.1148 0.0090086 0.000917816 98878 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.3396 7.99755 0.00905807 0.000974806 98970 0
: 754 | 11.3017 8.61251 0.00900127 0.00091473 98929.9 1
: 755 | 11.435 9.09371 0.00899611 0.000913599 98979.1 2
: 756 Minimum Test error found - save the configuration
: 756 | 10.8784 7.38051 0.00907032 0.000973049 98798.7 0
: 757 | 10.6821 8.68129 0.00900408 0.000905913 98787.8 1
: 758 | 10.4349 7.40305 0.00900204 0.000905496 98807.6 2
: 759 | 10.2825 7.90975 0.00901312 0.00091462 98783.7 3
: 760 Minimum Test error found - save the configuration
: 760 | 10.2502 6.99113 0.00905934 0.000981931 99041.6 0
: 761 | 10.196 7.81042 0.00900438 0.000913403 98875.5 1
: 762 | 10.0171 7.63627 0.00901201 0.000914194 98792.1 2
: 763 Minimum Test error found - save the configuration
: 763 | 9.74313 6.44751 0.0090573 0.000972402 98949.9 0
: 764 | 9.69894 7.12639 0.00900013 0.000914067 98935.7 1
: 765 | 9.65218 6.88915 0.00901707 0.00091485 98738.3 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.44434 6.22106 0.00906567 0.000974194 98869.5 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.26663 5.98159 0.00935848 0.000978214 95462.4 0
: 768 | 9.11601 6.44471 0.00900492 0.000915334 98892.6 1
: 769 | 9.05754 6.03269 0.00900784 0.000914274 98844 2
: 770 | 8.9791 6.08538 0.00898398 0.000914479 99138.7 3
: 771 | 8.827 6.52208 0.00899708 0.000913888 98970.8 4
: 772 Minimum Test error found - save the configuration
: 772 | 8.69437 5.7751 0.00905841 0.000972227 98934.2 0
: 773 | 8.68866 5.87187 0.00900149 0.000913195 98908.3 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.60851 5.4826 0.00907176 0.000973551 98787.2 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.29157 4.92805 0.00908149 0.000972951 98661.4 0
: 776 | 8.2107 5.10485 0.00898697 0.000916595 99128 1
: 777 | 8.1882 5.62178 0.00899252 0.000914851 99038.5 2
: 778 | 8.08989 5.00724 0.00901345 0.000916127 98798 3
: 779 | 8.11209 5.10091 0.0089895 0.000914146 99066.9 4
: 780 Minimum Test error found - save the configuration
: 780 | 7.95868 4.66539 0.00906649 0.000973685 98853.3 0
: 781 | 7.83505 5.20793 0.00900776 0.000918643 98898.3 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.71022 4.35185 0.00905767 0.000974699 98973.5 0
: 783 | 7.77328 4.61917 0.00902918 0.000914878 98591.4 1
: 784 | 7.49162 4.67889 0.0089891 0.000913959 99069.5 2
: 785 | 7.38797 5.10974 0.00901021 0.000914955 98823.3 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.46143 4.12889 0.00906408 0.000975487 98904.7 0
: 787 | 7.29493 4.41948 0.00900472 0.000915367 98895.5 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.07541 4.06585 0.00905926 0.000975118 98959.1 0
: 789 | 7.01499 4.34778 0.00901315 0.000915542 98794.6 1
: 790 Minimum Test error found - save the configuration
: 790 | 6.9572 3.92815 0.0093638 0.000979164 95412.6 0
: 791 Minimum Test error found - save the configuration
: 791 | 6.80143 3.76242 0.00906865 0.000964644 98716.6 0
: 792 | 6.9427 4.53423 0.00902178 0.000916027 98695.3 1
: 793 | 6.96363 4.03097 0.00901009 0.000914558 98819.9 2
: 794 | 6.70706 3.83587 0.0089987 0.000913557 98946.9 3
: 795 Minimum Test error found - save the configuration
: 795 | 6.64757 3.31415 0.00906547 0.00097283 98855.2 0
: 796 | 6.39434 4.35395 0.00901061 0.000915898 98830 1
: 797 Minimum Test error found - save the configuration
: 797 | 6.42856 3.21504 0.00906758 0.000973466 98837.3 0
: 798 | 6.43596 3.48067 0.00900208 0.000915353 98927.6 1
: 799 Minimum Test error found - save the configuration
: 799 | 6.26337 2.81465 0.00906528 0.000972295 98851 0
: 800 | 6.35371 2.82063 0.00901215 0.000914558 98794.9 1
: 801 | 6.26498 4.10112 0.00900478 0.000914725 98886.8 2
: 802 | 5.99324 3.4665 0.00900789 0.000915515 98858.5 3
: 803 | 5.89845 3.10804 0.00901711 0.000916276 98755.3 4
: 804 | 5.74322 3.44686 0.00899604 0.000915596 99004.4 5
: 805 | 5.7936 3.36329 0.00900899 0.000914062 98827.3 6
: 806 | 5.66849 3.26012 0.00899212 0.000913438 99026.1 7
: 807 | 5.52071 3.22069 0.00901094 0.00091562 98822.5 8
: 808 | 5.49652 3.09776 0.00898947 0.000914744 99074.6 9
: 809 | 5.48034 2.9355 0.00900967 0.000908493 98751.1 10
: 810 | 5.4422 2.84983 0.00900922 0.000906386 98730.9 11
: 811 | 5.41443 2.89016 0.00901666 0.000906417 98640.7 12
: 812 | 5.45136 3.69119 0.00900336 0.00090645 98803.1 13
: 813 | 5.33934 2.90036 0.00928941 0.000905672 95422.8 14
: 814 Minimum Test error found - save the configuration
: 814 | 5.15099 2.62842 0.00910231 0.00097681 98455.5 0
: 815 | 5.03342 2.93235 0.00900882 0.000913864 98827 1
: 816 | 5.08117 2.71205 0.0089902 0.000913197 99046.7 2
: 817 | 5.00525 2.73735 0.00900298 0.000916313 98928.3 3
: 818 | 4.96327 3.15875 0.00901316 0.000915683 98796.2 4
: 819 Minimum Test error found - save the configuration
: 819 | 4.90489 2.35273 0.0090687 0.000975811 98852.2 0
: 820 | 4.80961 3.04575 0.00901507 0.000914157 98754.3 1
: 821 | 4.7512 2.96432 0.00900891 0.000920892 98911.7 2
: 822 | 4.77855 2.94169 0.00902228 0.00091625 98691.9 3
: 823 | 4.68648 2.52257 0.0090242 0.000915783 98662.9 4
: 824 Minimum Test error found - save the configuration
: 824 | 4.65982 1.95848 0.00909162 0.000992292 98773.6 0
: 825 | 4.55145 2.53668 0.00901469 0.000915642 98777 1
: 826 | 4.41415 2.69382 0.00899647 0.000916107 99005.5 2
: 827 | 4.58376 2.71108 0.00900671 0.000915092 98867.8 3
: 828 | 4.49803 2.82708 0.00901344 0.000907264 98690.2 4
: 829 | 4.43584 2.42283 0.00902859 0.000907809 98512.7 5
: 830 | 4.28191 2.81776 0.00900125 0.000907901 98846.6 6
: 831 | 4.38109 2.0834 0.00899835 0.000906881 98869.6 7
: 832 | 4.15845 2.05638 0.00902024 0.000920143 98764.2 8
: 833 | 4.21242 2.72471 0.00900889 0.000914494 98833.8 9
: 834 | 4.14988 2.43832 0.00900157 0.000913939 98916.5 10
: 835 | 4.04134 2.44275 0.00900154 0.000914503 98923.8 11
: 836 | 3.98294 2.67312 0.0093114 0.000916156 95292.1 12
: 837 | 3.93596 2.01732 0.00900805 0.000916846 98872.8 13
: 838 | 3.93232 3.40515 0.00906306 0.0009193 98234.7 14
: 839 | 4.09463 2.19685 0.0090146 0.000915325 98774.2 15
: 840 | 3.82706 2.19097 0.00901506 0.000917766 98798.4 16
: 841 | 3.76603 2.23778 0.00900716 0.000914691 98857.3 17
: 842 | 3.81028 2.65605 0.00901788 0.000915556 98737.1 18
: 843 | 3.66947 2.55771 0.00901919 0.000914966 98714 19
: 844 | 3.74245 2.4165 0.00900346 0.000915795 98916.1 20
: 845 | 3.65446 2.36561 0.00901617 0.000915836 98761.3 21
:
: Elapsed time for training with 1000 events: 7.64 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: 0.0165 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: 1.6 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.31 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= 3.2648e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.0426e+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: 0.0681 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: 0.0854 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: 0.00307 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: 0.138 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: 1.94 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: 0.0446 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00554 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0853 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.01 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00339 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000674 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.137 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0155 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024550 1.1432 [ -3.3781 5.7307 ]
: var2: 0.069724 1.0759 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024550 1.1432 [ -3.3781 5.7307 ]
: var2: 0.069724 1.0759 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 1.93 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.232 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 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 BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.05 -0.138 6.11 1.64 | 3.230 3.233
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: 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 BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.221 -0.0364 2.01 1.17 | 3.378 3.364
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
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!
