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/machine_learning/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: 0.324 sec
: Elapsed time for training with 1000 events: 0.328 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0031 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: 0.000843 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00442 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: 0.000285 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00043 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: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 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: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 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 = 31512.2
: --------------------------------------------------------------
: 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 | 33071.5 31100 0.010797 0.00111646 82640.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32502.5 30471.4 0.0107812 0.00108782 82530.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31708 29728.2 0.0105971 0.00109855 84223.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 30895.3 29050.3 0.0110478 0.00105514 80058.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30129.6 28309.3 0.010867 0.00122986 83012.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29292.1 27398.1 0.0104836 0.00112895 85519.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28545 26715.7 0.0106798 0.00111182 83612.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28058.8 26328.7 0.0106319 0.00105623 83545.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27695.3 26011.2 0.0124479 0.00116091 70878.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27376.4 25714.5 0.0109704 0.00107684 80860.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27077.5 25430.8 0.0115511 0.00102645 76011.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 26791.7 25158 0.0114263 0.00164599 81797.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26511.5 24900.5 0.0132238 0.001302 67104 0
: 14 Minimum Test error found - save the configuration
: 14 | 26243.9 24650.7 0.0111788 0.00132424 81180.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 25985.4 24404.6 0.0130142 0.00106704 66961.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25733.6 24161.9 0.0106771 0.00112373 83740.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25482.1 23928.5 0.0110096 0.00102302 80107.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25240.8 23696.6 0.0102024 0.00103963 87309.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 24999.9 23471.6 0.0103713 0.00102519 85596.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24766.4 23248.6 0.0104086 0.00105778 85553.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24533.2 23031.9 0.010605 0.00104614 83692.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24306.8 22816.4 0.010425 0.00104882 85322.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24082 22604.6 0.0103979 0.0010329 85424.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 23863.9 22391.4 0.0105297 0.00113342 85139.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23642.7 22185.5 0.0102732 0.00103755 86620.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23426 21984.5 0.0108358 0.00108191 82018.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23215.5 21782.7 0.010748 0.00107579 82711 0
: 28 Minimum Test error found - save the configuration
: 28 | 23007.6 21580.8 0.0105833 0.00106501 84048.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 22798.5 21384.1 0.0106317 0.00110108 83939.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 22592.8 21191.1 0.0105459 0.00110883 84771.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22390.2 21000.4 0.0126507 0.00138837 71033.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22188.9 20813.4 0.0112351 0.00133942 80843.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 21993.2 20625.1 0.0113718 0.00111917 78028.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 21798.1 20438.2 0.011114 0.00126204 81201.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21603.6 20254.9 0.0116321 0.00146246 78665.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21408.8 20078.5 0.0116557 0.00108175 75658 0
: 37 Minimum Test error found - save the configuration
: 37 | 21223.5 19897.7 0.0114977 0.00107127 76728 0
: 38 Minimum Test error found - save the configuration
: 38 | 21035.6 19719.8 0.0110441 0.00143513 83255.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 20848.2 19546.6 0.0124674 0.00121018 71065.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20667.7 19371 0.0103071 0.00101492 86093.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20482.9 19202 0.0107084 0.00122924 84395.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20304.7 19032 0.0118535 0.00101638 73820.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20126.6 18863.1 0.0106712 0.00109876 83573.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 19950.1 18693.3 0.0136156 0.00117975 64330.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 19770.5 18524.4 0.011198 0.00110786 79285.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19593.4 18359.8 0.0153307 0.00177193 59002.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19418.1 18200.3 0.0115496 0.00106819 76325.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19249.6 18038 0.0126122 0.00119654 70079 0
: 49 Minimum Test error found - save the configuration
: 49 | 19081.7 17875.2 0.0117169 0.00117308 75873.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 18910.6 17715.6 0.013269 0.0017205 69273.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 18746.4 17559.6 0.0144516 0.00119988 60369.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18579.4 17402.9 0.0122143 0.00142691 74160.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18413.5 17248 0.0117187 0.00127585 76607.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18253 17093.6 0.0110709 0.00102922 79668.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18092 16940.5 0.0101836 0.00101302 87235.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 17932.4 16786.6 0.0101882 0.00101465 87206.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17772.1 16632.7 0.0102138 0.00102535 87066.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17613.2 16488.1 0.0104414 0.00103027 85006 0
: 59 Minimum Test error found - save the configuration
: 59 | 17456 16331.7 0.010695 0.00105462 82984.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17297.8 16188.2 0.0121583 0.00111043 72412.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17144.9 16039.3 0.0123838 0.00122854 71715.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 16992.6 15891.4 0.0111827 0.00115237 79758.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 16839 15748.9 0.0109979 0.00137154 83105.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16686.9 15602 0.0111089 0.00105409 79563.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16537 15459.2 0.0124256 0.00107375 70473.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16386.6 15320.1 0.0139286 0.0012698 63197.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16241 15178.4 0.0114277 0.00115723 77892.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16092.4 15041.7 0.0116084 0.00118687 76764.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 15947.9 14905.3 0.0116872 0.00107982 75419.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 15804.6 14769.9 0.0120069 0.00116211 73768 0
: 71 Minimum Test error found - save the configuration
: 71 | 15664.1 14633 0.0115186 0.00113741 77062.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15519.7 14501.2 0.0112014 0.0010402 78731 0
: 73 Minimum Test error found - save the configuration
: 73 | 15381.3 14369 0.0108623 0.00105342 81558.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15246.1 14234.1 0.0105199 0.00105595 84531.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15104.3 14106.6 0.0117992 0.00106158 74504.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 14969.6 13978.3 0.012453 0.00166431 74152 0
: 77 Minimum Test error found - save the configuration
: 77 | 14834.3 13852.7 0.014431 0.0017018 62847.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14702.9 13724.8 0.0134736 0.00133039 65880.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14569.7 13600.1 0.0105844 0.00106216 84013.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14437.5 13477.9 0.0111802 0.00130003 80970.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14308.9 13354.6 0.01059 0.00106031 83948.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14179.4 13234 0.0110053 0.00113543 81054.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14051.3 13115.2 0.0114427 0.0010762 77171.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 13926.9 12994.3 0.0108961 0.00107333 81443.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 13800.1 12877 0.0109796 0.00115554 81432.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13678.3 12757.5 0.0115194 0.001222 77689.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13553.4 12641.7 0.0113885 0.00132812 79520 0
: 88 Minimum Test error found - save the configuration
: 88 | 13431.3 12527.4 0.0109772 0.00117021 81574.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13310.2 12414.5 0.010985 0.00107017 80687.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13191.2 12301.2 0.0111259 0.00117761 80415.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13070.3 12192.5 0.0108474 0.00104143 81582.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 12956.8 12078.5 0.0106365 0.00110232 83908.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 12837 11969.7 0.0143531 0.00151656 62321.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12722.3 11860.9 0.0142819 0.00176258 63901.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12608.3 11752.3 0.0161876 0.00179591 55587.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12493.3 11646.6 0.0154923 0.00141925 56846.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12381.4 11540.9 0.0112167 0.00111371 79184.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12270 11435.7 0.0111798 0.00111437 79479.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12159.3 11331.6 0.0111768 0.00107901 79225.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12049.1 11229.5 0.0108449 0.00107521 81885.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 11940.9 11127.2 0.0103277 0.00104313 86164.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 11834.3 11024.4 0.0104322 0.00104058 85181.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11725.7 10925.1 0.011067 0.00111275 80368 0
: 104 Minimum Test error found - save the configuration
: 104 | 11620 10826.5 0.0110069 0.00109405 80703.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11515.2 10728.6 0.0105965 0.00106479 83930 0
: 106 Minimum Test error found - save the configuration
: 106 | 11412.3 10629.6 0.010576 0.00106561 84118.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11308.3 10533 0.0105862 0.00104672 83861.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11205.9 10437.4 0.0106235 0.00106553 83699.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11105.3 10341.4 0.0106444 0.00108413 83679.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11004.2 10247.7 0.0107145 0.00108569 83084.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 10905.4 10153.4 0.0123778 0.00114964 71249.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10805.5 10062.2 0.0120297 0.00137244 75066.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10707.6 9971.23 0.0116095 0.00117132 76641.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10610.4 9881.82 0.011137 0.00106039 79391.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10514.9 9791.75 0.0113491 0.00136262 80108 0
: 116 Minimum Test error found - save the configuration
: 116 | 10421.3 9700.29 0.0106852 0.00111092 83556.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10324.5 9613.31 0.0115192 0.00108006 76634.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10231.1 9526.46 0.0105954 0.0011172 84404 0
: 119 Minimum Test error found - save the configuration
: 119 | 10140.5 9436.99 0.0106309 0.00108431 83799.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10046.2 9352.49 0.0105088 0.00108099 84855.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 9955.56 9267.17 0.0105281 0.00105178 84421.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 9865.16 9182.8 0.0104062 0.00103975 85410.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9776.26 9097.83 0.0104321 0.00104404 85214.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9687.13 9014.99 0.0117999 0.00116811 75246.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9598.64 8932.38 0.0112686 0.00105654 78338.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9511.03 8851.52 0.010785 0.00108245 82452.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9426.62 8768.61 0.0108343 0.00104901 81755.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9339.47 8688.79 0.0113016 0.00113223 78667.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9253.15 8610.9 0.0118607 0.00125728 75447.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9170.59 8531.49 0.0115036 0.00117931 77487.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9086.7 8453.69 0.011328 0.00105009 77837 0
: 132 Minimum Test error found - save the configuration
: 132 | 9004.69 8375.4 0.0107844 0.00116054 83126.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 8920.87 8300.39 0.011356 0.00106081 77706.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8841.89 8223.36 0.0108916 0.00126939 83140.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8757.83 8151.24 0.0110662 0.00112587 80479.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8680.37 8076.59 0.0108085 0.00109788 82384.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8602.62 8001.03 0.0114787 0.00107611 76903.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8523.68 7926.3 0.0109396 0.00105843 80962 0
: 139 Minimum Test error found - save the configuration
: 139 | 8445.05 7853.34 0.0109083 0.00119974 82401.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8367.18 7782.72 0.0110196 0.00112415 80845.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8291.88 7711.81 0.0112166 0.00129298 80616.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8215.37 7641.06 0.0117711 0.00108348 74853.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8140.97 7570.66 0.0105836 0.00105336 83943.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8066.7 7500.91 0.0108719 0.0011252 82079.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 7992.3 7432.04 0.0109783 0.00122514 82025.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 7920.24 7363.6 0.0107309 0.00110823 83137 0
: 147 Minimum Test error found - save the configuration
: 147 | 7846.63 7296.06 0.0114737 0.00141793 79556.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7774.96 7229.68 0.0120786 0.00136024 74638.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 7704.54 7164.28 0.0133025 0.00156917 68182 0
: 150 Minimum Test error found - save the configuration
: 150 | 7633.62 7097.82 0.0123999 0.00150754 73445.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7565.35 7030.81 0.0113511 0.00112359 78220.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7494.18 6967 0.0109215 0.00127896 82966.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7426.14 6903.14 0.0119285 0.0010761 73716.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7358.05 6839.79 0.0107925 0.00105524 82158.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7291.02 6776.53 0.0109651 0.00110832 81162.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7224.25 6714.1 0.0110653 0.00105517 79919.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7157.95 6651.5 0.0111645 0.00126233 80790.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7092.41 6589.81 0.0107672 0.00104482 82284.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7026.83 6530.32 0.0108714 0.0010784 81691 0
: 160 Minimum Test error found - save the configuration
: 160 | 6964.08 6468.61 0.0105555 0.00105048 84166.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 6898.61 6409.27 0.0104911 0.00103859 84633.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6835.39 6350.41 0.0105404 0.00108396 84598.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6773.37 6291.92 0.0109325 0.00114751 81757.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6710.86 6232.76 0.0109135 0.00105271 81129.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6648.46 6176.21 0.0109054 0.00106851 81326.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6588.28 6118.67 0.0106705 0.00109975 83588.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6527.81 6060.51 0.0121262 0.00109121 72496.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6467.13 6005.61 0.0111011 0.00116216 80491.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6408.34 5949.34 0.0107426 0.00104526 82497.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6349.43 5893.1 0.0112611 0.0010733 78525.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6290.39 5837.85 0.0106552 0.00109164 83651.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6232.96 5783.49 0.0106019 0.00108058 84022.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6174.97 5730.19 0.0107634 0.00112395 82992.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 6118.62 5676.89 0.0107702 0.00114255 83094.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6061.78 5624.05 0.0112451 0.00106417 78578.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6005.93 5572.29 0.0126585 0.00112367 69355 0
: 177 Minimum Test error found - save the configuration
: 177 | 5950.24 5520.7 0.0112307 0.0012525 80175.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5895.67 5469.99 0.0112906 0.00107576 78317.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5842.76 5417.38 0.0107054 0.00107209 83045.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5787.83 5366.05 0.0107244 0.00115003 83556.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5734.82 5314.62 0.0107391 0.00107467 82777.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5680.71 5268.07 0.0105812 0.00106835 84096.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5628.96 5216.89 0.0106281 0.00107907 83778.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5577.1 5169.29 0.0105829 0.001063 84034.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5526.16 5120 0.0106723 0.00105489 83182.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5474.74 5072.07 0.0105183 0.00104128 84414.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5424.2 5023.75 0.0105298 0.00104155 84314.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5373.5 4978.26 0.0105406 0.00105847 84369.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5324.45 4930.34 0.0109176 0.00107884 81310.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5275.54 4884.72 0.0106182 0.00110164 84064.3 0
: 191 Minimum Test error found - save the configuration
: 191 | 5226.36 4839.19 0.0105638 0.00109291 84469.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5178.92 4793.13 0.0106272 0.00111543 84106.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5130.02 4748.87 0.0105871 0.00107572 84109.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5082.47 4705.3 0.0110142 0.00147502 83864.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5036.72 4660.73 0.01088 0.00106674 81522.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 4989.8 4617.4 0.0107651 0.00111303 82883.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 4943.28 4575.75 0.0106668 0.00107596 83413.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4898.27 4531.75 0.0107323 0.00109777 83035.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4852.8 4490.45 0.010696 0.00108336 83224.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4808.54 4446.75 0.0109315 0.00108046 81209.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4763.74 4406.5 0.0109006 0.00108983 81542.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4719.25 4365.96 0.0106572 0.00109897 83697.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4677.9 4323.23 0.011318 0.00111548 78412.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4632.97 4283.9 0.0110649 0.00106476 79998.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4590.56 4243.14 0.0107354 0.00109184 82957.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4548.59 4202.48 0.010755 0.00106119 82527 0
: 207 Minimum Test error found - save the configuration
: 207 | 4506.33 4164.29 0.0108938 0.00105783 81334 0
: 208 Minimum Test error found - save the configuration
: 208 | 4464.67 4126.03 0.010928 0.00106627 81121.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4423.82 4087.17 0.0110881 0.00117613 80710.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4382.98 4049.21 0.0116106 0.00105507 75789.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4342.66 4012.09 0.0113413 0.00117416 78684.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4304.05 3972.23 0.0114137 0.00108691 77468.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4263.28 3936.07 0.0107264 0.00106469 82801.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4224.25 3899.31 0.0108445 0.0010872 81989.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4185.58 3863 0.0108533 0.00108848 81927 0
: 216 Minimum Test error found - save the configuration
: 216 | 4146.81 3827.38 0.0107052 0.0010909 83209.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4109.08 3791.25 0.0106341 0.00106741 83623.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4071.77 3755.17 0.0108212 0.00133679 84349 0
: 219 Minimum Test error found - save the configuration
: 219 | 4034.41 3719.55 0.0105711 0.00111235 84577.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 3996.74 3685.96 0.0107149 0.0010974 83181.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 3961.04 3650.85 0.0108114 0.00108649 82262.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3924.54 3616.94 0.0112119 0.00111952 79267.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3887.52 3584.66 0.0107565 0.00111216 82950.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3852.76 3551.43 0.0104775 0.00104193 84785.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3818.18 3518.16 0.0107513 0.00105663 82519.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3783.11 3484.89 0.0109977 0.00117015 81403.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3748.67 3451.93 0.0129212 0.00107733 67545.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3713.76 3420.28 0.0120694 0.00109255 72880.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3680.67 3387.85 0.0114015 0.00126612 78931.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3646.84 3356.37 0.0119038 0.00131457 75548.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3613.31 3325.2 0.0113099 0.00107562 78169 0
: 232 Minimum Test error found - save the configuration
: 232 | 3580.47 3294.63 0.0108174 0.00109512 82285 0
: 233 Minimum Test error found - save the configuration
: 233 | 3548.69 3263.24 0.0107571 0.00106846 82571 0
: 234 Minimum Test error found - save the configuration
: 234 | 3515.08 3233.71 0.0106769 0.00111582 83672.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3483.87 3203.78 0.0113332 0.00116054 78641.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3452.31 3173.36 0.0117743 0.00110202 74960.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3420.58 3144.05 0.0120998 0.0010689 72523.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3389.92 3114.41 0.0113072 0.00112443 78564 0
: 239 Minimum Test error found - save the configuration
: 239 | 3358.81 3085.85 0.0113136 0.00131984 80050 0
: 240 Minimum Test error found - save the configuration
: 240 | 3327.83 3057.52 0.0124138 0.00106219 70474.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3298.38 3028.25 0.0104669 0.00104409 84900.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3267.95 3000.28 0.0120718 0.00175077 77512 0
: 243 Minimum Test error found - save the configuration
: 243 | 3238.16 2972.97 0.013318 0.00106463 65288.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3209.31 2944.9 0.010595 0.00105825 83886.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3179.59 2917.75 0.0106443 0.00105104 83391.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3150.78 2890.31 0.0105187 0.00104991 84488 0
: 247 Minimum Test error found - save the configuration
: 247 | 3122.59 2862.93 0.0104284 0.00103809 85194.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3093.21 2836.87 0.0105327 0.00104329 84304.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3065.65 2810.52 0.0109592 0.00131166 82923.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3037.87 2784.09 0.0138922 0.00133475 63707 0
: 251 Minimum Test error found - save the configuration
: 251 | 3009.78 2759.36 0.0112656 0.00109534 78660.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 2983.84 2732.37 0.0117188 0.00105681 75032.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 2955.7 2707.18 0.0114042 0.00155902 81257.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 2929.12 2681.88 0.0119674 0.00105651 73321.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2902.16 2657.3 0.0125964 0.0011429 69847.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2876.09 2632.95 0.0106238 0.00108552 83872.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2849.6 2608.94 0.010638 0.00105767 83504.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2824.74 2584.08 0.0105509 0.00108063 84475 0
: 259 Minimum Test error found - save the configuration
: 259 | 2798.53 2560.55 0.0106393 0.0010605 83517.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2773.59 2536 0.0106221 0.00106747 83728.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2747.74 2513.49 0.0109301 0.00107802 81200.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2723.78 2489.19 0.0106623 0.00107938 83481.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2698.37 2466.06 0.0108187 0.00127075 83788 0
: 264 Minimum Test error found - save the configuration
: 264 | 2674.11 2443.59 0.0115135 0.0011631 77291.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2649.23 2421.79 0.0109979 0.00114016 81154.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2626.28 2398.86 0.0112968 0.00120968 79308.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2601.96 2376.9 0.0112682 0.00111964 78828.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2578.34 2355.27 0.0109101 0.00113266 81820.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2555.38 2333.24 0.0109076 0.00112121 81745.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2532.06 2311.54 0.01244 0.00108823 70473.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2509.33 2289.98 0.0120506 0.00171332 77390.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2486.23 2268.6 0.0145361 0.00150769 61404.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2463.42 2248.11 0.0115399 0.00131669 78253.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2440.7 2227.99 0.0118619 0.00116973 74820.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2419.32 2207.24 0.0109909 0.00111606 81014 0
: 276 Minimum Test error found - save the configuration
: 276 | 2397.18 2186.82 0.0107464 0.00112509 83148.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2375.23 2166.52 0.0115846 0.00117831 76876.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2353.28 2147.08 0.0125448 0.00140105 71789.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2331.78 2127.72 0.0146222 0.00150381 60982.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2311.29 2107.43 0.0117204 0.00159055 78974.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2289.56 2088.53 0.0136172 0.00129273 64911.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2268.53 2069.66 0.0136664 0.00131947 64793.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2248.07 2050.42 0.01348 0.00108058 64519.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2227.38 2032.04 0.0107753 0.00105882 82334.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2206.97 2013.02 0.0105582 0.00107685 84375.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2186.66 1994.34 0.010504 0.00105186 84636.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2166.57 1975.88 0.0104977 0.0010786 84934.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2146.1 1958.34 0.0121941 0.00161237 75602.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2126.78 1940.57 0.0139791 0.00116084 62410.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2107.42 1922 0.0122743 0.00110688 71637 0
: 291 Minimum Test error found - save the configuration
: 291 | 2087.89 1904.18 0.0117632 0.00114593 75349.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2068.05 1886.76 0.010862 0.00109387 81899.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2048.75 1869.93 0.0109764 0.00103912 80505.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2030.6 1852.39 0.0106166 0.00110182 84079.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2011.21 1835.53 0.010686 0.00107631 83249.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 1993.16 1818.69 0.0112844 0.00110928 78622.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 1973.95 1802.52 0.0109703 0.00106476 80762.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 1955.88 1785.51 0.0106708 0.00108359 83444.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1937.36 1769.7 0.0105441 0.0010487 84251.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1919.64 1753.41 0.010835 0.00108261 82031.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1901.84 1736.92 0.0106871 0.00111706 83594.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1883.59 1721.61 0.0106874 0.00106251 83117.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1866.31 1705.9 0.0107043 0.0010486 82853 0
: 304 Minimum Test error found - save the configuration
: 304 | 1849.32 1689.38 0.0160774 0.00177433 55932 0
: 305 Minimum Test error found - save the configuration
: 305 | 1831.86 1673.53 0.016191 0.00171182 55251.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1813.83 1658.99 0.0159249 0.00174084 56401.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1797.48 1643.27 0.0161193 0.00175338 55687.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1779.68 1628.97 0.0120691 0.00123681 73853.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1763.62 1613.75 0.0113303 0.00107013 77971.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1747.03 1598.6 0.0108471 0.00107312 81849.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1730.36 1584.05 0.0106422 0.00107239 83596.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1713.75 1570.42 0.0117303 0.00116931 75750.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1698 1555.53 0.0124348 0.00173466 74765.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1681.82 1540.82 0.0107246 0.00105727 82753.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1665.49 1526.94 0.0106988 0.00107764 83150 0
: 316 Minimum Test error found - save the configuration
: 316 | 1649.72 1513.16 0.0105747 0.00115517 84929.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1634.37 1498.77 0.0111697 0.00107831 79275.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1618.42 1485.18 0.010955 0.00109177 81109.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1603.12 1471.95 0.0118778 0.00120408 74950.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1587.92 1458.91 0.0122347 0.00132435 73324.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1572.77 1445.43 0.0111983 0.00105246 78850.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1557.74 1431.88 0.0112827 0.00119487 79303.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1542.85 1418.42 0.0112107 0.00107564 78934 0
: 324 Minimum Test error found - save the configuration
: 324 | 1527.73 1405.74 0.0110939 0.00140462 82565.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1513.92 1391.95 0.0142089 0.00113412 61186.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1499 1378.92 0.010739 0.00106513 82697.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1484.32 1366.14 0.0104967 0.00104447 84636.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1470.21 1353.52 0.0105366 0.00104428 84278.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1456.3 1340.76 0.0105731 0.00104777 83987 0
: 330 Minimum Test error found - save the configuration
: 330 | 1441.65 1328.89 0.0107653 0.00106977 82511.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1428.21 1316.67 0.0109615 0.001082 80975.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1414.68 1304.33 0.010992 0.00109754 80853.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1400.74 1292.36 0.0106777 0.00107509 83311.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1387.4 1280.16 0.0112981 0.00114459 78790.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1373.89 1268.28 0.0110985 0.00106966 79770.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1360.94 1256.26 0.01082 0.00109283 82243.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1347.76 1244.55 0.0109834 0.00105356 80565.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1334.45 1234.05 0.0115556 0.00114191 76822 0
: 339 Minimum Test error found - save the configuration
: 339 | 1322.08 1222.16 0.0115616 0.00121225 77299.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1308.94 1210.9 0.0121122 0.00129569 73960.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1296.47 1199.92 0.0113628 0.00116194 78424.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1284.43 1187.99 0.011526 0.00117804 77310 0
: 343 Minimum Test error found - save the configuration
: 343 | 1271.74 1176.85 0.0116173 0.00123038 77020.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1259.02 1166.13 0.0125388 0.00166365 73562.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1247.65 1154.63 0.0128767 0.001623 71087.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1234.83 1144.51 0.0141581 0.00123648 61911.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1223.23 1133.32 0.0135305 0.00113012 64514.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1211.21 1123.03 0.011667 0.00114914 76061.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1199.49 1112.82 0.0108371 0.00107948 81987.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1187.9 1102.06 0.0104654 0.00105886 85046.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1176.15 1091.72 0.0105762 0.00109772 84402 0
: 352 Minimum Test error found - save the configuration
: 352 | 1165.35 1081.09 0.0105606 0.00109753 84539.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1153.62 1071.22 0.0106908 0.00115707 83912.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1142.41 1061.22 0.0122539 0.00158845 75008.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1131.62 1050.69 0.0160261 0.00176376 56091.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1120.13 1041.13 0.0162964 0.00177062 55074.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1108.92 1031.89 0.0150809 0.0011753 57530.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1098.72 1021.87 0.0112712 0.00107087 78428.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1087.76 1012.56 0.0114159 0.00108801 77460 0
: 360 Minimum Test error found - save the configuration
: 360 | 1077.57 1002.36 0.0118128 0.00112006 74817.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1066.82 993.273 0.0115635 0.00111744 76583.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1056.54 983.346 0.0114222 0.00109075 77433.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1045.85 973.92 0.0112889 0.00107621 78334.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1035.73 964.618 0.012265 0.00168672 75626.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1025.87 955.152 0.0162833 0.00177858 55154.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1015.55 946.356 0.0164197 0.00178091 54649.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1005.57 937.26 0.0160663 0.00164589 55476.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 995.879 928.342 0.0157238 0.00177582 57356.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 986.074 919.226 0.0157436 0.0016116 56609.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 976.434 910.41 0.0162639 0.00176621 55181.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 967.006 901.583 0.0160664 0.00177265 55968.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 957.742 892.806 0.0135182 0.00120595 64975.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 947.862 884.567 0.0123437 0.00151419 73871.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 938.648 875.928 0.0129922 0.00136907 68828.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 929.454 867.645 0.0126868 0.00175801 73201.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 920.529 858.633 0.0118905 0.00107817 73989.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 911.066 850.611 0.0104473 0.00104676 85101.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 902.27 842.093 0.0105025 0.00107549 84862.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 893.554 834.286 0.0118354 0.00136908 76435.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 884.72 826.31 0.0126346 0.00175983 73564.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 875.712 818.276 0.0116932 0.00142631 77920.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 867.06 809.998 0.0125798 0.00127245 70750.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 858.346 802.184 0.0119409 0.0015056 76662.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 850.137 794.342 0.0117668 0.0010994 74994.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 841.884 786.249 0.0106925 0.00106463 83092.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 832.861 778.344 0.0106442 0.00105529 83429.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 824.627 771.155 0.0115205 0.00171917 81621.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 816.365 763.687 0.0105039 0.00103867 84520.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 808.538 755.814 0.0107876 0.00105906 82232.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 800.248 748.279 0.0105549 0.00104796 84149.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 792.491 740.7 0.0104998 0.00113955 85468.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 784.372 733.268 0.0104553 0.00105497 85103.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 776.474 726.151 0.0110378 0.00108451 80375.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 768.814 719.134 0.0106399 0.0010534 83450.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 761.253 711.464 0.0108384 0.00108228 81999.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 753.662 704.226 0.0115549 0.00143579 79058.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 745.543 697.527 0.0107169 0.00125487 84548.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 738.47 690.47 0.0114411 0.00106272 77083.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 730.725 683.635 0.0107846 0.00106654 82320.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 723.705 676.72 0.0113102 0.0011367 78635.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 716.584 669.974 0.012666 0.00111971 69286 0
: 402 Minimum Test error found - save the configuration
: 402 | 709.112 663.289 0.0124552 0.0011457 70737.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 702.217 656.154 0.0106411 0.00106698 83558.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 694.735 649.346 0.0109581 0.00107693 80962.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 687.892 643.185 0.011693 0.00160626 79311.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 680.866 636.182 0.0121743 0.00113446 72464.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 673.655 630.115 0.0108752 0.00107778 81654.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 667.223 623.488 0.0107126 0.00106687 82938.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 660.317 617.397 0.0105737 0.00106149 84102.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 653.247 611.071 0.0105486 0.00108057 84494.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 647.013 604.487 0.0120067 0.00116735 73804.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 640.28 599.228 0.0115637 0.00117327 76993.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 634.162 593.046 0.012022 0.00114048 73518.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 627.415 585.639 0.0107837 0.00107672 82414.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 620.736 579.913 0.0112654 0.00114803 79071.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 614.701 573.776 0.0112309 0.00109418 78920.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 608.139 567.651 0.0107935 0.00109758 82508.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 601.832 562.14 0.0111033 0.00112711 80191.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 595.779 556.431 0.0115785 0.00115669 76762 0
: 420 Minimum Test error found - save the configuration
: 420 | 589.602 550.567 0.0112153 0.00110848 79154.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 583.876 544.156 0.0109241 0.00111985 81597.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 577.488 538.443 0.0114515 0.00132875 79029.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 571.771 533.421 0.0110863 0.00136518 82294.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 565.673 527.587 0.011736 0.00109119 75154.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 560.227 521.583 0.0122663 0.00105538 71358.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 553.801 516.512 0.0114703 0.0011428 77463.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 548.484 511.368 0.0109063 0.00109903 81572.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 542.746 506.002 0.0110535 0.00111663 80508.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 536.908 500.251 0.0108176 0.00109133 82251.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 531.587 494.902 0.0113743 0.00111294 77962.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 526.313 489.284 0.013339 0.00171008 68794.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 520.48 483.928 0.0118062 0.00109 74653.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 515.046 479.143 0.010698 0.00106338 83034.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 509.798 474.366 0.0126283 0.00149879 71880.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 505.004 468.974 0.0114096 0.00121694 78487.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 499.559 464.304 0.0115636 0.00122791 77402 0
: 437 Minimum Test error found - save the configuration
: 437 | 494.264 459.504 0.0115127 0.0011555 77240.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 488.844 454.097 0.0114139 0.00116121 78028.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 484.176 448.806 0.0114263 0.00112697 77674.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 478.716 444.014 0.0115402 0.00113272 76867.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 473.876 440.393 0.0115143 0.00116501 77300.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 469.198 434.993 0.011364 0.00119657 78682.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 464.019 429.982 0.0116862 0.00120773 76346.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 458.966 425.503 0.0115271 0.00115356 77118.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 454.399 420.787 0.0115687 0.00116943 76928.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 449.544 416.195 0.0115765 0.00119148 77033.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 444.897 411.711 0.0116929 0.00121652 76362 0
: 448 Minimum Test error found - save the configuration
: 448 | 440.014 407.46 0.0116411 0.00117391 76429.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 435.702 402.506 0.0117878 0.00127134 76071.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 430.991 398.065 0.0115591 0.00117916 77071.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 426.504 393.943 0.0114067 0.001165 78111.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 421.81 389.337 0.0117008 0.00119145 76122.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 417.432 385.025 0.0111525 0.00120472 80420.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 412.978 380.913 0.0116256 0.0012453 77068.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 408.675 377.269 0.0119751 0.0011714 74048.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 404.659 372.517 0.0111746 0.00110783 79469.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 400.239 368.759 0.0109923 0.00116847 81434.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 396.203 364.472 0.0116621 0.00114686 76080.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 391.952 360.461 0.0136809 0.00161406 66297.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 387.615 356.176 0.0138002 0.00178942 66607.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 383.534 352.118 0.013435 0.00117782 65268 0
: 462 Minimum Test error found - save the configuration
: 462 | 379.342 349.221 0.0112981 0.00117848 79054.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 375.694 344.619 0.0110304 0.00114825 80953.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 371.482 340.719 0.0119692 0.00126834 74760 0
: 465 Minimum Test error found - save the configuration
: 465 | 367.478 337.03 0.0109496 0.00113907 81545 0
: 466 Minimum Test error found - save the configuration
: 466 | 364.085 333.058 0.0110442 0.00114564 80819.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 359.737 329.415 0.0112902 0.00113936 78811.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 356.219 325.742 0.0109802 0.00135639 83127.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 352.182 322.299 0.0115622 0.00141753 78858.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 348.307 318.257 0.0118891 0.00118722 74752.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 344.395 314.942 0.0113776 0.00108684 77739.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 340.877 311.477 0.0116991 0.00109283 75427.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 337.075 307.696 0.0122882 0.00119562 72120 0
: 474 Minimum Test error found - save the configuration
: 474 | 333.43 304.186 0.0106696 0.00108814 83494.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 330.092 300.6 0.0106433 0.00107868 83641.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 326.43 297.376 0.0120793 0.00119618 73508.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 323.076 293.973 0.0118039 0.00110653 74784.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 319.329 290.613 0.0116411 0.00107478 75711.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 315.975 287.007 0.0105038 0.00106179 84727.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 312.416 284.299 0.0106875 0.00107101 83190.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 309.343 280.858 0.010535 0.00106326 84461.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 306.181 277.927 0.010482 0.00106634 84964.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 302.667 274.113 0.0105714 0.00106331 84138.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 298.98 271.079 0.0106491 0.00106388 83462 0
: 485 Minimum Test error found - save the configuration
: 485 | 295.878 267.991 0.0131135 0.00132999 67891.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 292.83 265.367 0.0126629 0.00111136 69254.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 289.523 262.275 0.0110142 0.00107513 80490.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 286.399 258.985 0.0105771 0.0010567 84030.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 283.39 256.227 0.0105737 0.00107702 84239.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 280.478 253.378 0.0106527 0.00110793 83815.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 277.193 250.578 0.0110368 0.00106958 80263 0
: 492 Minimum Test error found - save the configuration
: 492 | 274.147 247.132 0.0111683 0.00106444 79178 0
: 493 Minimum Test error found - save the configuration
: 493 | 271.214 244.201 0.0104608 0.00104437 84958.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 268.186 241.61 0.0105262 0.00104814 84405.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 265.244 239.139 0.0107899 0.00104447 82090 0
: 496 Minimum Test error found - save the configuration
: 496 | 262.41 236.241 0.0105791 0.00105911 84033.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 259.557 233.158 0.0112219 0.0012687 80376 0
: 498 Minimum Test error found - save the configuration
: 498 | 256.812 230.862 0.01102 0.00109262 80585 0
: 499 Minimum Test error found - save the configuration
: 499 | 253.901 227.751 0.0144528 0.00180697 63261.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 251.311 225.034 0.0152767 0.00115243 56640 0
: 501 Minimum Test error found - save the configuration
: 501 | 248.305 222.438 0.0117093 0.00110067 75410.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 245.617 219.921 0.0137931 0.00164387 65848.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 242.949 217.182 0.010893 0.00110538 81735.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.471 214.413 0.0113955 0.00158198 81520.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 237.525 212.308 0.0114104 0.00110417 77623.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 234.942 209.519 0.0106847 0.00112232 83660.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 232.246 207.063 0.0127373 0.00109581 68719.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 229.821 204.845 0.0109244 0.0010996 81426.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 227.224 202.435 0.0109469 0.0011096 81323 0
: 510 Minimum Test error found - save the configuration
: 510 | 224.761 199.856 0.0112064 0.00107175 78937 0
: 511 Minimum Test error found - save the configuration
: 511 | 222.392 197.344 0.0112949 0.00108088 78323.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.878 195.541 0.0123282 0.00112916 71434.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.511 192.82 0.0105913 0.00108136 84122.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 215.024 190.801 0.0107571 0.00117727 83508.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 212.674 188.534 0.0108464 0.0011591 82582.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.428 186.519 0.0123105 0.00145448 73691.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 208.07 184.302 0.0134161 0.001088 64892.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.672 181.988 0.010461 0.00105103 85016.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 203.144 179.485 0.0115609 0.00114518 76807.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.848 178.115 0.011589 0.00170753 80960 0
: 521 Minimum Test error found - save the configuration
: 521 | 198.997 175.744 0.0132129 0.00151822 68407.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.707 173.742 0.0111917 0.00141739 81847.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.537 171.478 0.0109517 0.00110359 81233.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.259 169.354 0.0118096 0.00113335 74932.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 190.138 167.751 0.0109177 0.00116134 81998.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.921 165.148 0.0150704 0.00174437 60032.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 185.687 163.305 0.0155473 0.00172562 57880.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 183.742 162.296 0.0155381 0.00176111 58067.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 181.657 159.802 0.0159978 0.00174485 56128.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.756 157.534 0.0136782 0.0016485 66501.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.634 155.868 0.0157167 0.00177545 57383.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.49 153.68 0.0142093 0.00119548 61473.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.487 152.499 0.0152218 0.00112616 56755.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.6 150.031 0.0139348 0.0017988 65919.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.466 148.642 0.0167482 0.00183804 53654.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 167.66 147.671 0.0160538 0.00178028 56048 0
: 537 Minimum Test error found - save the configuration
: 537 | 165.598 144.81 0.0123177 0.00114889 71627.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.582 143.578 0.0118594 0.00123081 75268.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.895 142.15 0.0113089 0.00116196 78841.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.802 139.694 0.0127182 0.00121075 69520 0
: 541 Minimum Test error found - save the configuration
: 541 | 158.227 138.665 0.0116393 0.00110914 75972.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.182 137.074 0.0116978 0.00133581 77205.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.57 135.698 0.0132611 0.00112612 65925.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 152.533 134.081 0.0131713 0.00152918 68716.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.703 131.986 0.011107 0.00108647 79835.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.876 130.365 0.0109647 0.00105944 80765.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.299 128.712 0.0130744 0.00161962 69839.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.62 127.333 0.0132141 0.0011023 66051.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 143.591 125.28 0.0117036 0.00117265 75966.6 0
: 550 | 141.978 125.754 0.0111645 0.0010589 79164.1 1
: 551 Minimum Test error found - save the configuration
: 551 | 140.8 123.648 0.010977 0.00116866 81563.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.024 121.363 0.0116332 0.00112853 76156.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.043 120.339 0.0128151 0.00118096 68763.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.591 118.739 0.0132883 0.00131128 66794.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.894 117.084 0.0112628 0.00132388 80491.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.228 115.797 0.0115103 0.001125 77032.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 130.702 113.603 0.0116016 0.0011206 76328.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.015 113.085 0.0121772 0.00115827 72602 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.636 112.251 0.0118421 0.00119375 75129.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 126.083 110.011 0.011932 0.00116868 74326.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.633 109.035 0.0107641 0.00106203 82456.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.112 107.299 0.0109284 0.00113061 81650.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.613 106.508 0.0108995 0.001077 81445.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.171 104.93 0.0107931 0.00109904 82525.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.664 103.488 0.0108639 0.00105916 81593.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.414 102.518 0.0107983 0.00110792 82556.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.992 101.841 0.010481 0.00108461 85139.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.486 100.083 0.0108342 0.00115832 82679.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.172 98.8235 0.0110798 0.00131616 81937 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.785 97.4634 0.0113449 0.00120815 78920.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.742 96.1723 0.0139157 0.0013818 63827.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.457 94.8725 0.014405 0.00176739 63303.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.057 94.2026 0.010522 0.00104565 84420.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.562 92.9521 0.0108961 0.0011936 82453.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.375 91.8775 0.0107105 0.00114253 83612.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.154 91.0169 0.0111973 0.00122357 80211 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.916 90.175 0.0107541 0.00112578 83088.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.853 88.9806 0.0128634 0.00159673 71005.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.26 87.4927 0.0122346 0.00120543 72534.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.0765 86.1533 0.0134457 0.00171874 68218.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.8881 85.1434 0.0118657 0.00109645 74285.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 96.9676 83.9639 0.0109684 0.00109723 81043.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.592 83.2925 0.0124964 0.00117235 70646.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.5664 82.2995 0.0115522 0.00110193 76552.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.3476 81.1992 0.011234 0.00117009 79491.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.2443 80.5781 0.0112068 0.00130737 80812.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.2752 79.069 0.0122291 0.00115018 72209.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.0545 77.7413 0.0104945 0.00105268 84729.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.0781 77.58 0.0112016 0.00133099 81048.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.0068 76.1568 0.0118061 0.00105603 74418.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.8854 75.5677 0.0130245 0.00143969 69055.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.9101 74.4437 0.0141608 0.00156263 63501.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.89 73.3646 0.0126512 0.00110562 69290.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 83.8473 71.9212 0.0110778 0.00108401 80049.5 0
: 595 | 82.8461 71.9298 0.0106522 0.0010442 83263.8 1
: 596 Minimum Test error found - save the configuration
: 596 | 81.991 70.6464 0.0109621 0.00113514 81408.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.0817 69.7693 0.0115745 0.00110559 76417 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.1822 69.5925 0.0128717 0.00131533 69226.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.0534 67.9422 0.0130642 0.00107915 66749.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.1348 66.719 0.0104697 0.00105397 84964.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.0962 66.5252 0.0138527 0.00164701 65543.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.3617 65.4775 0.0127504 0.00109572 68642.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.304 64.078 0.0105295 0.00106122 84492.3 0
: 604 | 74.5239 64.4898 0.0104275 0.0010585 85387.8 1
: 605 Minimum Test error found - save the configuration
: 605 | 73.8003 63.1262 0.0106314 0.00111724 84085.4 0
: 606 | 72.7747 63.2432 0.010637 0.00103644 83328.6 1
: 607 Minimum Test error found - save the configuration
: 607 | 71.842 61.3567 0.0107516 0.00109608 82854.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.9938 60.4193 0.0109739 0.00108068 80863.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.1695 60.0657 0.0109054 0.00117445 82212.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.2931 58.7412 0.011118 0.00112364 80044.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.3575 57.7467 0.0110607 0.00120816 81197 0
: 612 Minimum Test error found - save the configuration
: 612 | 67.7476 57.0995 0.0112284 0.00119679 79747.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.753 56.5995 0.0128733 0.00155408 70676.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.945 56.0481 0.0108615 0.00114664 82348.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.3056 54.7969 0.0121304 0.00136866 74337.4 0
: 616 | 64.421 54.9418 0.0133646 0.00162458 68142.8 1
: 617 Minimum Test error found - save the configuration
: 617 | 63.7847 53.6774 0.0135669 0.00109494 64144.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 62.8121 52.57 0.0125696 0.00117208 70190.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.0918 51.7646 0.0157172 0.00179828 57475.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.3535 51.3973 0.0152757 0.0010906 56397.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.838 50.5823 0.0112964 0.00158359 82365.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 59.9096 50.0279 0.0117926 0.00127989 76098.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.2056 49.092 0.0135495 0.00115666 64553.5 0
: 624 | 58.9045 49.279 0.0114389 0.00155018 80900.2 1
: 625 Minimum Test error found - save the configuration
: 625 | 58.0661 47.807 0.0117036 0.00118983 76090.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.1055 47.5693 0.0118834 0.001119 74319.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.4844 46.357 0.0111057 0.00107137 79725.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.7097 46.1659 0.0133482 0.00155214 67819.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.1272 45.2106 0.01155 0.00156395 80112 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.6327 44.3994 0.0127519 0.0011115 68726.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.7476 43.7978 0.0105581 0.00107622 84371.8 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.1008 43.3481 0.0106168 0.0010677 83777.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.3962 42.6037 0.0105763 0.00109311 84359.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 51.8134 42.1525 0.010973 0.00141629 83711 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.0851 41.4923 0.0107232 0.00105303 82728.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.5748 40.6561 0.0105784 0.00105792 84029.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 49.9263 40.3921 0.0123365 0.00124458 72124.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.3395 39.5737 0.0126664 0.00127796 70246.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.7667 39.2544 0.0133509 0.00169346 68625.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.1659 38.8757 0.0124319 0.00136306 72275 0
: 641 | 47.533 38.9525 0.0113947 0.00102249 77129 1
: 642 Minimum Test error found - save the configuration
: 642 | 47.1064 37.4068 0.0139864 0.00174332 65342.8 0
: 643 | 46.6631 37.7121 0.0117162 0.00101775 74777.5 1
: 644 Minimum Test error found - save the configuration
: 644 | 45.979 36.5858 0.0118257 0.00182159 79966.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.3586 36.1963 0.0160323 0.00129121 54270 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.6652 35.7627 0.0109961 0.00105925 80508.4 0
: 647 | 44.0888 35.9113 0.012822 0.00103444 67868.2 1
: 648 Minimum Test error found - save the configuration
: 648 | 43.6882 34.9609 0.0114967 0.00107723 76779.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.3908 34.2542 0.0132881 0.00118119 66078.2 0
: 650 | 42.7179 34.3306 0.0131159 0.00108523 66496.9 1
: 651 Minimum Test error found - save the configuration
: 651 | 42.2063 33.1284 0.0115222 0.00120647 77551.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.7283 32.7382 0.0126326 0.00132134 70725.8 0
: 653 | 41.1013 32.9582 0.0111646 0.00104835 79080.9 1
: 654 Minimum Test error found - save the configuration
: 654 | 40.7769 32.4707 0.0127905 0.00110704 68473.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.2299 31.8243 0.012455 0.0017646 74833.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.5772 31.0121 0.0136349 0.00113141 63982.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.0944 30.3697 0.0142484 0.00180697 64301.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.6325 30.0961 0.012054 0.00147454 75618 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.2521 29.9261 0.0112084 0.00124056 80257.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.9715 29.3519 0.0119745 0.00135928 75363.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.3184 28.9859 0.0136087 0.00118861 64411.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 36.7434 27.9683 0.0122636 0.00173751 76001.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.3495 27.6983 0.0166532 0.00179102 53827.9 0
: 664 Minimum Test error found - save the configuration
: 664 | 35.8599 27.6069 0.0164822 0.00183035 54600.5 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.5234 26.5481 0.0165575 0.00182824 54313.8 0
: 666 | 34.935 26.7245 0.0163222 0.00158115 54270.4 1
: 667 Minimum Test error found - save the configuration
: 667 | 34.5021 26.4863 0.0106429 0.00110086 83839.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.0553 25.4741 0.0110603 0.00109094 80245.9 0
: 669 Minimum Test error found - save the configuration
: 669 | 33.8267 25.3137 0.0115294 0.00152396 79956.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.3468 24.6057 0.0126536 0.00160195 72387.5 0
: 671 | 32.8698 25.398 0.0137102 0.00160349 66079.3 1
: 672 Minimum Test error found - save the configuration
: 672 | 32.5021 24.0262 0.0113077 0.00112524 78566.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.0075 23.7166 0.0117233 0.00116946 75801.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.7887 23.5938 0.0112532 0.00108663 78689.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.2625 22.741 0.0111141 0.00111566 80012.3 0
: 676 | 31.0469 23.5312 0.0117293 0.00119599 75949.3 1
: 677 | 30.8514 22.7504 0.0116596 0.00116984 76264.7 2
: 678 Minimum Test error found - save the configuration
: 678 | 30.2632 21.8831 0.0145243 0.00141785 61038.9 0
: 679 | 30.1319 21.9036 0.0114764 0.00106225 76818.2 1
: 680 Minimum Test error found - save the configuration
: 680 | 29.4858 21.1219 0.011328 0.00131256 79876.7 0
: 681 | 29.2329 21.7696 0.0121238 0.00160198 76032.7 1
: 682 Minimum Test error found - save the configuration
: 682 | 28.7326 20.3475 0.0129207 0.00167026 71108.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.2828 20.1307 0.0159228 0.00167959 56167 0
: 684 | 27.8655 20.5123 0.0158531 0.00157733 56039.1 1
: 685 Minimum Test error found - save the configuration
: 685 | 27.5741 19.3805 0.0162183 0.00171721 55168.3 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.3289 19.0902 0.0159609 0.00171622 56161.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 26.8782 18.75 0.0166175 0.00178289 53927.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.4858 18.6406 0.0164392 0.00172718 54377.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.1406 18.4852 0.0159303 0.00165211 56029.6 0
: 690 Minimum Test error found - save the configuration
: 690 | 25.8298 18.344 0.015937 0.00169529 56172.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.4101 17.7733 0.0162311 0.00168517 54998.3 0
: 692 | 25.0793 17.808 0.0158527 0.00155625 55957.8 1
: 693 | 24.968 18.1432 0.0158625 0.0015757 55995.6 2
: 694 Minimum Test error found - save the configuration
: 694 | 24.7858 17.3173 0.0160339 0.00166847 55689.2 0
: 695 | 24.5732 18.1261 0.0159698 0.00158369 55609.1 1
: 696 Minimum Test error found - save the configuration
: 696 | 23.9792 17.2297 0.0161125 0.00168858 55463.5 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.5219 16.5871 0.0160433 0.00167115 55663.1 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.2775 16.548 0.0162151 0.0017107 55155.9 0
: 699 Minimum Test error found - save the configuration
: 699 | 22.8704 16.0968 0.0163112 0.00167959 54676.1 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.7602 15.885 0.0163007 0.00169359 54768 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.235 15.5071 0.0147592 0.00114305 58753.8 0
: 702 | 22.1174 15.813 0.0110632 0.0010386 79803.9 1
: 703 Minimum Test error found - save the configuration
: 703 | 21.8861 14.8217 0.0110796 0.001172 80746.1 0
: 704 | 21.5264 15.0416 0.013953 0.00161295 64829.6 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.1718 14.5685 0.0149063 0.00179392 61011 0
: 706 | 20.862 14.7904 0.0149811 0.00167553 60125.2 1
: 707 Minimum Test error found - save the configuration
: 707 | 20.6504 14.1685 0.0112484 0.00107461 78633.6 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.2558 13.9157 0.0133118 0.00138733 67089.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.0013 13.6441 0.014336 0.00165491 63086.1 0
: 710 | 19.6498 13.8133 0.0141186 0.00101544 61054.2 1
: 711 Minimum Test error found - save the configuration
: 711 | 19.586 13.2312 0.0111223 0.00114466 80179.6 0
: 712 | 19.4795 13.7689 0.0156389 0.0015954 56965.8 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.2787 12.9081 0.014204 0.00119253 61484.2 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.9933 12.6134 0.0129019 0.00115774 68118.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.5533 12.3034 0.0110339 0.00109016 80452.6 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.3794 12.3013 0.0110574 0.00116914 80904.3 0
: 717 | 18.0786 12.3218 0.0115329 0.00119324 77372.1 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.0923 12.2495 0.0110279 0.00114726 80966 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.6344 11.2134 0.0110729 0.00126194 81541.2 0
: 720 | 17.2705 12.0589 0.0136335 0.00163338 66666.3 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.1312 11.0495 0.0140101 0.00159961 64461.6 0
: 722 | 17.0261 11.4936 0.013513 0.00137287 65897.1 1
: 723 Minimum Test error found - save the configuration
: 723 | 16.7436 10.8595 0.0131745 0.00164051 69360.3 0
: 724 | 16.4217 11.1967 0.0106681 0.00103749 83068.3 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.1759 10.5763 0.011266 0.00139251 81025.3 0
: 726 Minimum Test error found - save the configuration
: 726 | 15.883 9.95571 0.0130595 0.00115026 67174.5 0
: 727 | 15.6415 10.0689 0.0111737 0.00102401 78819.9 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.6138 9.44758 0.0107045 0.00107887 83111.7 0
: 729 | 15.4136 10.0398 0.0107695 0.00115782 83232.1 1
: 730 | 15.2141 9.6159 0.0130431 0.00108924 66923.8 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.0493 9.29259 0.0109348 0.00108929 81255.3 0
: 732 | 14.8887 9.76054 0.0109707 0.00111701 81187.5 1
: 733 | 14.4859 9.51465 0.0110981 0.00121815 80971.9 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.2926 8.60791 0.0130511 0.00118148 67399 0
: 735 Minimum Test error found - save the configuration
: 735 | 13.9968 8.52559 0.0131657 0.00114466 66549.9 0
: 736 Minimum Test error found - save the configuration
: 736 | 13.8984 8.34257 0.0118161 0.00124641 75688.3 0
: 737 | 13.6624 8.55074 0.0131612 0.00150731 68646.4 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.4724 8.2436 0.0127669 0.00119955 69160.3 0
: 739 | 13.3304 8.2441 0.0115606 0.00106366 76212.9 1
: 740 | 13.0937 8.31494 0.0111146 0.00106619 79614.2 2
: 741 Minimum Test error found - save the configuration
: 741 | 12.983 7.64215 0.0128664 0.00109701 67972.8 0
: 742 Minimum Test error found - save the configuration
: 742 | 12.7161 7.35083 0.0120681 0.00169413 77115.7 0
: 743 | 12.5833 7.91353 0.0125035 0.00169415 74010.3 1
: 744 | 12.8757 7.65754 0.0132893 0.00113497 65820 2
: 745 | 12.591 7.54299 0.0133066 0.00129674 66612.1 3
: 746 | 12.4179 7.40143 0.0114687 0.00105879 76849.7 4
: 747 | 12.4017 8.13881 0.0108023 0.00112101 82633.7 5
: 748 Minimum Test error found - save the configuration
: 748 | 12.0032 7.0411 0.0114489 0.00118017 77906.6 0
: 749 Minimum Test error found - save the configuration
: 749 | 11.5926 6.51414 0.0122411 0.00158578 75080 0
: 750 | 11.3673 6.56002 0.0130486 0.00100691 66436 1
: 751 | 11.23 6.86801 0.0107353 0.00107048 82774.6 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.063 6.36672 0.0112458 0.00113488 79122.6 0
: 753 | 10.9926 6.51411 0.0111905 0.00106292 78992.4 1
: 754 | 10.923 6.55063 0.0105875 0.0010255 83664.9 2
: 755 | 11.1039 6.44431 0.0106647 0.00101971 82944.4 3
: 756 Minimum Test error found - save the configuration
: 756 | 10.6886 5.90573 0.0106218 0.00106804 83736.9 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.6258 5.87102 0.010557 0.00105189 84165.7 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.4645 5.59569 0.0106111 0.00107964 83932.7 0
: 759 | 10.1739 6.45377 0.0105332 0.0010067 83976 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.0821 5.04365 0.0125781 0.00128059 70812.2 0
: 761 | 9.95777 5.89105 0.0114806 0.00168268 81649.8 1
: 762 Minimum Test error found - save the configuration
: 762 | 9.80688 4.98223 0.0117629 0.00156166 78421.7 0
: 763 | 9.66527 5.74619 0.0125242 0.00169119 73848.6 1
: 764 | 9.5473 5.47531 0.0147019 0.00101802 58463.1 2
: 765 | 9.30328 5.35804 0.0106036 0.00118306 84920.5 3
: 766 | 9.19666 5.32779 0.0143223 0.00153413 62557.8 4
: 767 Minimum Test error found - save the configuration
: 767 | 9.06091 4.96747 0.0121712 0.00158633 75579.7 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.06014 4.68955 0.0155096 0.00167658 57832.8 0
: 769 Minimum Test error found - save the configuration
: 769 | 8.76952 4.65611 0.0138467 0.00124002 63458.4 0
: 770 | 8.62676 4.68292 0.0106876 0.00105057 83013.3 1
: 771 Minimum Test error found - save the configuration
: 771 | 8.66126 4.35828 0.0128143 0.00177994 72500.8 0
: 772 | 8.68401 4.64115 0.0142172 0.00172448 64037.5 1
: 773 | 8.55423 4.64332 0.0136051 0.00164386 66883 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.37354 4.0138 0.0126427 0.00108168 69198.3 0
: 775 | 8.14953 4.83108 0.0125322 0.000998062 69359.6 1
: 776 | 8.14355 4.0629 0.0104261 0.000998032 84852.7 2
: 777 | 7.99086 4.25099 0.0127338 0.00101793 68283.5 3
: 778 Minimum Test error found - save the configuration
: 778 | 7.88241 3.8898 0.010482 0.00105421 84855.7 0
: 779 Minimum Test error found - save the configuration
: 779 | 7.8392 3.75671 0.0116658 0.0018024 81108.1 0
: 780 | 7.67913 4.13438 0.015704 0.00168582 57068.9 1
: 781 Minimum Test error found - save the configuration
: 781 | 7.49331 3.64137 0.0165734 0.00180129 54156.2 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.44768 3.58035 0.0165308 0.00178706 54260.4 0
: 783 | 7.39245 3.80201 0.0164147 0.00168881 54325.9 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.34469 3.2326 0.0165586 0.00179823 54199.2 0
: 785 | 7.38243 3.49496 0.0161175 0.00169611 55473.3 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.17413 3.1769 0.0164269 0.00177837 54613 0
: 787 | 6.93206 3.48857 0.0162587 0.00166373 54813.4 1
: 788 | 6.94832 3.53701 0.0137806 0.00101093 62648.6 2
: 789 | 6.84404 3.29066 0.0137344 0.00158312 65836.7 3
: 790 | 6.74875 3.51189 0.0158089 0.00159969 56301.4 4
: 791 | 6.68523 3.2823 0.0144466 0.0014745 61670.7 5
: 792 | 6.60957 3.31709 0.0105018 0.00101723 84347.4 6
: 793 | 6.46308 3.37777 0.013328 0.00151022 67694.8 7
: 794 Minimum Test error found - save the configuration
: 794 | 6.50597 3.09827 0.0115143 0.00108224 76686.9 0
: 795 | 6.37292 3.16606 0.0115892 0.00102451 75723.8 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.3743 3.0952 0.0118066 0.00108082 74586.7 0
: 797 | 6.23738 3.59539 0.0114681 0.00101938 76564.1 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.15573 3.0206 0.0122049 0.00164922 75788.9 0
: 799 | 6.2255 3.41268 0.0118997 0.00100747 73446.6 1
: 800 Minimum Test error found - save the configuration
: 800 | 6.20877 2.8396 0.0104922 0.0010487 84714.4 0
: 801 | 6.24375 2.87439 0.0117561 0.00152619 78202.2 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.02021 2.53684 0.0120703 0.00105452 72622.9 0
: 803 | 5.85952 2.76615 0.0103578 0.00100573 85542.2 1
: 804 | 5.73233 2.62412 0.0112355 0.00102944 78384.5 2
: 805 | 5.77789 2.60514 0.0152658 0.00167121 58847 3
: 806 | 5.61813 2.80474 0.0124956 0.00103122 69781.4 4
: 807 | 5.50039 2.73544 0.016107 0.00170105 55532.4 5
: 808 | 5.4591 2.60464 0.0144263 0.00162452 62491.3 6
: 809 | 5.40293 2.58123 0.01207 0.00101867 72389.8 7
: 810 | 5.35272 2.83746 0.0122116 0.00101113 71425.8 8
: 811 Minimum Test error found - save the configuration
: 811 | 5.26818 2.16336 0.0113735 0.00111554 77988.2 0
: 812 | 5.09931 2.19718 0.0115833 0.00164237 80475.7 1
: 813 Minimum Test error found - save the configuration
: 813 | 5.02605 2.10777 0.0124623 0.0013645 72086.6 0
: 814 Minimum Test error found - save the configuration
: 814 | 5.16642 2.08451 0.010558 0.00106601 84281.5 0
: 815 | 4.99235 2.59943 0.010621 0.00103692 83471.7 1
: 816 | 4.88047 2.54894 0.0104891 0.00102791 84556.2 2
: 817 | 4.90067 2.6978 0.0104574 0.00100129 84601.3 3
: 818 | 4.81261 2.27984 0.0106126 0.00101533 83356.8 4
: 819 | 4.69121 2.88806 0.0105874 0.00102588 83669 5
: 820 | 4.86902 2.11606 0.0105739 0.00103654 83880.3 6
: 821 | 4.70776 2.51773 0.0112474 0.00102029 78223.6 7
: 822 | 4.83871 2.69296 0.0104842 0.00100956 84436.2 8
: 823 | 4.66177 2.21852 0.0114754 0.00111466 77214.4 9
: 824 | 4.43341 2.62808 0.0108141 0.00103873 81838.4 10
: 825 | 4.42806 2.33611 0.0105389 0.00100948 83950.7 11
: 826 Minimum Test error found - save the configuration
: 826 | 4.2997 1.95582 0.0104049 0.00105679 85578.5 0
: 827 | 4.36577 2.24589 0.0106035 0.00101896 83467.5 1
: 828 | 4.32359 2.13972 0.0105062 0.00100004 84155.7 2
: 829 | 4.20336 2.21596 0.0104641 0.00100151 84543.3 3
: 830 | 4.07473 1.98222 0.0103456 0.00100097 85610.4 4
: 831 | 4.12396 2.36779 0.0109891 0.0010117 80181.2 5
: 832 | 4.35375 2.0051 0.0109796 0.00100338 80190.8 6
: 833 | 4.24158 2.67213 0.0108097 0.00105523 82014 7
: 834 | 4.28051 2.32999 0.0105752 0.0010328 83836.7 8
: 835 Minimum Test error found - save the configuration
: 835 | 4.01673 1.65855 0.0108221 0.0010984 82272.8 0
: 836 Minimum Test error found - save the configuration
: 836 | 3.80068 1.60408 0.0114677 0.0010848 77050.1 0
: 837 | 3.83455 1.64464 0.0108252 0.00101356 81536.2 1
: 838 | 3.86726 1.72347 0.0113455 0.00102255 77497.4 2
: 839 | 3.7959 2.18934 0.0104688 0.0010055 84537.1 3
: 840 | 3.65667 2.04507 0.0111218 0.00101061 79120.2 4
: 841 | 3.76038 2.50597 0.0105805 0.00101538 83637.5 5
: 842 | 3.80879 1.92905 0.0113656 0.00101151 77264.1 6
: 843 | 3.83172 2.69177 0.0104875 0.00105132 84780 7
: 844 | 3.59292 1.87992 0.01115 0.00108466 79480.7 8
: 845 | 3.56363 2.28077 0.0107983 0.0010535 82095.5 9
: 846 | 3.47329 2.13106 0.0112932 0.00108734 78386 10
: 847 | 3.5759 2.05927 0.0113051 0.00105603 78055.5 11
: 848 | 3.4909 1.67372 0.0107591 0.00100976 82057 12
: 849 | 3.56336 2.16502 0.011304 0.0010303 77869 13
: 850 | 3.34715 2.08221 0.0106578 0.00106174 83367.9 14
: 851 | 3.33461 1.85962 0.0107682 0.00101542 82027.9 15
: 852 | 3.25636 2.52081 0.0106883 0.00108402 83295.8 16
: 853 | 3.42497 2.17902 0.0109103 0.00101788 80870.2 17
: 854 | 3.22673 1.90831 0.0105643 0.00105371 84117.1 18
: 855 | 3.24533 2.3213 0.0106762 0.00105263 83128.8 19
: 856 | 3.15673 1.79397 0.0108953 0.00102315 81035.8 20
: 857 | 3.07925 1.91654 0.0112265 0.00100865 78294.2 21
:
: Elapsed time for training with 1000 events: 10.2 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: 0.0114 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: 0.872 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.225 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= 3.25137e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03007e+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: 0.053 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: 0.0422 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: 0.00245 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: 0.121 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: 1.05 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: 0.0278 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00394 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: 0.0434 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00585 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: 0.0023 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000406 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: 0.121 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0125 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -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: 0.991 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.112 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 : -0.519 0.194 5.32 1.53 | 3.247 3.235
: 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 : 0.104 0.263 1.83 1.04 | 3.356 3.346
: 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!