TMVARegression.C File Reference

Detailed Description

This macro provides examples for the training and testing of the TMVA classifiers.

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

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

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

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

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

• Project : TMVA - a Root-integrated toolkit for multivariate data analysis
• Package : TMVA
• Root Macro: TMVARegression

 
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
 
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
 
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
 
 
using namespace TMVA;
 
void TMVARegression( TString myMethodList = "" )
{
   // The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
   // if you use your private .rootrc, or run from a different directory, please copy the
   // corresponding lines from .rootrc
 
   // methods to be processed can be given as an argument; use format:
   //
   //     mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
   //
 
   //---------------------------------------------------------------
   // This loads the library
   TMVA::Tools::Instance();
 
 
 
   // Default MVA methods to be trained + tested
   std::map<std::string,int> Use;
 
   // Mutidimensional likelihood and Nearest-Neighbour methods
   Use["PDERS"]           = 0;
   Use["PDEFoam"]         = 1;
   Use["KNN"]             = 1;
   //
   // Linear Discriminant Analysis
   Use["LD"]              = 1;
   //
   // Function Discriminant analysis
   Use["FDA_GA"]          = 0;
   Use["FDA_MC"]          = 0;
   Use["FDA_MT"]          = 0;
   Use["FDA_GAMT"]        = 0;
   //
   // Neural Network
   Use["MLP"]             = 0;
   // Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
   Use["DNN_GPU"] = 1;
   Use["DNN_CPU"] = 0;
#else
   Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
   Use["DNN_CPU"] = 1;
#else
   Use["DNN_CPU"] = 0;
#endif
#endif
   //
   // Support Vector Machine
   Use["SVM"]             = 0;
   //
   // Boosted Decision Trees
   Use["BDT"]             = 0;
   Use["BDTG"]            = 1;
   // ---------------------------------------------------------------
 
   std::cout << std::endl;
   std::cout << "==> Start TMVARegression" << std::endl;
 
   // Select methods (don't look at this code - not of interest)
   if (myMethodList != "") {
      for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
 
      std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
      for (UInt_t i=0; i<mlist.size(); i++) {
         std::string regMethod(mlist[i].Data());
 
         if (Use.find(regMethod) == Use.end()) {
            std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
            for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
            std::cout << std::endl;
            return;
         }
         Use[regMethod] = 1;
      }
   }
 
   // --------------------------------------------------------------------------------------------------
 
   // Here the preparation phase begins
 
   // Create a new root output file
   TString outfileName( "TMVAReg.root" );
   TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
 
   // Create the factory object. Later you can choose the methods
   // whose performance you'd like to investigate. The factory will
   // then run the performance analysis for you.
   //
   // The first argument is the base of the name of all the
   // weightfiles in the directory weight/
   //
   // The second argument is the output file for the training results
   // All TMVA output can be suppressed by removing the "!" (not) in
   // front of the "Silent" argument in the option string
   TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
                                               "!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
 
 
   TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
   // If you wish to modify default settings
   // (please check "src/Config.h" to see all available global options)
   //
   //     (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
   //     (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
 
   // Define the input variables that shall be used for the MVA training
   // note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
   // [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
   dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
   dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
 
   // You can add so-called "Spectator variables", which are not used in the MVA training,
   // but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
   // input variables, the response values of all trained MVAs, and the spectator variables
   dataloader->AddSpectator( "spec1:=var1*2",  "Spectator 1", "units", 'F' );
   dataloader->AddSpectator( "spec2:=var1*3",  "Spectator 2", "units", 'F' );
 
   // Add the variable carrying the regression target
   dataloader->AddTarget( "fvalue" );
 
   // It is also possible to declare additional targets for multi-dimensional regression, ie:
   //     factory->AddTarget( "fvalue2" );
   // BUT: this is currently ONLY implemented for MLP
 
   // Read training and test data (see TMVAClassification for reading ASCII files)
   // load the signal and background event samples from ROOT trees
   TFile *input(nullptr);
   TString fname =  gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
   if (!gSystem->AccessPathName( fname )) {
      input = TFile::Open( fname ); // check if file in local directory exists
   }
   if (!input) {
      std::cout << "ERROR: could not open data file" << std::endl;
      exit(1);
   }
   std::cout << "--- TMVARegression           : Using input file: " << input->GetName() << std::endl;
 
   // Register the regression tree
 
   TTree *regTree = (TTree*)input->Get("TreeR");
 
   // global event weights per tree (see below for setting event-wise weights)
   Double_t regWeight  = 1.0;
 
   // You can add an arbitrary number of regression trees
   dataloader->AddRegressionTree( regTree, regWeight );
 
   // This would set individual event weights (the variables defined in the
   // expression need to exist in the original TTree)
   dataloader->SetWeightExpression( "var1", "Regression" );
 
   // Apply additional cuts on the signal and background samples (can be different)
   TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
 
   // tell the DataLoader to use all remaining events in the trees after training for testing:
   dataloader->PrepareTrainingAndTestTree( mycut,
                                         "nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
   //
   //     dataloader->PrepareTrainingAndTestTree( mycut,
   //            "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
 
   // If no numbers of events are given, half of the events in the tree are used
   // for training, and the other half for testing:
   //
   //     dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
 
   // Book MVA methods
   //
   // Please lookup the various method configuration options in the corresponding cxx files, eg:
   // src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
   // it is possible to preset ranges in the option string in which the cut optimisation should be done:
   // "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
 
   // PDE - RS method
   if (Use["PDERS"])
      factory->BookMethod( dataloader,  TMVA::Types::kPDERS, "PDERS",
                           "!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
   // And the options strings for the MinMax and RMS methods, respectively:
   //
   //      "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
   //      "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
 
   if (Use["PDEFoam"])
       factory->BookMethod( dataloader,  TMVA::Types::kPDEFoam, "PDEFoam",
             "!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
 
   // K-Nearest Neighbour classifier (KNN)
   if (Use["KNN"])
      factory->BookMethod( dataloader,  TMVA::Types::kKNN, "KNN",
                           "nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
 
   // Linear discriminant
   if (Use["LD"])
      factory->BookMethod( dataloader,  TMVA::Types::kLD, "LD",
                           "!H:!V:VarTransform=None" );
 
   // Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
   if (Use["FDA_MC"])
      factory->BookMethod( dataloader,  TMVA::Types::kFDA, "FDA_MC",
                          "!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
 
   if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
      factory->BookMethod( dataloader,  TMVA::Types::kFDA, "FDA_GA",
                           "!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
 
   if (Use["FDA_MT"])
      factory->BookMethod( dataloader,  TMVA::Types::kFDA, "FDA_MT",
                           "!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
 
   if (Use["FDA_GAMT"])
      factory->BookMethod( dataloader,  TMVA::Types::kFDA, "FDA_GAMT",
                           "!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
 
   // Neural network (MLP)
   if (Use["MLP"])
      factory->BookMethod( dataloader,  TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
 
   if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
 
      TString archOption =  Use["DNN_GPU"] ? "GPU" : "CPU";
 
      TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
 
 
      TString trainingStrategyString("TrainingStrategy=");
 
      trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
 
      TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
      nnOptions.Append(archOption);
      nnOptions.Append(":");
      nnOptions.Append(layoutString);
      nnOptions.Append(":");
      nnOptions.Append(trainingStrategyString);
 
      TString methodName = TString("DNN_") + archOption;
 
      factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
   }
 
 
 
   // Support Vector Machine
   if (Use["SVM"])
      factory->BookMethod( dataloader,  TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
 
   // Boosted Decision Trees
   if (Use["BDT"])
     factory->BookMethod( dataloader,  TMVA::Types::kBDT, "BDT",
                           "!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
 
   if (Use["BDTG"])
     factory->BookMethod( dataloader,  TMVA::Types::kBDT, "BDTG",
                           "!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
   // --------------------------------------------------------------------------------------------------
 
   // Now you can tell the factory to train, test, and evaluate the MVAs
 
   // Train MVAs using the set of training events
   factory->TrainAllMethods();
 
   // Evaluate all MVAs using the set of test events
   factory->TestAllMethods();
 
   // Evaluate and compare performance of all configured MVAs
   factory->EvaluateAllMethods();
 
   // --------------------------------------------------------------
 
   // Save the output
   outputFile->Close();
 
   std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
   std::cout << "==> TMVARegression is done!" << std::endl;
 
   delete factory;
   delete dataloader;
 
   // Launch the GUI for the root macros
   if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
 
int main( int argc, char** argv )
{
   // Select methods (don't look at this code - not of interest)
   TString methodList;
   for (int i=1; i<argc; i++) {
      TString regMethod(argv[i]);
      if(regMethod=="-b" || regMethod=="--batch") continue;
      if (!methodList.IsNull()) methodList += TString(",");
      methodList += regMethod;
   }
   TMVARegression(methodList);
   return 0;
}

 
==> Start TMVARegression
--- TMVARegression           : Using input file: /home/stephan/code/root-opt/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: ␛[1;31m0.468 sec␛[0m                                 
                         : Elapsed time for training with 1000 events: ␛[1;31m0.474 sec␛[0m         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of PDEFoam on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.00976 sec␛[0m       
                         : 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: ␛[1;31m0.00111 sec␛[0m         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of KNN on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.0229 sec␛[0m       
                         : 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: ␛[1;31m0.000396 sec␛[0m         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of LD on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.0033 sec␛[0m       
                         : 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 = 31540.6
                         : --------------------------------------------------------------
                         :      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 |      33130.7     31214.7   0.0136939  0.00127157     64400.2           0
                         :          2 Minimum Test error found - save the configuration 
                         :          2 |      32673.9     30713.6   0.0137826  0.00128245       63999           0
                         :          3 Minimum Test error found - save the configuration 
                         :          3 |      32006.1     30017.7   0.0140417  0.00132239     62896.4           0
                         :          4 Minimum Test error found - save the configuration 
                         :          4 |      31201.3     29331.6   0.0142145  0.00132796     62080.3           0
                         :          5 Minimum Test error found - save the configuration 
                         :          5 |      30422.3     28580.7   0.0140861  0.00133725     62750.6           0
                         :          6 Minimum Test error found - save the configuration 
                         :          6 |      29593.3     27690.8   0.0141394  0.00131395     62375.8           0
                         :          7 Minimum Test error found - save the configuration 
                         :          7 |      28867.5       27032   0.0141542  0.00130401     62256.1           0
                         :          8 Minimum Test error found - save the configuration 
                         :          8 |      28390.1     26640.8   0.0139549  0.00128358     63134.7           0
                         :          9 Minimum Test error found - save the configuration 
                         :          9 |      28025.6     26314.8   0.0139452  0.00129847     63257.2           0
                         :         10 Minimum Test error found - save the configuration 
                         :         10 |        27700     26015.8   0.0140519  0.00130356     62753.1           0
                         :         11 Minimum Test error found - save the configuration 
                         :         11 |      27394.9     25734.8   0.0140984  0.00129408       62479           0
                         :         12 Minimum Test error found - save the configuration 
                         :         12 |      27106.1     25463.7    0.014052  0.00130473     62758.7           0
                         :         13 Minimum Test error found - save the configuration 
                         :         13 |      26827.8       25201   0.0140344  0.00128283     62737.6           0
                         :         14 Minimum Test error found - save the configuration 
                         :         14 |      26558.4     24944.9    0.014058   0.0012938     62675.4           0
                         :         15 Minimum Test error found - save the configuration 
                         :         15 |      26293.3     24698.5   0.0142453  0.00135468     62060.5           0
                         :         16 Minimum Test error found - save the configuration 
                         :         16 |      26038.5     24454.7   0.0141615  0.00129772     62190.1           0
                         :         17 Minimum Test error found - save the configuration 
                         :         17 |      25786.9     24216.7   0.0140393  0.00128556     62726.8           0
                         :         18 Minimum Test error found - save the configuration 
                         :         18 |      25541.4     23982.8   0.0140592  0.00129711     62685.8           0
                         :         19 Minimum Test error found - save the configuration 
                         :         19 |      25298.3     23755.3   0.0140678  0.00130909     62702.3           0
                         :         20 Minimum Test error found - save the configuration 
                         :         20 |      25062.4     23529.4   0.0140805  0.00133261     62755.7           0
                         :         21 Minimum Test error found - save the configuration 
                         :         21 |      24827.4     23309.1   0.0141536  0.00133492     62409.1           0
                         :         22 Minimum Test error found - save the configuration 
                         :         22 |      24596.8     23093.1   0.0141954  0.00131289     62099.5           0
                         :         23 Minimum Test error found - save the configuration 
                         :         23 |      24372.1     22877.2   0.0141131  0.00130062     62439.1           0
                         :         24 Minimum Test error found - save the configuration 
                         :         24 |      24147.6       22666   0.0140911  0.00130866       62586           0
                         :         25 Minimum Test error found - save the configuration 
                         :         25 |      23927.4     22457.4   0.0141253  0.00129604     62357.7           0
                         :         26 Minimum Test error found - save the configuration 
                         :         26 |      23711.6     22249.1   0.0140852  0.00130684     62605.6           0
                         :         27 Minimum Test error found - save the configuration 
                         :         27 |      23493.9     22047.8   0.0140641  0.00131547     62751.8           0
                         :         28 Minimum Test error found - save the configuration 
                         :         28 |      23285.6     21843.9   0.0140166  0.00129341     62877.2           0
                         :         29 Minimum Test error found - save the configuration 
                         :         29 |      23075.2     21644.2   0.0141032  0.00132902     62626.5           0
                         :         30 Minimum Test error found - save the configuration 
                         :         30 |      22865.6     21450.7   0.0141277  0.00131936     62459.1           0
                         :         31 Minimum Test error found - save the configuration 
                         :         31 |      22662.6     21257.4   0.0140573    0.001312     62768.1           0
                         :         32 Minimum Test error found - save the configuration 
                         :         32 |      22460.7     21065.9   0.0141093  0.00130233     62465.8           0
                         :         33 Minimum Test error found - save the configuration 
                         :         33 |      22258.6     20879.7   0.0140282  0.00130859     62894.8           0
                         :         34 Minimum Test error found - save the configuration 
                         :         34 |      22065.1     20689.7   0.0140137  0.00130645     62956.4           0
                         :         35 Minimum Test error found - save the configuration 
                         :         35 |      21866.1     20507.1   0.0139497  0.00128409     63163.2           0
                         :         36 Minimum Test error found - save the configuration 
                         :         36 |      21674.7     20323.8   0.0141465  0.00131067     62325.7           0
                         :         37 Minimum Test error found - save the configuration 
                         :         37 |      21483.2       20143   0.0143304  0.00131877     61483.5           0
                         :         38 Minimum Test error found - save the configuration 
                         :         38 |      21293.1     19965.4    0.014136  0.00131972     62420.5           0
                         :         39 Minimum Test error found - save the configuration 
                         :         39 |      21104.5       19792   0.0142225  0.00130333     61923.6           0
                         :         40 Minimum Test error found - save the configuration 
                         :         40 |      20922.5     19615.5   0.0142119   0.0013055     61984.7           0
                         :         41 Minimum Test error found - save the configuration 
                         :         41 |      20740.7       19439   0.0143488  0.00132879       61444           0
                         :         42 Minimum Test error found - save the configuration 
                         :         42 |        20556     19269.3   0.0142528   0.0013205     61860.4           0
                         :         43 Minimum Test error found - save the configuration 
                         :         43 |      20375.8     19102.6    0.014078  0.00130222     62618.4           0
                         :         44 Minimum Test error found - save the configuration 
                         :         44 |      20199.7     18935.3   0.0140947  0.00130023     62527.1           0
                         :         45 Minimum Test error found - save the configuration 
                         :         45 |      20025.2     18768.1   0.0140799  0.00130432     62619.4           0
                         :         46 Minimum Test error found - save the configuration 
                         :         46 |      19851.6     18602.2   0.0140893  0.00130221     62563.2           0
                         :         47 Minimum Test error found - save the configuration 
                         :         47 |      19678.2     18440.2    0.014027  0.00129663     62841.8           0
                         :         48 Minimum Test error found - save the configuration 
                         :         48 |      19505.2     18283.7   0.0141386   0.0012942     62284.1           0
                         :         49 Minimum Test error found - save the configuration 
                         :         49 |      19339.4     18124.7   0.0140215   0.0012989     62880.2           0
                         :         50 Minimum Test error found - save the configuration 
                         :         50 |      19172.8     17966.8   0.0141622    0.001313     62260.9           0
                         :         51 Minimum Test error found - save the configuration 
                         :         51 |      19007.3       17811   0.0142326  0.00144414     62556.4           0
                         :         52 Minimum Test error found - save the configuration 
                         :         52 |      18842.5     17658.7   0.0158767  0.00148566     55590.2           0
                         :         53 Minimum Test error found - save the configuration 
                         :         53 |      18681.3     17506.8   0.0158899  0.00154223     55758.1           0
                         :         54 Minimum Test error found - save the configuration 
                         :         54 |      18521.5     17355.5   0.0157672   0.0014911     56037.9           0
                         :         55 Minimum Test error found - save the configuration 
                         :         55 |      18361.7     17207.5   0.0159653  0.00151991     55381.2           0
                         :         56 Minimum Test error found - save the configuration 
                         :         56 |      18204.5       17061   0.0164243  0.00155413     53798.9           0
                         :         57 Minimum Test error found - save the configuration 
                         :         57 |      18051.8       16912   0.0166228  0.00153404     53019.7           0
                         :         58 Minimum Test error found - save the configuration 
                         :         58 |      17893.1     16771.4   0.0161597  0.00153389     54697.7           0
                         :         59 Minimum Test error found - save the configuration 
                         :         59 |      17744.4     16626.6   0.0161698   0.0014962     54519.5           0
                         :         60 Minimum Test error found - save the configuration 
                         :         60 |      17591.8     16485.7   0.0157776  0.00151403     56086.9           0
                         :         61 Minimum Test error found - save the configuration 
                         :         61 |      17442.6       16346   0.0161498  0.00150026     54609.3           0
                         :         62 Minimum Test error found - save the configuration 
                         :         62 |      17294.2     16208.5   0.0310875  0.00468531     30300.5           0
                         :         63 Minimum Test error found - save the configuration 
                         :         63 |      17147.5     16072.6   0.0277952  0.00132138     30218.5           0
                         :         64 Minimum Test error found - save the configuration 
                         :         64 |      17002.6       15938   0.0277672  0.00133446     30265.5           0
                         :         65 Minimum Test error found - save the configuration 
                         :         65 |      16860.4     15802.1   0.0312342   0.0047049     30155.3           0
                         :         66 Minimum Test error found - save the configuration 
                         :         66 |        16716     15668.6   0.0277633  0.00137071     30311.6           0
                         :         67 Minimum Test error found - save the configuration 
                         :         67 |      16572.1     15521.2   0.0280916  0.00147583     30057.4           0
                         :         68 Minimum Test error found - save the configuration 
                         :         68 |        16445     15382.5    0.026111   0.0015545       32578           0
                         :         69 Minimum Test error found - save the configuration 
                         :         69 |      16280.7     15259.5   0.0324836  0.00146897     25794.3           0
                         :         70 Minimum Test error found - save the configuration 
                         :         70 |        16134     15110.3   0.0331299  0.00490105     28339.8           0
                         :         71 Minimum Test error found - save the configuration 
                         :         71 |      15981.8     14964.7   0.0244243  0.00171167     35222.8           0
                         :         72 Minimum Test error found - save the configuration 
                         :         72 |      15856.7     14838.7   0.0178545  0.00165242     49376.3           0
                         :         73 Minimum Test error found - save the configuration 
                         :         73 |      15698.9     14683.9   0.0171196  0.00155024     51382.8           0
                         :         74 Minimum Test error found - save the configuration 
                         :         74 |      15557.1     14545.1   0.0194767  0.00162486     44813.4           0
                         :         75 Minimum Test error found - save the configuration 
                         :         75 |      15407.7     14399.1   0.0205854  0.00504408     51475.7           0
                         :         76 Minimum Test error found - save the configuration 
                         :         76 |      15271.6     14266.8   0.0343572  0.00161513     24433.4           0
                         :         77 Minimum Test error found - save the configuration 
                         :         77 |        15124     14128.1   0.0173672  0.00157482     50657.4           0
                         :         78 Minimum Test error found - save the configuration 
                         :         78 |      14984.9     13999.4   0.0285856  0.00477229     33594.7           0
                         :         79 Minimum Test error found - save the configuration 
                         :         79 |      14852.1       13865   0.0320846  0.00479014       29310           0
                         :         80 Minimum Test error found - save the configuration 
                         :         80 |      14712.4     13738.3   0.0287279   0.0015173     29400.3           0
                         :         81 Minimum Test error found - save the configuration 
                         :         81 |      14579.3     13609.1   0.0321536  0.00482566     29274.1           0
                         :         82 Minimum Test error found - save the configuration 
                         :         82 |      14445.5       13483   0.0287529  0.00140186     29249.3           0
                         :         83 Minimum Test error found - save the configuration 
                         :         83 |      14314.1     13355.6    0.015248  0.00144913     57975.6           0
                         :         84 Minimum Test error found - save the configuration 
                         :         84 |      14181.8     13230.5    0.015291  0.00146187     57848.9           0
                         :         85 Minimum Test error found - save the configuration 
                         :         85 |      14049.7     13111.5   0.0152471  0.00143872     57935.7           0
                         :         86 Minimum Test error found - save the configuration 
                         :         86 |      13923.6     12989.7   0.0151409  0.00143054     58349.9           0
                         :         87 Minimum Test error found - save the configuration 
                         :         87 |      13796.9     12869.2   0.0150895  0.00141772     58514.9           0
                         :         88 Minimum Test error found - save the configuration 
                         :         88 |      13671.4     12748.8   0.0148608  0.00143049     59566.8           0
                         :         89 Minimum Test error found - save the configuration 
                         :         89 |        13545       12633   0.0155328  0.00141792     56677.8           0
                         :         90 Minimum Test error found - save the configuration 
                         :         90 |      13423.9     12516.3   0.0152219  0.00144091     58051.2           0
                         :         91 Minimum Test error found - save the configuration 
                         :         91 |      13299.4     12405.2   0.0146513  0.00137047     60237.3           0
                         :         92 Minimum Test error found - save the configuration 
                         :         92 |      13181.8     12289.9   0.0145038  0.00141327     61112.9           0
                         :         93 Minimum Test error found - save the configuration 
                         :         93 |      13059.7     12180.8   0.0153627  0.00144419     57477.5           0
                         :         94 Minimum Test error found - save the configuration 
                         :         94 |      12946.3     12065.2   0.0152942  0.00139742     57567.2           0
                         :         95 Minimum Test error found - save the configuration 
                         :         95 |        12826     11955.7   0.0149173  0.00140017     59184.1           0
                         :         96 Minimum Test error found - save the configuration 
                         :         96 |        12709     11848.5   0.0149656  0.00142106     59064.5           0
                         :         97 Minimum Test error found - save the configuration 
                         :         97 |      12597.5     11737.4   0.0150092  0.00148315       59145           0
                         :         98 Minimum Test error found - save the configuration 
                         :         98 |      12481.3     11631.2    0.015772  0.00148393     55990.8           0
                         :         99 Minimum Test error found - save the configuration 
                         :         99 |      12366.7     11528.1   0.0162543  0.00157521     54499.2           0
                         :        100 Minimum Test error found - save the configuration 
                         :        100 |      12256.5     11423.3   0.0162728  0.00153068     54266.3           0
                         :        101 Minimum Test error found - save the configuration 
                         :        101 |      12147.2     11317.5   0.0159831  0.00147505     55141.9           0
                         :        102 Minimum Test error found - save the configuration 
                         :        102 |      12034.7     11216.1   0.0156203  0.00138479     56197.6           0
                         :        103 Minimum Test error found - save the configuration 
                         :        103 |      11928.5       11112   0.0188457  0.00184599     47059.5           0
                         :        104 Minimum Test error found - save the configuration 
                         :        104 |      11818.3     11012.2    0.017341  0.00164852       50980           0
                         :        105 Minimum Test error found - save the configuration 
                         :        105 |      11712.9     10911.1   0.0167875  0.00152735     52424.1           0
                         :        106 Minimum Test error found - save the configuration 
                         :        106 |      11606.7     10811.2   0.0164041  0.00152932     53782.3           0
                         :        107 Minimum Test error found - save the configuration 
                         :        107 |      11501.9     10711.8    0.015487  0.00151966     57276.5           0
                         :        108 Minimum Test error found - save the configuration 
                         :        108 |      11396.1     10615.9   0.0175888  0.00147872     49658.4           0
                         :        109 Minimum Test error found - save the configuration 
                         :        109 |      11295.1     10517.5   0.0165127  0.00149236     53261.1           0
                         :        110 Minimum Test error found - save the configuration 
                         :        110 |      11190.7     10423.1   0.0164817  0.00151594     53455.4           0
                         :        111 Minimum Test error found - save the configuration 
                         :        111 |      11091.7       10326   0.0166781  0.00164306     53209.2           0
                         :        112 Minimum Test error found - save the configuration 
                         :        112 |      10989.7       10232   0.0329982  0.00485234     28423.4           0
                         :        113 Minimum Test error found - save the configuration 
                         :        113 |      10890.3     10138.7   0.0324239   0.0048093     28970.2           0
                         :        114 Minimum Test error found - save the configuration 
                         :        114 |        10791       10047   0.0291337  0.00154434     28996.7           0
                         :        115 Minimum Test error found - save the configuration 
                         :        115 |      10692.9     9956.67   0.0259271  0.00149453     32743.2           0
                         :        116 Minimum Test error found - save the configuration 
                         :        116 |      10598.2      9863.6   0.0154857  0.00143701       56945           0
                         :        117 Minimum Test error found - save the configuration 
                         :        117 |      10500.4     9773.96   0.0152726  0.00143107     57797.1           0
                         :        118 Minimum Test error found - save the configuration 
                         :        118 |      10405.5     9684.53   0.0154039  0.00151703     57608.5           0
                         :        119 Minimum Test error found - save the configuration 
                         :        119 |      10310.8     9596.06   0.0152829  0.00149014     58001.5           0
                         :        120 Minimum Test error found - save the configuration 
                         :        120 |      10217.3     9508.39    0.015811  0.00154407     56073.6           0
                         :        121 Minimum Test error found - save the configuration 
                         :        121 |      10125.5     9420.32   0.0289099  0.00139725     29077.5           0
                         :        122 Minimum Test error found - save the configuration 
                         :        122 |      10031.7     9335.26   0.0324669  0.00482701     28943.6           0
                         :        123 Minimum Test error found - save the configuration 
                         :        123 |       9941.9     9249.28   0.0324746  0.00485212     28961.9           0
                         :        124 Minimum Test error found - save the configuration 
                         :        124 |      9851.34     9164.38   0.0294176  0.00144433     28598.7           0
                         :        125 Minimum Test error found - save the configuration 
                         :        125 |      9761.46     9080.48   0.0326149  0.00364412     27614.1           0
                         :        126 Minimum Test error found - save the configuration 
                         :        126 |      9673.52     8996.33   0.0193811  0.00153064     44816.7           0
                         :        127 Minimum Test error found - save the configuration 
                         :        127 |      9584.88     8913.87   0.0169688  0.00156069     51920.7           0
                         :        128 Minimum Test error found - save the configuration 
                         :        128 |      9496.86      8833.8    0.017021  0.00156264     51751.9           0
                         :        129 Minimum Test error found - save the configuration 
                         :        129 |      9411.87     8752.26   0.0167545  0.00150511     52461.1           0
                         :        130 Minimum Test error found - save the configuration 
                         :        130 |      9325.17     8672.47   0.0170838  0.00165647     51856.1           0
                         :        131 Minimum Test error found - save the configuration 
                         :        131 |      9241.85     8591.27   0.0271049  0.00159682     31362.6           0
                         :        132 Minimum Test error found - save the configuration 
                         :        132 |      9155.69     8513.85   0.0368921  0.00490816     25012.6           0
                         :        133 Minimum Test error found - save the configuration 
                         :        133 |      9074.22      8434.2   0.0341808   0.0050303     27443.8           0
                         :        134 Minimum Test error found - save the configuration 
                         :        134 |      8990.63     8356.79   0.0339841   0.0050301       27630           0
                         :        135 Minimum Test error found - save the configuration 
                         :        135 |      8907.87     8281.32    0.034447   0.0016472     24390.4           0
                         :        136 Minimum Test error found - save the configuration 
                         :        136 |      8827.72     8204.99   0.0180646  0.00163507     48692.7           0
                         :        137 Minimum Test error found - save the configuration 
                         :        137 |      8746.14     8130.95   0.0185029  0.00184613     48028.5           0
                         :        138 Minimum Test error found - save the configuration 
                         :        138 |      8667.25     8056.22   0.0186364  0.00162326     47022.6           0
                         :        139 Minimum Test error found - save the configuration 
                         :        139 |       8589.2     7980.57   0.0166346  0.00160923     53243.3           0
                         :        140 Minimum Test error found - save the configuration 
                         :        140 |      8509.47     7907.72   0.0170035  0.00156537     51819.8           0
                         :        141 Minimum Test error found - save the configuration 
                         :        141 |      8431.95     7835.21   0.0170325  0.00156977     51737.2           0
                         :        142 Minimum Test error found - save the configuration 
                         :        142 |      8354.84     7763.79   0.0170648   0.0015609       51600           0
                         :        143 Minimum Test error found - save the configuration 
                         :        143 |      8279.48     7691.35   0.0171133  0.00165359     51747.6           0
                         :        144 Minimum Test error found - save the configuration 
                         :        144 |      8203.35     7620.43   0.0168257   0.0015373     52327.1           0
                         :        145 Minimum Test error found - save the configuration 
                         :        145 |      8127.91     7550.77   0.0166972  0.00153611     52766.7           0
                         :        146 Minimum Test error found - save the configuration 
                         :        146 |      8055.77     7478.75    0.016936  0.00160179     52171.1           0
                         :        147 Minimum Test error found - save the configuration 
                         :        147 |      7979.57     7410.95   0.0170331  0.00158797     51796.2           0
                         :        148 Minimum Test error found - save the configuration 
                         :        148 |      7906.68     7343.69   0.0170059  0.00160258       51937           0
                         :        149 Minimum Test error found - save the configuration 
                         :        149 |      7835.07     7275.87   0.0170519  0.00159493     51756.5           0
                         :        150 Minimum Test error found - save the configuration 
                         :        150 |      7764.04     7207.69   0.0170509  0.00158855     51738.5           0
                         :        151 Minimum Test error found - save the configuration 
                         :        151 |      7692.11     7141.29    0.019563  0.00157105     44464.4           0
                         :        152 Minimum Test error found - save the configuration 
                         :        152 |      7622.09     7075.02   0.0165439  0.00152056     53250.5           0
                         :        153 Minimum Test error found - save the configuration 
                         :        153 |      7552.42      7009.3   0.0162878  0.00150812     54128.4           0
                         :        154 Minimum Test error found - save the configuration 
                         :        154 |       7482.5     6944.99    0.016462  0.00158142     53761.5           0
                         :        155 Minimum Test error found - save the configuration 
                         :        155 |      7414.41     6880.91   0.0166906   0.0016392     53151.1           0
                         :        156 Minimum Test error found - save the configuration 
                         :        156 |      7346.32     6817.36   0.0168911  0.00156528     52199.6           0
                         :        157 Minimum Test error found - save the configuration 
                         :        157 |      7279.56     6753.83   0.0201519  0.00157522     43064.7           0
                         :        158 Minimum Test error found - save the configuration 
                         :        158 |      7212.16     6691.53   0.0166765  0.00154535       52871           0
                         :        159 Minimum Test error found - save the configuration 
                         :        159 |      7146.36     6629.43   0.0168078   0.0015553     52450.5           0
                         :        160 Minimum Test error found - save the configuration 
                         :        160 |      7080.95      6567.7   0.0165135  0.00155194     53470.2           0
                         :        161 Minimum Test error found - save the configuration 
                         :        161 |      7015.58      6507.1   0.0168624  0.00155776     52271.8           0
                         :        162 Minimum Test error found - save the configuration 
                         :        162 |      6950.68     6447.99   0.0173069  0.00155773     50796.4           0
                         :        163 Minimum Test error found - save the configuration 
                         :        163 |      6887.55     6388.19   0.0164238  0.00150621     53627.8           0
                         :        164 Minimum Test error found - save the configuration 
                         :        164 |      6824.52     6328.76   0.0155609  0.00145617     56718.5           0
                         :        165 Minimum Test error found - save the configuration 
                         :        165 |      6761.98     6269.49   0.0153566  0.00146589     57592.6           0
                         :        166 Minimum Test error found - save the configuration 
                         :        166 |      6699.48     6211.42   0.0222644  0.00150224     38531.6           0
                         :        167 Minimum Test error found - save the configuration 
                         :        167 |      6637.75     6154.15   0.0155696  0.00147027     56740.1           0
                         :        168 Minimum Test error found - save the configuration 
                         :        168 |      6577.31     6096.43   0.0157189  0.00147495     56164.2           0
                         :        169 Minimum Test error found - save the configuration 
                         :        169 |      6516.82     6039.32   0.0159185  0.00155229     55686.3           0
                         :        170 Minimum Test error found - save the configuration 
                         :        170 |      6456.09     5983.76   0.0202762  0.00154777     42715.9           0
                         :        171 Minimum Test error found - save the configuration 
                         :        171 |      6397.64     5927.27   0.0163747  0.00151467     53835.8           0
                         :        172 Minimum Test error found - save the configuration 
                         :        172 |      6337.88     5872.72   0.0204886  0.00151013     42152.9           0
                         :        173 Minimum Test error found - save the configuration 
                         :        173 |         6281     5816.47   0.0337597  0.00157121     24853.6           0
                         :        174 Minimum Test error found - save the configuration 
                         :        174 |      6221.02     5764.01   0.0335986  0.00155765     24968.1           0
                         :        175 Minimum Test error found - save the configuration 
                         :        175 |      6164.73     5710.16   0.0370999  0.00498127     24907.7           0
                         :        176 Minimum Test error found - save the configuration 
                         :        176 |      6108.78     5655.73   0.0339751  0.00494537     27557.9           0
                         :        177 Minimum Test error found - save the configuration 
                         :        177 |      6051.42     5603.51   0.0331734  0.00492559     28320.8           0
                         :        178 Minimum Test error found - save the configuration 
                         :        178 |       5995.8     5551.17   0.0336622  0.00501853     27929.4           0
                         :        179 Minimum Test error found - save the configuration 
                         :        179 |       5939.9     5500.66   0.0254065  0.00216906     34427.3           0
                         :        180 Minimum Test error found - save the configuration 
                         :        180 |      5885.27     5449.92    0.022045  0.00220409     40320.8           0
                         :        181 Minimum Test error found - save the configuration 
                         :        181 |      5831.76     5398.65   0.0231676  0.00216572     38091.9           0
                         :        182 Minimum Test error found - save the configuration 
                         :        182 |      5776.91     5349.34   0.0240147  0.00234648     36920.3           0
                         :        183 Minimum Test error found - save the configuration 
                         :        183 |      5725.64     5297.47   0.0237399  0.00213149     37022.7           0
                         :        184 Minimum Test error found - save the configuration 
                         :        184 |      5671.34     5248.24   0.0225754  0.00214917     39165.3           0
                         :        185 Minimum Test error found - save the configuration 
                         :        185 |       5619.3     5198.91    0.022622  0.00207598     38936.9           0
                         :        186 Minimum Test error found - save the configuration 
                         :        186 |      5566.73     5151.05   0.0230899  0.00218275     38264.5           0
                         :        187 Minimum Test error found - save the configuration 
                         :        187 |      5515.77     5103.14   0.0221816  0.00200847     39656.8           0
                         :        188 Minimum Test error found - save the configuration 
                         :        188 |      5465.08     5055.29   0.0215455  0.00198814     40905.4           0
                         :        189 Minimum Test error found - save the configuration 
                         :        189 |      5414.43     5008.08    0.020097   0.0018583     43862.8           0
                         :        190 Minimum Test error found - save the configuration 
                         :        190 |      5365.42     4960.18   0.0208312  0.00193825     42343.8           0
                         :        191 Minimum Test error found - save the configuration 
                         :        191 |      5314.11     4914.94    0.021045  0.00151598     40964.6           0
                         :        192 Minimum Test error found - save the configuration 
                         :        192 |      5266.61     4867.83   0.0153268  0.00146653     57718.8           0
                         :        193 Minimum Test error found - save the configuration 
                         :        193 |      5217.15      4822.5   0.0151813  0.00144731     58249.5           0
                         :        194 Minimum Test error found - save the configuration 
                         :        194 |      5168.43     4778.53   0.0150452  0.00148425     58992.8           0
                         :        195 Minimum Test error found - save the configuration 
                         :        195 |      5121.14     4734.21   0.0165384  0.00160096     53556.8           0
                         :        196 Minimum Test error found - save the configuration 
                         :        196 |       5074.1     4689.76   0.0167237  0.00159462     52878.2           0
                         :        197 Minimum Test error found - save the configuration 
                         :        197 |      5027.42     4645.73   0.0169987  0.00164691       52111           0
                         :        198 Minimum Test error found - save the configuration 
                         :        198 |      4980.97     4602.22    0.016804  0.00160454     52633.6           0
                         :        199 Minimum Test error found - save the configuration 
                         :        199 |      4934.14     4559.96      0.0165  0.00162087     53766.6           0
                         :        200 Minimum Test error found - save the configuration 
                         :        200 |      4890.14     4516.35   0.0168472  0.00157493     52382.5           0
                         :        201 Minimum Test error found - save the configuration 
                         :        201 |      4844.16     4474.02   0.0167642  0.00159738     52746.7           0
                         :        202 Minimum Test error found - save the configuration 
                         :        202 |         4800     4431.79    0.016296  0.00154934     54249.7           0
                         :        203 Minimum Test error found - save the configuration 
                         :        203 |      4754.27     4391.57   0.0165795   0.0015477     53220.6           0
                         :        204 Minimum Test error found - save the configuration 
                         :        204 |      4711.85     4350.06   0.0156599  0.00147938     56415.5           0
                         :        205 Minimum Test error found - save the configuration 
                         :        205 |      4667.03     4310.75   0.0159141  0.00155261     55704.6           0
                         :        206 Minimum Test error found - save the configuration 
                         :        206 |      4625.38     4269.67   0.0155791  0.00148545     56763.3           0
                         :        207 Minimum Test error found - save the configuration 
                         :        207 |      4582.47     4229.66    0.015586  0.00146882     56668.3           0
                         :        208 Minimum Test error found - save the configuration 
                         :        208 |      4540.53     4189.65   0.0152635  0.00149912     58120.9           0
                         :        209 Minimum Test error found - save the configuration 
                         :        209 |       4497.5     4151.89   0.0153212   0.0014552     57695.1           0
                         :        210 Minimum Test error found - save the configuration 
                         :        210 |      4456.96     4113.01   0.0151342  0.00143413     58393.7           0
                         :        211 Minimum Test error found - save the configuration 
                         :        211 |       4416.1     4074.07   0.0150417   0.0014391     58812.2           0
                         :        212 Minimum Test error found - save the configuration 
                         :        212 |      4374.98     4036.64   0.0152131  0.00147163     58217.8           0
                         :        213 Minimum Test error found - save the configuration 
                         :        213 |      4334.72      3999.5   0.0150055  0.00135548     58607.8           0
                         :        214 Minimum Test error found - save the configuration 
                         :        214 |      4294.96     3962.21   0.0145303  0.00138336     60850.6           0
                         :        215 Minimum Test error found - save the configuration 
                         :        215 |      4255.65     3924.97    0.013995  0.00131436     63088.5           0
                         :        216 Minimum Test error found - save the configuration 
                         :        216 |      4216.65     3888.44   0.0157509  0.00158351     56467.9           0
                         :        217 Minimum Test error found - save the configuration 
                         :        217 |      4178.53     3850.76   0.0162731  0.00156253     54382.8           0
                         :        218 Minimum Test error found - save the configuration 
                         :        218 |      4139.08     3815.29   0.0163026  0.00157287     54311.9           0
                         :        219 Minimum Test error found - save the configuration 
                         :        219 |      4100.53     3781.48   0.0163028  0.00156544     54283.7           0
                         :        220 Minimum Test error found - save the configuration 
                         :        220 |      4064.78     3745.26     0.01643  0.00153144     53696.3           0
                         :        221 Minimum Test error found - save the configuration 
                         :        221 |      4026.25     3711.12   0.0164678  0.00153969     53590.1           0
                         :        222 Minimum Test error found - save the configuration 
                         :        222 |      3990.18     3675.84   0.0162604  0.00154549     54366.7           0
                         :        223 Minimum Test error found - save the configuration 
                         :        223 |      3953.78     3640.59   0.0156137  0.00149508       56663           0
                         :        224 Minimum Test error found - save the configuration 
                         :        224 |      3916.96     3606.74   0.0159857  0.00150096     55230.5           0
                         :        225 Minimum Test error found - save the configuration 
                         :        225 |      3881.73     3572.43    0.015821   0.0015768     56163.4           0
                         :        226 Minimum Test error found - save the configuration 
                         :        226 |      3845.65     3539.46   0.0160225  0.00157426     55370.2           0
                         :        227 Minimum Test error found - save the configuration 
                         :        227 |       3810.4     3506.53   0.0162298  0.00148853     54269.3           0
                         :        228 Minimum Test error found - save the configuration 
                         :        228 |      3774.53     3475.83    0.016088  0.00158278     55152.7           0
                         :        229 Minimum Test error found - save the configuration 
                         :        229 |      3741.63     3443.07   0.0160735  0.00154456     55062.5           0
                         :        230 Minimum Test error found - save the configuration 
                         :        230 |      3707.04     3411.36   0.0161448  0.00155453     54831.1           0
                         :        231 Minimum Test error found - save the configuration 
                         :        231 |      3673.38     3379.77   0.0161829  0.00158921     54818.1           0
                         :        232 Minimum Test error found - save the configuration 
                         :        232 |         3640     3347.52   0.0159187  0.00153376     55613.6           0
                         :        233 Minimum Test error found - save the configuration 
                         :        233 |      3606.44     3316.66   0.0159445  0.00149785     55376.2           0
                         :        234 Minimum Test error found - save the configuration 
                         :        234 |      3573.73     3286.22   0.0158345   0.0015329       55938           0
                         :        235 Minimum Test error found - save the configuration 
                         :        235 |      3541.56     3255.51     0.01565  0.00150686     56564.3           0
                         :        236 Minimum Test error found - save the configuration 
                         :        236 |      3509.57     3224.09   0.0154302  0.00144833     57216.8           0
                         :        237 Minimum Test error found - save the configuration 
                         :        237 |      3477.12     3193.99   0.0153235  0.00147447     57765.6           0
                         :        238 Minimum Test error found - save the configuration 
                         :        238 |      3445.37     3164.48    0.015642  0.00147154     56455.7           0
                         :        239 Minimum Test error found - save the configuration 
                         :        239 |      3413.73     3135.68   0.0132328  0.00143168       67790           0
                         :        240 Minimum Test error found - save the configuration 
                         :        240 |      3383.83     3105.45   0.0153966  0.00154809       57768           0
                         :        241 Minimum Test error found - save the configuration 
                         :        241 |      3352.39     3076.63   0.0156378  0.00146288     56437.8           0
                         :        242 Minimum Test error found - save the configuration 
                         :        242 |      3321.73     3048.38   0.0153235  0.00145631     57689.9           0
                         :        243 Minimum Test error found - save the configuration 
                         :        243 |      3291.55     3020.56   0.0153888  0.00144598     57377.1           0
                         :        244 Minimum Test error found - save the configuration 
                         :        244 |      3261.74     2992.41   0.0150299  0.00142834     58816.8           0
                         :        245 Minimum Test error found - save the configuration 
                         :        245 |      3232.36     2964.33   0.0155116   0.0014927     57065.7           0
                         :        246 Minimum Test error found - save the configuration 
                         :        246 |         3203     2936.78   0.0153698  0.00152435     57780.5           0
                         :        247 Minimum Test error found - save the configuration 
                         :        247 |      3173.84     2909.32      0.0152  0.00138958     57927.4           0
                         :        248 Minimum Test error found - save the configuration 
                         :        248 |      3144.57     2883.32   0.0151221  0.00143223     58437.2           0
                         :        249 Minimum Test error found - save the configuration 
                         :        249 |      3117.19     2855.83   0.0151253  0.00146341     58556.9           0
                         :        250 Minimum Test error found - save the configuration 
                         :        250 |      3087.94     2829.65   0.0148112  0.00142572     59766.1           0
                         :        251 Minimum Test error found - save the configuration 
                         :        251 |      3060.38     2803.11   0.0159475  0.00153711     55515.6           0
                         :        252 Minimum Test error found - save the configuration 
                         :        252 |      3032.27     2777.57   0.0154282  0.00154277     57614.3           0
                         :        253 Minimum Test error found - save the configuration 
                         :        253 |      3004.64     2751.88   0.0161076  0.00150701     54792.5           0
                         :        254 Minimum Test error found - save the configuration 
                         :        254 |      2977.53     2726.94   0.0157585  0.00152482     56204.5           0
                         :        255 Minimum Test error found - save the configuration 
                         :        255 |      2950.82     2701.35   0.0156724  0.00149737     56437.4           0
                         :        256 Minimum Test error found - save the configuration 
                         :        256 |      2924.19     2675.81   0.0154681   0.0015234     57369.4           0
                         :        257 Minimum Test error found - save the configuration 
                         :        257 |      2896.76     2651.84   0.0156016  0.00149567     56713.9           0
                         :        258 Minimum Test error found - save the configuration 
                         :        258 |      2871.62     2626.46    0.016024  0.00161272     55511.9           0
                         :        259 Minimum Test error found - save the configuration 
                         :        259 |      2844.69     2603.25   0.0157711  0.00148158     55985.1           0
                         :        260 Minimum Test error found - save the configuration 
                         :        260 |      2819.15     2579.11   0.0157123  0.00145737     56121.1           0
                         :        261 Minimum Test error found - save the configuration 
                         :        261 |      2794.63     2554.09   0.0150998  0.00150823     58860.1           0
                         :        262 Minimum Test error found - save the configuration 
                         :        262 |      2768.56     2530.73   0.0156937  0.00154952     56560.4           0
                         :        263 Minimum Test error found - save the configuration 
                         :        263 |      2743.29     2508.28   0.0159518  0.00152242     55442.3           0
                         :        264 Minimum Test error found - save the configuration 
                         :        264 |      2718.27     2485.58   0.0158709  0.00150971     55705.6           0
                         :        265 Minimum Test error found - save the configuration 
                         :        265 |      2694.08     2462.46   0.0155881  0.00152402     56882.5           0
                         :        266 Minimum Test error found - save the configuration 
                         :        266 |      2670.45     2438.47   0.0159607  0.00152415     55414.9           0
                         :        267 Minimum Test error found - save the configuration 
                         :        267 |       2645.7     2415.98   0.0157674  0.00146083     55918.4           0
                         :        268 Minimum Test error found - save the configuration 
                         :        268 |      2620.92     2394.43   0.0296186  0.00498444     32475.2           0
                         :        269 Minimum Test error found - save the configuration 
                         :        269 |      2598.07     2372.64   0.0290122  0.00543716     33934.2           0
                         :        270 Minimum Test error found - save the configuration 
                         :        270 |      2574.18     2350.94   0.0234832  0.00174986     36809.9           0
                         :        271 Minimum Test error found - save the configuration 
                         :        271 |      2550.93     2329.25   0.0176433  0.00162271     49935.6           0
                         :        272 Minimum Test error found - save the configuration 
                         :        272 |      2528.07     2307.17   0.0175466  0.00168793     50445.6           0
                         :        273 Minimum Test error found - save the configuration 
                         :        273 |      2505.21     2285.57   0.0164223  0.00117476     52467.6           0
                         :        274 Minimum Test error found - save the configuration 
                         :        274 |      2481.89      2265.7   0.0174853  0.00164688     50510.2           0
                         :        275 Minimum Test error found - save the configuration 
                         :        275 |      2460.39      2243.7   0.0185063  0.00173789     47708.8           0
                         :        276 Minimum Test error found - save the configuration 
                         :        276 |      2436.96      2223.7   0.0182113  0.00165762     48327.7           0
                         :        277 Minimum Test error found - save the configuration 
                         :        277 |      2415.56     2203.18   0.0180174  0.00167539     48953.6           0
                         :        278 Minimum Test error found - save the configuration 
                         :        278 |      2393.05     2183.68   0.0181591    0.001643     48437.7           0
                         :        279 Minimum Test error found - save the configuration 
                         :        279 |      2371.97     2162.84   0.0171598  0.00160041     51415.9           0
                         :        280 Minimum Test error found - save the configuration 
                         :        280 |      2349.57     2143.86   0.0163985  0.00151136     53737.6           0
                         :        281 Minimum Test error found - save the configuration 
                         :        281 |      2328.68     2123.69    0.015807   0.0014296     55642.8           0
                         :        282 Minimum Test error found - save the configuration 
                         :        282 |      2307.04     2104.82   0.0162831  0.00160024     54485.1           0
                         :        283 Minimum Test error found - save the configuration 
                         :        283 |      2286.44     2085.64   0.0175614  0.00157906     50055.3           0
                         :        284 Minimum Test error found - save the configuration 
                         :        284 |      2266.04     2065.98   0.0169555  0.00154528     51913.7           0
                         :        285 Minimum Test error found - save the configuration 
                         :        285 |       2244.5     2047.14   0.0174206  0.00159239     50542.5           0
                         :        286 Minimum Test error found - save the configuration 
                         :        286 |      2224.31     2027.84   0.0185179  0.00170357     47578.5           0
                         :        287 Minimum Test error found - save the configuration 
                         :        287 |      2203.91     2008.81   0.0188972  0.00170497     46532.6           0
                         :        288 Minimum Test error found - save the configuration 
                         :        288 |      2183.05      1990.9   0.0181503   0.0017099     48660.6           0
                         :        289 Minimum Test error found - save the configuration 
                         :        289 |      2162.98     1973.36    0.017888  0.00168835     49383.9           0
                         :        290 Minimum Test error found - save the configuration 
                         :        290 |      2143.74     1954.69   0.0191614  0.00182273     46139.7           0
                         :        291 Minimum Test error found - save the configuration 
                         :        291 |      2123.89     1936.88   0.0183237  0.00167725     48058.4           0
                         :        292 Minimum Test error found - save the configuration 
                         :        292 |      2103.99     1919.38   0.0175876  0.00169618     50341.5           0
                         :        293 Minimum Test error found - save the configuration 
                         :        293 |      2084.44     1902.51   0.0177909  0.00160796     49434.7           0
                         :        294 Minimum Test error found - save the configuration 
                         :        294 |      2065.84     1884.35   0.0178505   0.0015893       49197           0
                         :        295 Minimum Test error found - save the configuration 
                         :        295 |      2046.52     1867.34   0.0172804  0.00155664     50878.5           0
                         :        296 Minimum Test error found - save the configuration 
                         :        296 |      2027.54     1849.91   0.0159298  0.00152455     55535.3           0
                         :        297 Minimum Test error found - save the configuration 
                         :        297 |      2009.05     1832.51   0.0160523  0.00156208     55209.7           0
                         :        298 Minimum Test error found - save the configuration 
                         :        298 |      1989.78     1816.27   0.0157061  0.00152089     56396.8           0
                         :        299 Minimum Test error found - save the configuration 
                         :        299 |       1971.9     1799.45   0.0161324  0.00156438       54915           0
                         :        300 Minimum Test error found - save the configuration 
                         :        300 |      1953.35     1783.03   0.0163303  0.00159149     54278.5           0
                         :        301 Minimum Test error found - save the configuration 
                         :        301 |      1935.13     1766.97    0.015843  0.00151574     55837.8           0
                         :        302 Minimum Test error found - save the configuration 
                         :        302 |      1917.52     1750.53   0.0162105  0.00154579     54552.8           0
                         :        303 Minimum Test error found - save the configuration 
                         :        303 |      1899.26     1734.78   0.0161556  0.00153746     54726.7           0
                         :        304 Minimum Test error found - save the configuration 
                         :        304 |      1881.47     1719.07   0.0163072  0.00158296     54332.3           0
                         :        305 Minimum Test error found - save the configuration 
                         :        305 |      1863.82     1703.65    0.016545  0.00153455       53296           0
                         :        306 Minimum Test error found - save the configuration 
                         :        306 |      1846.89     1687.49   0.0161681  0.00149142     54508.1           0
                         :        307 Minimum Test error found - save the configuration 
                         :        307 |      1828.85     1672.74   0.0156986  0.00148137     56269.8           0
                         :        308 Minimum Test error found - save the configuration 
                         :        308 |      1812.11     1657.35   0.0162255  0.00149446     54307.2           0
                         :        309 Minimum Test error found - save the configuration 
                         :        309 |      1795.26     1641.81   0.0156645  0.00147094     56363.6           0
                         :        310 Minimum Test error found - save the configuration 
                         :        310 |         1778     1627.19   0.0159619   0.0014942     55295.5           0
                         :        311 Minimum Test error found - save the configuration 
                         :        311 |      1761.49     1612.27   0.0152796  0.00142132     57727.2           0
                         :        312 Minimum Test error found - save the configuration 
                         :        312 |      1744.97     1597.39   0.0150587  0.00142605     58682.7           0
                         :        313 Minimum Test error found - save the configuration 
                         :        313 |      1728.26     1583.15   0.0156295  0.00145425     56436.3           0
                         :        314 Minimum Test error found - save the configuration 
                         :        314 |      1711.84     1568.72   0.0150351  0.00140191     58680.3           0
                         :        315 Minimum Test error found - save the configuration 
                         :        315 |      1695.95     1554.35   0.0157571  0.00147188     56001.9           0
                         :        316 Minimum Test error found - save the configuration 
                         :        316 |      1680.51     1539.26   0.0153053  0.00141052     57575.6           0
                         :        317 Minimum Test error found - save the configuration 
                         :        317 |      1663.73     1525.57   0.0157886  0.00154813     56177.8           0
                         :        318 Minimum Test error found - save the configuration 
                         :        318 |      1648.16     1511.13   0.0155749  0.00145891     56673.1           0
                         :        319 Minimum Test error found - save the configuration 
                         :        319 |      1632.44     1497.19   0.0151641  0.00139143     58085.9           0
                         :        320 Minimum Test error found - save the configuration 
                         :        320 |      1616.95     1483.83   0.0157265   0.0015276     56342.2           0
                         :        321 Minimum Test error found - save the configuration 
                         :        321 |      1601.25      1470.6    0.014624 0.000859607     58120.9           0
                         :        322 Minimum Test error found - save the configuration 
                         :        322 |      1586.17     1456.84  0.00996105 0.000897097     88261.7           0
                         :        323 Minimum Test error found - save the configuration 
                         :        323 |      1570.94     1443.78   0.0111268  0.00154081       83455           0
                         :        324 Minimum Test error found - save the configuration 
                         :        324 |      1556.54      1429.9   0.0157162  0.00144169     56043.8           0
                         :        325 Minimum Test error found - save the configuration 
                         :        325 |       1540.8      1417.2   0.0152695  0.00149658     58085.1           0
                         :        326 Minimum Test error found - save the configuration 
                         :        326 |      1526.41      1404.3   0.0156009  0.00144636     56519.1           0
                         :        327 Minimum Test error found - save the configuration 
                         :        327 |      1511.93      1391.4   0.0154288  0.00148505     57373.5           0
                         :        328 Minimum Test error found - save the configuration 
                         :        328 |      1497.35     1378.66   0.0160468  0.00144897     54802.7           0
                         :        329 Minimum Test error found - save the configuration 
                         :        329 |      1483.15      1365.5   0.0157463  0.00151554     56216.3           0
                         :        330 Minimum Test error found - save the configuration 
                         :        330 |      1468.44     1353.49   0.0164514  0.00147553     53419.2           0
                         :        331 Minimum Test error found - save the configuration 
                         :        331 |      1455.17     1340.42   0.0158883  0.00157551       55894           0
                         :        332 Minimum Test error found - save the configuration 
                         :        332 |      1440.43     1328.57   0.0168094  0.00152302     52334.2           0
                         :        333 Minimum Test error found - save the configuration 
                         :        333 |      1426.97      1316.1   0.0114584 0.000917876     75897.5           0
                         :        334 Minimum Test error found - save the configuration 
                         :        334 |      1413.57     1303.25   0.0104367 0.000971356     84518.6           0
                         :        335 Minimum Test error found - save the configuration 
                         :        335 |      1399.14     1291.65   0.0110428  0.00130266     82134.3           0
                         :        336 Minimum Test error found - save the configuration 
                         :        336 |      1386.49     1279.27   0.0134142  0.00139543     66562.3           0
                         :        337 Minimum Test error found - save the configuration 
                         :        337 |      1372.29     1268.05   0.0151557  0.00140942     58197.4           0
                         :        338 Minimum Test error found - save the configuration 
                         :        338 |      1359.64     1255.67   0.0153047   0.0013484     57321.8           0
                         :        339 Minimum Test error found - save the configuration 
                         :        339 |      1346.51     1243.91   0.0149737  0.00142511     59046.6           0
                         :        340 Minimum Test error found - save the configuration 
                         :        340 |      1333.14     1233.43   0.0147226  0.00139452     60023.5           0
                         :        341 Minimum Test error found - save the configuration 
                         :        341 |      1320.93      1221.4   0.0154343  0.00150891     57449.1           0
                         :        342 Minimum Test error found - save the configuration 
                         :        342 |      1308.05     1209.83   0.0156214  0.00139598     56237.2           0
                         :        343 Minimum Test error found - save the configuration 
                         :        343 |      1295.03     1198.53   0.0154913  0.00147503     57076.6           0
                         :        344 Minimum Test error found - save the configuration 
                         :        344 |      1282.93     1187.25   0.0155889  0.00143947     56539.5           0
                         :        345 Minimum Test error found - save the configuration 
                         :        345 |      1270.28     1176.23    0.014971  0.00155019       59609           0
                         :        346 Minimum Test error found - save the configuration 
                         :        346 |      1258.07     1165.38   0.0162751  0.00151332       54194           0
                         :        347 Minimum Test error found - save the configuration 
                         :        347 |       1245.8     1154.64   0.0163007  0.00155032     54235.9           0
                         :        348 Minimum Test error found - save the configuration 
                         :        348 |      1233.61     1144.47   0.0163617  0.00155279     54021.6           0
                         :        349 Minimum Test error found - save the configuration 
                         :        349 |      1222.23     1133.07   0.0166447   0.0015546       53015           0
                         :        350 Minimum Test error found - save the configuration 
                         :        350 |      1209.93     1122.53   0.0161681  0.00157176     54808.2           0
                         :        351 Minimum Test error found - save the configuration 
                         :        351 |      1198.69     1111.73    0.015599  0.00144176     56508.1           0
                         :        352 Minimum Test error found - save the configuration 
                         :        352 |      1186.52     1101.69    0.015323  0.00153852     58036.2           0
                         :        353 Minimum Test error found - save the configuration 
                         :        353 |      1175.66     1090.94   0.0153699  0.00137612     57168.4           0
                         :        354 Minimum Test error found - save the configuration 
                         :        354 |       1163.6     1080.91    0.014763  0.00141609     59939.1           0
                         :        355 Minimum Test error found - save the configuration 
                         :        355 |      1152.83     1070.42   0.0151738  0.00138893     58034.8           0
                         :        356 Minimum Test error found - save the configuration 
                         :        356 |      1141.34     1060.52   0.0149675  0.00143619     59122.2           0
                         :        357 Minimum Test error found - save the configuration 
                         :        357 |      1130.53      1050.2   0.0152593  0.00146338     57988.2           0
                         :        358 Minimum Test error found - save the configuration 
                         :        358 |      1119.27     1040.14   0.0152832  0.00148032     57958.9           0
                         :        359 Minimum Test error found - save the configuration 
                         :        359 |      1108.09     1031.16   0.0152036  0.00143836     58117.6           0
                         :        360 Minimum Test error found - save the configuration 
                         :        360 |      1097.63     1021.16   0.0129008  0.00134964     69257.3           0
                         :        361 Minimum Test error found - save the configuration 
                         :        361 |      1087.11      1011.1   0.0105357 0.000950948     83466.2           0
                         :        362 Minimum Test error found - save the configuration 
                         :        362 |       1076.3     1001.78   0.0105745 0.000971306     83305.5           0
                         :        363 Minimum Test error found - save the configuration 
                         :        363 |      1065.96     992.547   0.0105687 0.000978379     83417.4           0
                         :        364 Minimum Test error found - save the configuration 
                         :        364 |      1055.79      983.37   0.0148538  0.00179627     61267.1           0
                         :        365 Minimum Test error found - save the configuration 
                         :        365 |      1045.18     973.197   0.0175069  0.00178927     50898.3           0
                         :        366 Minimum Test error found - save the configuration 
                         :        366 |      1034.79     964.899    0.012015 0.000959103     72359.3           0
                         :        367 Minimum Test error found - save the configuration 
                         :        367 |      1024.88      955.09   0.0104977 0.000967058     83939.6           0
                         :        368 Minimum Test error found - save the configuration 
                         :        368 |      1014.92     945.587   0.0109937  0.00100039     80053.8           0
                         :        369 Minimum Test error found - save the configuration 
                         :        369 |      1005.12     936.386   0.0105374 0.000965876     83581.3           0
                         :        370 Minimum Test error found - save the configuration 
                         :        370 |      995.111     927.577   0.0108093 0.000968621     81295.2           0
                         :        371 Minimum Test error found - save the configuration 
                         :        371 |      985.544     918.259   0.0109505 0.000967078     80132.6           0
                         :        372 Minimum Test error found - save the configuration 
                         :        372 |      975.268     909.719   0.0175035  0.00151616     50039.5           0
                         :        373 Minimum Test error found - save the configuration 
                         :        373 |      966.154      901.01   0.0164487 0.000990031       51751           0
                         :        374 Minimum Test error found - save the configuration 
                         :        374 |      956.575     892.157   0.0120745  0.00154624       75986           0
                         :        375 Minimum Test error found - save the configuration 
                         :        375 |      946.899     884.407   0.0153044  0.00151199     58002.8           0
                         :        376 Minimum Test error found - save the configuration 
                         :        376 |      938.168     874.968   0.0111757 0.000956438     78283.3           0
                         :        377 Minimum Test error found - save the configuration 
                         :        377 |      928.342     867.001   0.0138947  0.00149611     64523.4           0
                         :        378 Minimum Test error found - save the configuration 
                         :        378 |      919.339     858.466   0.0155931  0.00159158     57136.5           0
                         :        379 Minimum Test error found - save the configuration 
                         :        379 |      910.439     849.773   0.0175796  0.00155972     49938.1           0
                         :        380 Minimum Test error found - save the configuration 
                         :        380 |      901.418     841.883   0.0170629  0.00156582     51622.5           0
                         :        381 Minimum Test error found - save the configuration 
                         :        381 |      892.663     832.923   0.0159103   0.0014937     55491.5           0
                         :        382 Minimum Test error found - save the configuration 
                         :        382 |      883.281     825.287   0.0161467  0.00157835     54913.6           0
                         :        383 Minimum Test error found - save the configuration 
                         :        383 |      874.957     817.349   0.0163142  0.00150389     54016.5           0
                         :        384 Minimum Test error found - save the configuration 
                         :        384 |       866.07     809.315    0.016608  0.00152671       53046           0
                         :        385 Minimum Test error found - save the configuration 
                         :        385 |      857.591     801.899   0.0161514  0.00151321     54651.4           0
                         :        386 Minimum Test error found - save the configuration 
                         :        386 |      849.229     793.642   0.0160342  0.00155067     55235.1           0
                         :        387 Minimum Test error found - save the configuration 
                         :        387 |       840.99     786.041    0.015662   0.0014486     56284.8           0
                         :        388 Minimum Test error found - save the configuration 
                         :        388 |      832.439     778.015   0.0147667  0.00139407     59823.8           0
                         :        389 Minimum Test error found - save the configuration 
                         :        389 |      823.966      770.89   0.0152298  0.00144222     58023.3           0
                         :        390 Minimum Test error found - save the configuration 
                         :        390 |      815.686     763.132   0.0156193  0.00146611     56524.4           0
                         :        391 Minimum Test error found - save the configuration 
                         :        391 |      807.896     755.351   0.0159614   0.0015811     55631.7           0
                         :        392 Minimum Test error found - save the configuration 
                         :        392 |      799.629      747.62   0.0157908  0.00153404     56113.9           0
                         :        393 Minimum Test error found - save the configuration 
                         :        393 |      791.416     740.206   0.0163985  0.00154876       53873           0
                         :        394 Minimum Test error found - save the configuration 
                         :        394 |      783.741     732.733   0.0161683  0.00148643     54488.9           0
                         :        395 Minimum Test error found - save the configuration 
                         :        395 |      775.902     725.626   0.0147673  0.00137459     59734.1           0
                         :        396 Minimum Test error found - save the configuration 
                         :        396 |      767.922     718.966   0.0148434  0.00144691     59717.3           0
                         :        397 Minimum Test error found - save the configuration 
                         :        397 |      760.517     712.204   0.0159344  0.00158763     55761.8           0
                         :        398 Minimum Test error found - save the configuration 
                         :        398 |      752.745     704.285   0.0155765  0.00147073     56714.4           0
                         :        399 Minimum Test error found - save the configuration 
                         :        399 |      745.182     697.085   0.0154674  0.00141366     56924.4           0
                         :        400 Minimum Test error found - save the configuration 
                         :        400 |      737.976      689.96   0.0150151  0.00147252     59072.8           0
                         :        401 Minimum Test error found - save the configuration 
                         :        401 |      729.874     683.104   0.0160301  0.00156807     55317.4           0
                         :        402 Minimum Test error found - save the configuration 
                         :        402 |      722.849     676.064   0.0162227  0.00156453     54576.9           0
                         :        403 Minimum Test error found - save the configuration 
                         :        403 |       715.68     668.964   0.0169469  0.00156797     52019.3           0
                         :        404 Minimum Test error found - save the configuration 
                         :        404 |      708.224     662.959   0.0173975  0.00157327     50555.4           0
                         :        405 Minimum Test error found - save the configuration 
                         :        405 |      701.654     655.271   0.0164276   0.0016216     54032.2           0
                         :        406 Minimum Test error found - save the configuration 
                         :        406 |      694.157     648.801   0.0171357  0.00158304     51438.2           0
                         :        407 Minimum Test error found - save the configuration 
                         :        407 |      686.924      642.58   0.0167652  0.00153349       52522           0
                         :        408 Minimum Test error found - save the configuration 
                         :        408 |      680.234     635.713   0.0168361  0.00161782     52568.3           0
                         :        409 Minimum Test error found - save the configuration 
                         :        409 |      673.328     629.289   0.0167578  0.00159871     52773.4           0
                         :        410 Minimum Test error found - save the configuration 
                         :        410 |       666.73     622.768   0.0169145   0.0015686     52131.3           0
                         :        411 Minimum Test error found - save the configuration 
                         :        411 |      659.697      616.44   0.0167427  0.00154167       52628           0
                         :        412 Minimum Test error found - save the configuration 
                         :        412 |      652.667      610.64   0.0157513  0.00144947     55936.8           0
                         :        413 Minimum Test error found - save the configuration 
                         :        413 |      646.486     603.954   0.0143363  0.00134962     61601.6           0
                         :        414 Minimum Test error found - save the configuration 
                         :        414 |      639.619     597.544   0.0128172  0.00137639     69925.2           0
                         :        415 Minimum Test error found - save the configuration 
                         :        415 |      633.568     591.302   0.0147634  0.00146679     60165.9           0
                         :        416 Minimum Test error found - save the configuration 
                         :        416 |      626.725     585.264   0.0153574  0.00156277     57993.5           0
                         :        417 Minimum Test error found - save the configuration 
                         :        417 |      620.499     578.755   0.0162571  0.00159184     54550.8           0
                         :        418 Minimum Test error found - save the configuration 
                         :        418 |      613.918     573.874   0.0172061  0.00149465     50918.4           0
                         :        419 Minimum Test error found - save the configuration 
                         :        419 |      607.828     568.147   0.0162535  0.00149761     54215.5           0
                         :        420 Minimum Test error found - save the configuration 
                         :        420 |       601.65     561.566   0.0170464  0.00161246     51833.7           0
                         :        421 Minimum Test error found - save the configuration 
                         :        421 |      595.594     555.588   0.0167475  0.00157121     52713.7           0
                         :        422 Minimum Test error found - save the configuration 
                         :        422 |      589.314     550.211   0.0168411  0.00165237     52670.5           0
                         :        423 Minimum Test error found - save the configuration 
                         :        423 |      583.108     544.156   0.0171297  0.00152786     51275.8           0
                         :        424 Minimum Test error found - save the configuration 
                         :        424 |      577.224     538.096   0.0168686  0.00164607     52553.8           0
                         :        425 Minimum Test error found - save the configuration 
                         :        425 |      571.116      532.69   0.0168763  0.00162524     52455.4           0
                         :        426 Minimum Test error found - save the configuration 
                         :        426 |      565.096     527.178   0.0199031  0.00497465     53589.1           0
                         :        427 Minimum Test error found - save the configuration 
                         :        427 |      559.597     521.539   0.0333208  0.00493293     28181.1           0
                         :        428 Minimum Test error found - save the configuration 
                         :        428 |      553.777     515.757   0.0330645  0.00494793     28452.9           0
                         :        429 Minimum Test error found - save the configuration 
                         :        429 |      547.639     510.686    0.033743  0.00156213     24859.5           0
                         :        430 Minimum Test error found - save the configuration 
                         :        430 |      542.358      505.03    0.032455  0.00490218     29035.1           0
                         :        431 Minimum Test error found - save the configuration 
                         :        431 |      536.723     500.078   0.0327691  0.00487664     28681.6           0
                         :        432 Minimum Test error found - save the configuration 
                         :        432 |       531.57     494.495   0.0331187  0.00486597     28315.8           0
                         :        433 Minimum Test error found - save the configuration 
                         :        433 |      525.833     488.767   0.0339079  0.00496773     27643.3           0
                         :        434 Minimum Test error found - save the configuration 
                         :        434 |      520.169      483.96   0.0333594  0.00493341     28143.3           0
                         :        435 Minimum Test error found - save the configuration 
                         :        435 |      514.707     478.801   0.0338814   0.0050005       27700           0
                         :        436 Minimum Test error found - save the configuration 
                         :        436 |      509.511     473.908   0.0197969  0.00168388       44167           0
                         :        437 Minimum Test error found - save the configuration 
                         :        437 |      504.542      469.06   0.0170355  0.00165554     52015.7           0
                         :        438 Minimum Test error found - save the configuration 
                         :        438 |      499.046      463.56   0.0173205  0.00158093     50827.2           0
                         :        439 Minimum Test error found - save the configuration 
                         :        439 |       493.72     459.045   0.0162597  0.00150638     54224.9           0
                         :        440 Minimum Test error found - save the configuration 
                         :        440 |       488.82     453.552   0.0166539   0.0015077     52818.6           0
                         :        441 Minimum Test error found - save the configuration 
                         :        441 |      483.627     448.511   0.0171388  0.00161233       51525           0
                         :        442 Minimum Test error found - save the configuration 
                         :        442 |      478.509     443.794   0.0170167  0.00158633       51846           0
                         :        443 Minimum Test error found - save the configuration 
                         :        443 |      473.411     439.366   0.0168652  0.00162935     52507.7           0
                         :        444 Minimum Test error found - save the configuration 
                         :        444 |      468.684     434.524    0.017029  0.00159683     51839.7           0
                         :        445 Minimum Test error found - save the configuration 
                         :        445 |      463.665     429.804   0.0165596  0.00149587     53107.7           0
                         :        446 Minimum Test error found - save the configuration 
                         :        446 |      458.823     424.973   0.0162335   0.0015674     54547.5           0
                         :        447 Minimum Test error found - save the configuration 
                         :        447 |       454.04     420.354   0.0170254  0.00159369     51841.3           0
                         :        448 Minimum Test error found - save the configuration 
                         :        448 |      449.266      415.53   0.0172091  0.00151014     50958.8           0
                         :        449 Minimum Test error found - save the configuration 
                         :        449 |        444.4     411.282   0.0175431  0.00168134     50435.8           0
                         :        450 Minimum Test error found - save the configuration 
                         :        450 |      439.971     406.957   0.0168058  0.00193338     53790.7           0
                         :        451 Minimum Test error found - save the configuration 
                         :        451 |      435.259     402.229   0.0164944  0.00155565     53552.1           0
                         :        452 Minimum Test error found - save the configuration 
                         :        452 |      430.961     397.924   0.0155158  0.00149972     57077.1           0
                         :        453 Minimum Test error found - save the configuration 
                         :        453 |        426.1     394.195   0.0148583  0.00144498     59642.1           0
                         :        454 Minimum Test error found - save the configuration 
                         :        454 |      421.924     389.343   0.0156709   0.0014846     56392.5           0
                         :        455 Minimum Test error found - save the configuration 
                         :        455 |      417.349     384.986    0.015897  0.00144065       55339           0
                         :        456 Minimum Test error found - save the configuration 
                         :        456 |      412.768      380.87   0.0169004  0.00157253     52192.5           0
                         :        457 Minimum Test error found - save the configuration 
                         :        457 |      408.714     377.094   0.0160845  0.00148334     54790.2           0
                         :        458 Minimum Test error found - save the configuration 
                         :        458 |       404.29     372.708   0.0167288  0.00163059     52986.5           0
                         :        459 Minimum Test error found - save the configuration 
                         :        459 |      400.334     368.856   0.0168254  0.00155438     52386.9           0
                         :        460 Minimum Test error found - save the configuration 
                         :        460 |      395.863      363.87   0.0216313  0.00279471     42470.6           0
                         :        461 Minimum Test error found - save the configuration 
                         :        461 |      391.456     360.472   0.0178746  0.00161014     49187.1           0
                         :        462 Minimum Test error found - save the configuration 
                         :        462 |      387.719     356.169   0.0166821  0.00149566     52678.6           0
                         :        463 Minimum Test error found - save the configuration 
                         :        463 |       383.16     352.457   0.0163789  0.00151106     53807.4           0
                         :        464 Minimum Test error found - save the configuration 
                         :        464 |       379.33     348.978   0.0168069  0.00161337       52654           0
                         :        465 Minimum Test error found - save the configuration 
                         :        465 |      375.659     344.571   0.0171805  0.00154554     51167.3           0
                         :        466 Minimum Test error found - save the configuration 
                         :        466 |      371.597     341.004   0.0170724  0.00157323     51615.6           0
                         :        467 Minimum Test error found - save the configuration 
                         :        467 |      367.459      336.78   0.0167673   0.0015011     52403.2           0
                         :        468 Minimum Test error found - save the configuration 
                         :        468 |      363.264     332.739   0.0159179   0.0015582     55711.4           0
                         :        469 Minimum Test error found - save the configuration 
                         :        469 |      359.621     329.081   0.0160935  0.00151383     54870.8           0
                         :        470 Minimum Test error found - save the configuration 
                         :        470 |      355.819      325.73   0.0162319   0.0014787     54225.7           0
                         :        471 Minimum Test error found - save the configuration 
                         :        471 |      352.165      321.53   0.0167355  0.00154417     52661.4           0
                         :        472 Minimum Test error found - save the configuration 
                         :        472 |      347.952     317.968   0.0167726  0.00157643     52644.7           0
                         :        473 Minimum Test error found - save the configuration 
                         :        473 |      344.333     314.494    0.016933  0.00163325     52288.6           0
                         :        474 Minimum Test error found - save the configuration 
                         :        474 |      340.796     310.922   0.0172692  0.00158735     51014.5           0
                         :        475 Minimum Test error found - save the configuration 
                         :        475 |      336.831     307.655    0.016524  0.00148387     53191.1           0
                         :        476 Minimum Test error found - save the configuration 
                         :        476 |      333.487     303.894    0.015784  0.00142162     55701.1           0
                         :        477 Minimum Test error found - save the configuration 
                         :        477 |      329.831     300.242   0.0161193  0.00159454     55078.4           0
                         :        478 Minimum Test error found - save the configuration 
                         :        478 |      326.238     297.288   0.0157542     0.00146     55966.9           0
                         :        479 Minimum Test error found - save the configuration 
                         :        479 |      322.939      293.77   0.0168828  0.00150113     52010.1           0
                         :        480 Minimum Test error found - save the configuration 
                         :        480 |      319.409     290.199   0.0168612  0.00163272     52533.1           0
                         :        481 Minimum Test error found - save the configuration 
                         :        481 |      315.892     287.095   0.0166191  0.00147693     52832.6           0
                         :        482 Minimum Test error found - save the configuration 
                         :        482 |      312.255     284.057   0.0152853  0.00147139     57912.7           0
                         :        483 Minimum Test error found - save the configuration 
                         :        483 |      309.113     280.581   0.0156294  0.00143144       56346           0
                         :        484 Minimum Test error found - save the configuration 
                         :        484 |      305.642     276.855   0.0150596  0.00143343     58710.5           0
                         :        485 Minimum Test error found - save the configuration 
                         :        485 |      302.305     273.965   0.0153798  0.00146301     57484.4           0
                         :        486 Minimum Test error found - save the configuration 
                         :        486 |      299.173     271.334   0.0162951  0.00143026     53818.4           0
                         :        487 Minimum Test error found - save the configuration 
                         :        487 |          296     267.838   0.0161078  0.00151031     54803.8           0
                         :        488 Minimum Test error found - save the configuration 
                         :        488 |      293.167     264.506   0.0154549  0.00144125       57087           0
                         :        489 Minimum Test error found - save the configuration 
                         :        489 |      289.527     261.686   0.0152631  0.00143199     57840.5           0
                         :        490 Minimum Test error found - save the configuration 
                         :        490 |      286.628     259.428   0.0151033  0.00141289     58435.3           0
                         :        491 Minimum Test error found - save the configuration 
                         :        491 |      283.474     256.397   0.0154698  0.00143233     56990.4           0
                         :        492 Minimum Test error found - save the configuration 
                         :        492 |      280.305     252.997   0.0151058  0.00146875     58663.5           0
                         :        493 Minimum Test error found - save the configuration 
                         :        493 |      277.206     249.587   0.0151648  0.00142715       58234           0
                         :        494 Minimum Test error found - save the configuration 
                         :        494 |       274.09     247.313   0.0145704  0.00142563     60860.7           0
                         :        495 Minimum Test error found - save the configuration 
                         :        495 |      270.909     243.823   0.0150848  0.00139987     58458.5           0
                         :        496 Minimum Test error found - save the configuration 
                         :        496 |      267.874     241.066   0.0153113  0.00148884     57876.7           0
                         :        497 Minimum Test error found - save the configuration 
                         :        497 |      264.983     238.072    0.016365  0.00143668     53589.3           0
                         :        498 Minimum Test error found - save the configuration 
                         :        498 |      262.199     235.621   0.0154564  0.00148452     57257.9           0
                         :        499 Minimum Test error found - save the configuration 
                         :        499 |      259.385     232.718   0.0145367  0.00136571     60739.5           0
                         :        500 Minimum Test error found - save the configuration 
                         :        500 |      256.406     230.006   0.0143299  0.00135409     61653.1           0
                         :        501 Minimum Test error found - save the configuration 
                         :        501 |      253.453     227.499    0.014365  0.00134173     61428.7           0
                         :        502 Minimum Test error found - save the configuration 
                         :        502 |      251.064     224.481   0.0145088  0.00142676     61152.6           0
                         :        503 Minimum Test error found - save the configuration 
                         :        503 |      248.188     222.192   0.0150493  0.00141026     58655.3           0
                         :        504 Minimum Test error found - save the configuration 
                         :        504 |      245.432     219.756   0.0151319  0.00141317     58314.5           0
                         :        505 Minimum Test error found - save the configuration 
                         :        505 |      242.708     217.214   0.0151305  0.00149771     58682.1           0
                         :        506 Minimum Test error found - save the configuration 
                         :        506 |      239.994     214.731   0.0154844  0.00147169       57091           0
                         :        507 Minimum Test error found - save the configuration 
                         :        507 |       237.42     211.793   0.0157939  0.00158931     56319.7           0
                         :        508 Minimum Test error found - save the configuration 
                         :        508 |      234.872     209.823   0.0153233  0.00139824     57450.5           0
                         :        509 Minimum Test error found - save the configuration 
                         :        509 |      232.246     206.981   0.0144517  0.00141653     61372.6           0
                         :        510 Minimum Test error found - save the configuration 
                         :        510 |      229.632     204.929   0.0150057   0.0014144     58861.1           0
                         :        511 Minimum Test error found - save the configuration 
                         :        511 |      227.333     202.106   0.0146135  0.00135834     60354.1           0
                         :        512 Minimum Test error found - save the configuration 
                         :        512 |      224.422     199.605   0.0143307  0.00141883     61958.6           0
                         :        513 Minimum Test error found - save the configuration 
                         :        513 |      222.019     197.521   0.0141795  0.00134538     62333.8           0
                         :        514 Minimum Test error found - save the configuration 
                         :        514 |       219.69     195.315   0.0162314  0.00141846     54006.8           0
                         :        515 Minimum Test error found - save the configuration 
                         :        515 |      217.585     192.819   0.0160637  0.00151923     55003.8           0
                         :        516 Minimum Test error found - save the configuration 
                         :        516 |      215.023     190.533   0.0161825  0.00154215     54643.6           0
                         :        517 Minimum Test error found - save the configuration 
                         :        517 |      212.481     188.099   0.0172505   0.0016432     51257.9           0
                         :        518 Minimum Test error found - save the configuration 
                         :        518 |        210.3      185.92   0.0164565  0.00147527     53400.1           0
                         :        519 Minimum Test error found - save the configuration 
                         :        519 |      207.944     184.053   0.0163202   0.0015883     54303.9           0
                         :        520 Minimum Test error found - save the configuration 
                         :        520 |      205.378     181.687   0.0168145  0.00163102     52688.7           0
                         :        521 Minimum Test error found - save the configuration 
                         :        521 |      203.353     180.275   0.0171817  0.00162555     51426.6           0
                         :        522 Minimum Test error found - save the configuration 
                         :        522 |      201.125     177.334   0.0160204  0.00148999       55057           0
                         :        523 Minimum Test error found - save the configuration 
                         :        523 |      198.652     175.711   0.0149408  0.00147235     59398.2           0
                         :        524 Minimum Test error found - save the configuration 
                         :        524 |      196.677     173.724   0.0152961  0.00150426     58005.4           0
                         :        525 Minimum Test error found - save the configuration 
                         :        525 |      194.387     171.559    0.016861  0.00163007     52524.6           0
                         :        526 Minimum Test error found - save the configuration 
                         :        526 |      192.168     169.686   0.0155152  0.00155733     57315.2           0
                         :        527 Minimum Test error found - save the configuration 
                         :        527 |      190.052     167.204   0.0161877  0.00154494     54634.5           0
                         :        528 Minimum Test error found - save the configuration 
                         :        528 |        187.9      165.35   0.0155815  0.00146788       56683           0
                         :        529 Minimum Test error found - save the configuration 
                         :        529 |      185.691     163.548    0.016633  0.00159316     53192.2           0
                         :        530 Minimum Test error found - save the configuration 
                         :        530 |      183.648     161.686   0.0171475  0.00155655     51311.7           0
                         :        531 Minimum Test error found - save the configuration 
                         :        531 |      181.618     159.705   0.0175801  0.00166241     50258.7           0
                         :        532 Minimum Test error found - save the configuration 
                         :        532 |      179.433     158.023   0.0162124  0.00145719     54218.1           0
                         :        533 Minimum Test error found - save the configuration 
                         :        533 |      177.483     156.016   0.0163228  0.00155945     54188.4           0
                         :        534 Minimum Test error found - save the configuration 
                         :        534 |      175.465     154.547   0.0159534  0.00152916     55462.3           0
                         :        535 Minimum Test error found - save the configuration 
                         :        535 |       173.91     152.614   0.0160717  0.00155972       55127           0
                         :        536 Minimum Test error found - save the configuration 
                         :        536 |      171.702     150.335   0.0157207  0.00150171     56262.7           0
                         :        537 Minimum Test error found - save the configuration 
                         :        537 |       169.34     148.734   0.0158823   0.0014855     55567.9           0
                         :        538 Minimum Test error found - save the configuration 
                         :        538 |      167.746     148.001   0.0179163  0.00153321     48830.8           0
                         :        539 Minimum Test error found - save the configuration 
                         :        539 |      165.948     145.641   0.0152083  0.00141123     57983.3           0
                         :        540 Minimum Test error found - save the configuration 
                         :        540 |      163.652     143.385   0.0158785  0.00147025     55523.8           0
                         :        541 Minimum Test error found - save the configuration 
                         :        541 |      161.791     141.828   0.0150639   0.0014761     58876.2           0
                         :        542 Minimum Test error found - save the configuration 
                         :        542 |       159.84     140.273   0.0154414  0.00153337     57520.9           0
                         :        543 Minimum Test error found - save the configuration 
                         :        543 |      157.996     138.714   0.0158958  0.00163107     56082.3           0
                         :        544 Minimum Test error found - save the configuration 
                         :        544 |       156.48     137.027   0.0156398  0.00150409     56594.1           0
                         :        545 Minimum Test error found - save the configuration 
                         :        545 |      154.522     135.561   0.0147707  0.00142167     59929.6           0
                         :        546 Minimum Test error found - save the configuration 
                         :        546 |      152.544      133.77   0.0150298  0.00140015     58695.5           0
                         :        547 Minimum Test error found - save the configuration 
                         :        547 |      150.793     132.172   0.0146902  0.00149157     60612.1           0
                         :        548 Minimum Test error found - save the configuration 
                         :        548 |      148.959     130.446   0.0160931  0.00157905     55119.1           0
                         :        549 Minimum Test error found - save the configuration 
                         :        549 |      147.394     129.034   0.0160016  0.00144894     54972.9           0
                         :        550 Minimum Test error found - save the configuration 
                         :        550 |      145.652     127.374   0.0150146  0.00141516     58825.8           0
                         :        551 Minimum Test error found - save the configuration 
                         :        551 |      143.961     126.204   0.0145455  0.00135973     60671.4           0
                         :        552 Minimum Test error found - save the configuration 
                         :        552 |      142.635     125.751   0.0152179   0.0014134     57952.3           0
                         :        553 Minimum Test error found - save the configuration 
                         :        553 |      140.564     122.986   0.0149661  0.00151554     59477.1           0
                         :        554 Minimum Test error found - save the configuration 
                         :        554 |      138.895     121.455   0.0147508  0.00139538     59900.6           0
                         :        555 Minimum Test error found - save the configuration 
                         :        555 |      137.584     119.792   0.0142747  0.00133697     61834.8           0
                         :        556 Minimum Test error found - save the configuration 
                         :        556 |      135.727     118.639   0.0143697  0.00135549     61471.1           0
                         :        557 Minimum Test error found - save the configuration 
                         :        557 |      134.136     117.015   0.0149593  0.00143203     59139.6           0
                         :        558 Minimum Test error found - save the configuration 
                         :        558 |      132.416      115.79   0.0152289  0.00138408     57783.2           0
                         :        559 Minimum Test error found - save the configuration 
                         :        559 |      131.123     114.584   0.0142816  0.00133583       61796           0
                         :        560 Minimum Test error found - save the configuration 
                         :        560 |      129.326     113.429   0.0141641  0.00131999     62285.3           0
                         :        561 Minimum Test error found - save the configuration 
                         :        561 |      127.918      111.84   0.0149137  0.00138749     59144.5           0
                         :        562 Minimum Test error found - save the configuration 
                         :        562 |      126.352     110.419   0.0146311  0.00134052     60193.2           0
                         :        563 Minimum Test error found - save the configuration 
                         :        563 |       124.77     108.894   0.0143491  0.00131177     61362.3           0
                         :        564 Minimum Test error found - save the configuration 
                         :        564 |      123.357     108.059   0.0141363  0.00131872     62414.1           0
                         :        565 Minimum Test error found - save the configuration 
                         :        565 |      121.824     106.264   0.0150082  0.00138221     58711.5           0
                         :        566 Minimum Test error found - save the configuration 
                         :        566 |      120.233     105.505   0.0147553  0.00135685     59708.2           0
                         :        567 Minimum Test error found - save the configuration 
                         :        567 |      118.893     103.861   0.0147548  0.00141331     59963.4           0
                         :        568 Minimum Test error found - save the configuration 
                         :        568 |      117.734     102.576   0.0146154  0.00135998     60352.5           0
                         :        569 Minimum Test error found - save the configuration 
                         :        569 |      116.413     101.581   0.0144651  0.00141713     61312.2           0
                         :        570 Minimum Test error found - save the configuration 
                         :        570 |      114.883     99.9113   0.0153075   0.0014876     57887.4           0
                         :        571 Minimum Test error found - save the configuration 
                         :        571 |      113.606     99.1544   0.0156389  0.00139531     56165.6           0
                         :        572 Minimum Test error found - save the configuration 
                         :        572 |      112.247     97.6161   0.0143519  0.00131716     61374.4           0
                         :        573 Minimum Test error found - save the configuration 
                         :        573 |      110.755     96.1835   0.0154485  0.00135519     56764.7           0
                         :        574 Minimum Test error found - save the configuration 
                         :        574 |      109.326     95.6704    0.014348  0.00135071     61551.2           0
                         :        575 Minimum Test error found - save the configuration 
                         :        575 |      107.954     93.8486   0.0151974  0.00136551     57837.3           0
                         :        576 Minimum Test error found - save the configuration 
                         :        576 |       106.55     93.2011   0.0144238  0.00133454       61119           0
                         :        577 Minimum Test error found - save the configuration 
                         :        577 |      105.489     91.8899   0.0158864  0.00150902     55642.9           0
                         :        578 Minimum Test error found - save the configuration 
                         :        578 |      104.231     90.7577   0.0151334  0.00137971       58166           0
                         :        579 Minimum Test error found - save the configuration 
                         :        579 |      103.089      89.823   0.0147971  0.00137091       59585           0
                         :        580 Minimum Test error found - save the configuration 
                         :        580 |      101.955     88.7201   0.0141962  0.00134476     62249.7           0
                         :        581 Minimum Test error found - save the configuration 
                         :        581 |       100.74     87.3831   0.0155151  0.00159238     57460.2           0
                         :        582 |      99.5271     87.4292   0.0160225  0.00139764     54701.3           1
                         :        583 Minimum Test error found - save the configuration 
                         :        583 |       98.414     85.8523   0.0144465  0.00131885       60940           0
                         :        584 Minimum Test error found - save the configuration 
                         :        584 |      97.1813     84.2975   0.0143927  0.00131163     61157.1           0
                         :        585 Minimum Test error found - save the configuration 
                         :        585 |      95.7671      83.222   0.0141225  0.00137689     62766.9           0
                         :        586 Minimum Test error found - save the configuration 
                         :        586 |      94.8848     82.4749   0.0149016  0.00149017     59650.5           0
                         :        587 Minimum Test error found - save the configuration 
                         :        587 |      93.5753     80.7249   0.0162358  0.00161336     54710.3           0
                         :        588 Minimum Test error found - save the configuration 
                         :        588 |      92.2094     80.6222   0.0164293  0.00155831       53796           0
                         :        589 Minimum Test error found - save the configuration 
                         :        589 |      91.3866     79.2189   0.0162054  0.00150197     54409.1           0
                         :        590 Minimum Test error found - save the configuration 
                         :        590 |      90.5641     78.0102   0.0151174  0.00149728     58736.6           0
                         :        591 Minimum Test error found - save the configuration 
                         :        591 |      89.2084     76.9398    0.016596  0.00165477     53543.2           0
                         :        592 Minimum Test error found - save the configuration 
                         :        592 |      88.1347     75.7219   0.0164101   0.0015613     53876.2           0
                         :        593 Minimum Test error found - save the configuration 
                         :        593 |      87.0967     75.2133   0.0170782   0.0015662     51573.1           0
                         :        594 Minimum Test error found - save the configuration 
                         :        594 |      86.0923      74.553   0.0165526  0.00159782     53494.5           0
                         :        595 Minimum Test error found - save the configuration 
                         :        595 |      85.0907     72.5022   0.0166221  0.00163319     53372.7           0
                         :        596 |      84.1321     73.0326   0.0174904  0.00146203     49911.6           1
                         :        597 Minimum Test error found - save the configuration 
                         :        597 |      82.9823     70.8998   0.0170188    0.001625     51968.9           0
                         :        598 Minimum Test error found - save the configuration 
                         :        598 |      81.8957     70.0269   0.0170918  0.00155497     51490.6           0
                         :        599 Minimum Test error found - save the configuration 
                         :        599 |      81.0037     69.6052   0.0163159  0.00152668     54093.3           0
                         :        600 Minimum Test error found - save the configuration 
                         :        600 |      79.9897     68.7834   0.0160448  0.00148888     54960.4           0
                         :        601 Minimum Test error found - save the configuration 
                         :        601 |      79.2554     67.6244   0.0167265  0.00155397     52726.8           0
                         :        602 Minimum Test error found - save the configuration 
                         :        602 |      78.0367      66.464   0.0167823  0.00156917     52586.3           0
                         :        603 Minimum Test error found - save the configuration 
                         :        603 |      77.1568     65.4943   0.0160045  0.00154632     55331.9           0
                         :        604 Minimum Test error found - save the configuration 
                         :        604 |      76.3628     65.3308   0.0163176  0.00154407     54150.7           0
                         :        605 Minimum Test error found - save the configuration 
                         :        605 |      75.3829     64.0703   0.0166342  0.00145954     52719.4           0
                         :        606 Minimum Test error found - save the configuration 
                         :        606 |      74.5629     63.0349   0.0157688  0.00154938     56261.1           0
                         :        607 Minimum Test error found - save the configuration 
                         :        607 |      73.5283     62.5371   0.0202415  0.00209752     44091.9           0
                         :        608 Minimum Test error found - save the configuration 
                         :        608 |      72.6401     61.9153   0.0195233  0.00187689       45335           0
                         :        609 Minimum Test error found - save the configuration 
                         :        609 |       71.971     61.7244   0.0153821  0.00144008     57380.4           0
                         :        610 Minimum Test error found - save the configuration 
                         :        610 |      71.0845     59.8104   0.0154046  0.00142679     57233.5           0
                         :        611 Minimum Test error found - save the configuration 
                         :        611 |      70.0869     59.3789   0.0153059  0.00147487     57841.1           0
                         :        612 Minimum Test error found - save the configuration 
                         :        612 |      69.3471     58.7605   0.0154423  0.00154089       57548           0
                         :        613 Minimum Test error found - save the configuration 
                         :        613 |       68.587     57.6122   0.0161567  0.00145309     54408.4           0
                         :        614 Minimum Test error found - save the configuration 
                         :        614 |      67.5913     56.5364   0.0160623  0.00144575     54732.3           0
                         :        615 Minimum Test error found - save the configuration 
                         :        615 |      66.8424      56.218   0.0158649  0.00154044     55848.4           0
                         :        616 Minimum Test error found - save the configuration 
                         :        616 |      66.0984     55.1452   0.0161008  0.00151682     54854.8           0
                         :        617 Minimum Test error found - save the configuration 
                         :        617 |      65.3522     55.0199   0.0162004  0.00159328     54767.7           0
                         :        618 Minimum Test error found - save the configuration 
                         :        618 |      64.6293      53.764   0.0168333  0.00160729     52541.8           0
                         :        619 Minimum Test error found - save the configuration 
                         :        619 |      63.6376      53.247   0.0164136  0.00152203     53721.8           0
                         :        620 Minimum Test error found - save the configuration 
                         :        620 |      62.8762     52.5896   0.0160386  0.00151061       55066           0
                         :        621 Minimum Test error found - save the configuration 
                         :        621 |      62.0112     51.8859   0.0162692  0.00148821     54123.7           0
                         :        622 Minimum Test error found - save the configuration 
                         :        622 |      61.3237     50.9643   0.0157786  0.00150899     56063.3           0
                         :        623 Minimum Test error found - save the configuration 
                         :        623 |      60.5666     50.3561   0.0159972  0.00159734     55556.2           0
                         :        624 Minimum Test error found - save the configuration 
                         :        624 |      59.8923     49.5612   0.0170432  0.00163665     51925.8           0
                         :        625 Minimum Test error found - save the configuration 
                         :        625 |      59.1821     48.9402   0.0166777   0.0015052     52726.8           0
                         :        626 Minimum Test error found - save the configuration 
                         :        626 |      58.4396       48.68   0.0160484  0.00153734     55130.4           0
                         :        627 Minimum Test error found - save the configuration 
                         :        627 |      58.0563     47.7716   0.0163582  0.00159362     54183.8           0
                         :        628 Minimum Test error found - save the configuration 
                         :        628 |      57.0927     47.3838   0.0163588  0.00149358       53817           0
                         :        629 Minimum Test error found - save the configuration 
                         :        629 |      56.5876     46.0435   0.0168136  0.00165549       52777           0
                         :        630 Minimum Test error found - save the configuration 
                         :        630 |      55.8401     45.9051   0.0169434  0.00162742     52233.2           0
                         :        631 Minimum Test error found - save the configuration 
                         :        631 |       55.008     45.2375    0.017049  0.00158033     51717.5           0
                         :        632 Minimum Test error found - save the configuration 
                         :        632 |      54.5002     44.1143   0.0163374  0.00153602     54048.9           0
                         :        633 Minimum Test error found - save the configuration 
                         :        633 |      53.7192     44.0384   0.0164071  0.00151357     53714.6           0
                         :        634 Minimum Test error found - save the configuration 
                         :        634 |      53.0037     42.8302   0.0162174  0.00155049     54544.6           0
                         :        635 Minimum Test error found - save the configuration 
                         :        635 |      52.3442      42.245   0.0164189  0.00159325     53960.4           0
                         :        636 Minimum Test error found - save the configuration 
                         :        636 |      51.7093     41.8221   0.0161521  0.00150992     54636.6           0
                         :        637 Minimum Test error found - save the configuration 
                         :        637 |      51.3147     41.4786   0.0160609  0.00152774     55046.4           0
                         :        638 Minimum Test error found - save the configuration 
                         :        638 |      50.5466     40.8876   0.0163806  0.00148258     53698.4           0
                         :        639 Minimum Test error found - save the configuration 
                         :        639 |      49.9339     40.1197   0.0160632  0.00149133     54900.4           0
                         :        640 Minimum Test error found - save the configuration 
                         :        640 |      49.4585     39.6923   0.0155579  0.00138929     56462.9           0
                         :        641 Minimum Test error found - save the configuration 
                         :        641 |      48.8223     39.2782   0.0156373  0.00146012     56428.9           0
                         :        642 Minimum Test error found - save the configuration 
                         :        642 |       48.176     38.3989   0.0219161  0.00207762     40325.8           0
                         :        643 Minimum Test error found - save the configuration 
                         :        643 |      47.6207     37.8879    0.021766   0.0021054     40690.5           0
                         :        644 Minimum Test error found - save the configuration 
                         :        644 |      47.1481     37.3301   0.0217398  0.00207683     40685.7           0
                         :        645 Minimum Test error found - save the configuration 
                         :        645 |      46.5037      37.204   0.0232362  0.00203064     37725.9           0
                         :        646 Minimum Test error found - save the configuration 
                         :        646 |      46.0345     36.8436    0.022135  0.00214587     40021.7           0
                         :        647 Minimum Test error found - save the configuration 
                         :        647 |      45.4073      35.908   0.0226907  0.00217612     38996.6           0
                         :        648 Minimum Test error found - save the configuration 
                         :        648 |      44.6928     35.6599   0.0213238  0.00205812     41524.7           0
                         :        649 Minimum Test error found - save the configuration 
                         :        649 |      44.2739     35.2361   0.0224942  0.00206885       39167           0
                         :        650 Minimum Test error found - save the configuration 
                         :        650 |      43.8079     34.9271   0.0169487  0.00151135     51822.3           0
                         :        651 Minimum Test error found - save the configuration 
                         :        651 |      43.4918     34.0406   0.0171839   0.0015394     51136.1           0
                         :        652 Minimum Test error found - save the configuration 
                         :        652 |       42.926     33.4644   0.0169326  0.00196355     53443.7           0
                         :        653 Minimum Test error found - save the configuration 
                         :        653 |      42.2307     33.1515   0.0162316  0.00151171     54348.2           0
                         :        654 Minimum Test error found - save the configuration 
                         :        654 |        41.61      32.706   0.0158352  0.00149428     55784.4           0
                         :        655 Minimum Test error found - save the configuration 
                         :        655 |      41.1745     31.7523   0.0165334   0.0014795     53142.4           0
                         :        656 |      40.6657     32.0554   0.0168324  0.00141664     51894.8           1
                         :        657 Minimum Test error found - save the configuration 
                         :        657 |       40.178     31.2954   0.0171415  0.00148055     51082.6           0
                         :        658 Minimum Test error found - save the configuration 
                         :        658 |      39.7567     30.6853   0.0167172   0.0015181     52634.7           0
                         :        659 Minimum Test error found - save the configuration 
                         :        659 |      39.2424     30.5473   0.0170619  0.00154969     51572.4           0
                         :        660 Minimum Test error found - save the configuration 
                         :        660 |      38.9349     29.9492   0.0162408  0.00151301     54318.9           0
                         :        661 |      38.4656     31.2319   0.0179402  0.00133711     48183.8           1
                         :        662 Minimum Test error found - save the configuration 
                         :        662 |      38.0865      28.924   0.0167318  0.00214283     54835.9           0
                         :        663 Minimum Test error found - save the configuration 
                         :        663 |      37.4836      28.861   0.0163056  0.00148809       53990           0
                         :        664 Minimum Test error found - save the configuration 
                         :        664 |      36.9051     27.7243   0.0152366  0.00143211       57952           0
                         :        665 Minimum Test error found - save the configuration 
                         :        665 |      36.4094     27.3242   0.0170641  0.00154222     51540.1           0
                         :        666 Minimum Test error found - save the configuration 
                         :        666 |      35.9045     27.0354   0.0166571  0.00153579     52905.6           0
                         :        667 Minimum Test error found - save the configuration 
                         :        667 |      35.6925     27.0027   0.0164001  0.00151718     53752.8           0
                         :        668 Minimum Test error found - save the configuration 
                         :        668 |      34.9887     26.4191   0.0163022  0.00150283     54056.5           0
                         :        669 Minimum Test error found - save the configuration 
                         :        669 |       34.665     26.3157   0.0169151  0.00149505     51880.4           0
                         :        670 Minimum Test error found - save the configuration 
                         :        670 |       34.277     25.6389   0.0157336  0.00155753     56433.1           0
                         :        671 Minimum Test error found - save the configuration 
                         :        671 |      33.8082     25.3096    0.016033  0.00151002     55085.1           0
                         :        672 Minimum Test error found - save the configuration 
                         :        672 |       33.389     25.0567   0.0155413  0.00149959     56973.2           0
                         :        673 Minimum Test error found - save the configuration 
                         :        673 |      32.9251     24.2824   0.0157638  0.00148865     56041.6           0
                         :        674 Minimum Test error found - save the configuration 
                         :        674 |      32.6084     23.9675   0.0157157  0.00148051     56198.8           0
                         :        675 Minimum Test error found - save the configuration 
                         :        675 |      32.2927     23.8894   0.0156062  0.00146217     56560.9           0
                         :        676 Minimum Test error found - save the configuration 
                         :        676 |      31.7916     23.7943   0.0161324  0.00150452     54690.1           0
                         :        677 Minimum Test error found - save the configuration 
                         :        677 |      31.3119      22.789   0.0157258  0.00148868     56191.2           0
                         :        678 Minimum Test error found - save the configuration 
                         :        678 |      31.0367     22.5728   0.0158245  0.00145629     55678.7           0
                         :        679 Minimum Test error found - save the configuration 
                         :        679 |       30.611     22.2052   0.0156069  0.00150574     56732.8           0
                         :        680 Minimum Test error found - save the configuration 
                         :        680 |      30.0984     21.9491   0.0156191  0.00147887     56576.2           0
                         :        681 |      29.7597     21.9518   0.0156029  0.00140364     56340.8           1
                         :        682 Minimum Test error found - save the configuration 
                         :        682 |      29.5206     21.0595   0.0158445  0.00149856       55765           0
                         :        683 |      29.2078     21.1514   0.0157177  0.00141568     55936.2           1
                         :        684 |      28.7782     21.3352   0.0156288  0.00139766     56214.6           2
                         :        685 Minimum Test error found - save the configuration 
                         :        685 |      28.3913     20.2256   0.0157885  0.00148872       55945           0
                         :        686 |      27.9694     20.2865   0.0157201  0.00141076     55907.5           1
                         :        687 |      27.7235     21.1488   0.0157509  0.00141246       55794           2
                         :        688 Minimum Test error found - save the configuration 
                         :        688 |      27.4545     19.3019   0.0159461  0.00148736     55329.8           0
                         :        689 Minimum Test error found - save the configuration 
                         :        689 |      26.9636     19.3004   0.0158511  0.00148137     55672.6           0
                         :        690 |      26.6663     19.7247   0.0155487  0.00140463     56560.8           1
                         :        691 Minimum Test error found - save the configuration 
                         :        691 |       26.503     19.0342   0.0156927  0.00150748     56396.8           0
                         :        692 |      26.0896      19.176   0.0157557  0.00140121     55731.7           1
                         :        693 Minimum Test error found - save the configuration 
                         :        693 |      25.6406     17.8275   0.0157169  0.00147665     56178.9           0
                         :        694 Minimum Test error found - save the configuration 
                         :        694 |      25.1567     17.7433   0.0155673  0.00148982     56828.4           0
                         :        695 Minimum Test error found - save the configuration 
                         :        695 |       24.793     17.5765    0.015825  0.00149536     55828.2           0
                         :        696 Minimum Test error found - save the configuration 
                         :        696 |      24.5687     17.4291   0.0159732  0.00152677     55377.1           0
                         :        697 |      24.3268     17.7509   0.0160764  0.00142425     54599.6           1
                         :        698 Minimum Test error found - save the configuration 
                         :        698 |      23.8912     17.1574   0.0159069  0.00152554     55627.6           0
                         :        699 Minimum Test error found - save the configuration 
                         :        699 |      23.5089     16.6642   0.0177018  0.00151813     49432.6           0
                         :        700 Minimum Test error found - save the configuration 
                         :        700 |      23.3186     16.0269   0.0164227  0.00154474     53770.9           0
                         :        701 |      22.9484     16.5124   0.0160362  0.00141233     54705.1           1
                         :        702 |      22.6972      16.045   0.0158921  0.00146813     55463.2           2
                         :        703 Minimum Test error found - save the configuration 
                         :        703 |      22.3618     15.8602   0.0159302      0.0015     55439.2           0
                         :        704 Minimum Test error found - save the configuration 
                         :        704 |       22.072     15.6698   0.0160578  0.00151967     55027.5           0
                         :        705 Minimum Test error found - save the configuration 
                         :        705 |      21.8666     15.5482    0.016045  0.00152177       55084           0
                         :        706 Minimum Test error found - save the configuration 
                         :        706 |      21.5113     15.3841   0.0195044  0.00490711     54804.7           0
                         :        707 Minimum Test error found - save the configuration 
                         :        707 |      21.2446     14.5143   0.0334603  0.00494349     28053.6           0
                         :        708 |      20.9428     14.6555   0.0334177  0.00483046     27984.5           1
                         :        709 Minimum Test error found - save the configuration 
                         :        709 |      20.6342     14.2762   0.0391902  0.00435293     22963.9           0
                         :        710 |      20.4835     14.5887   0.0443851  0.00143769     18627.4           1
                         :        711 |      20.1485        14.5   0.0295331   0.0014536     28490.6           2
                         :        712 Minimum Test error found - save the configuration 
                         :        712 |       20.236     13.9445   0.0165877  0.00157726     53296.3           0
                         :        713 |      19.7567      14.139   0.0167557  0.00148505     52388.2           1
                         :        714 Minimum Test error found - save the configuration 
                         :        714 |      19.3818     13.7283   0.0168543  0.00158373     52388.3           0
                         :        715 Minimum Test error found - save the configuration 
                         :        715 |      19.0688     13.5503   0.0168491  0.00157352     52371.2           0
                         :        716 Minimum Test error found - save the configuration 
                         :        716 |      18.8151     12.7576   0.0166263  0.00158288     53179.3           0
                         :        717 Minimum Test error found - save the configuration 
                         :        717 |      18.6366     12.5808   0.0163951  0.00156174     53932.5           0
                         :        718 |      18.3536     12.7164   0.0162129  0.00144344     54165.9           1
                         :        719 |      18.2191     14.2707    0.016368  0.00142646       53542           2
                         :        720 |      17.9059     12.7609   0.0163955  0.00148802     53664.2           3
                         :        721 Minimum Test error found - save the configuration 
                         :        721 |      17.5178     12.1904   0.0162843  0.00153884       54254           0
                         :        722 Minimum Test error found - save the configuration 
                         :        722 |       17.698       11.82    0.015938  0.00147337     55307.4           0
                         :        723 |      17.0531     12.1403   0.0155858  0.00138916     56351.4           1
                         :        724 Minimum Test error found - save the configuration 
                         :        724 |      16.8258      11.548   0.0161375  0.00155402     54856.5           0
                         :        725 |      16.5975     12.2612   0.0174067  0.00149417     50274.8           1
                         :        726 Minimum Test error found - save the configuration 
                         :        726 |      16.5126      11.199   0.0170446   0.0016368     51921.7           0
                         :        727 |      16.2905     12.1263   0.0168349  0.00149838     52162.9           1
                         :        728 Minimum Test error found - save the configuration 
                         :        728 |      16.3966     11.0195   0.0168332  0.00156792     52406.4           0
                         :        729 Minimum Test error found - save the configuration 
                         :        729 |      15.7185     10.9751   0.0168698  0.00156914     52285.2           0
                         :        730 Minimum Test error found - save the configuration 
                         :        730 |      15.8204     10.6498   0.0168323  0.00158996     52485.3           0
                         :        731 Minimum Test error found - save the configuration 
                         :        731 |      15.4522     10.3907   0.0169888  0.00162153     52058.6           0
                         :        732 |       15.107     10.6318   0.0169064  0.00150345     51938.1           1
                         :        733 |      14.9348     10.7623   0.0169596  0.00149734       51739           2
                         :        734 Minimum Test error found - save the configuration 
                         :        734 |      15.1055     9.70986   0.0162662  0.00151948     54249.3           0
                         :        735 Minimum Test error found - save the configuration 
                         :        735 |      14.6453     9.58246   0.0158745  0.00150343     55667.2           0
                         :        736 Minimum Test error found - save the configuration 
                         :        736 |      14.3347     9.32095   0.0158157   0.0014698       55765           0
                         :        737 |      14.1818      10.062   0.0153707   0.0013896     57219.9           1
                         :        738 |      14.0549     9.53101   0.0154117  0.00136811     56965.4           2
                         :        739 |      13.6947     9.58738   0.0152959  0.00135384     57380.3           3
                         :        740 |      13.6119     9.43479   0.0157708  0.00141085     55710.4           4
                         :        741 Minimum Test error found - save the configuration 
                         :        741 |      13.3438     9.17956   0.0159487  0.00154116     55526.6           0
                         :        742 Minimum Test error found - save the configuration 
                         :        742 |      13.1995     8.45599   0.0159629  0.00150814       55345           0
                         :        743 |      13.0739     8.89126   0.0157089  0.00140583     55932.1           1
                         :        744 |       12.948     8.48837   0.0157589  0.00141831     55785.7           2
                         :        745 Minimum Test error found - save the configuration 
                         :        745 |       12.687     8.43448   0.0156535  0.00152373     56617.9           0
                         :        746 |      12.5056     8.78146   0.0201485  0.00148018     42853.3           1
                         :        747 |      12.3061     8.86012    0.016514  0.00144965     53105.6           2
                         :        748 Minimum Test error found - save the configuration 
                         :        748 |      12.2007     8.14857   0.0157453  0.00152641     56263.3           0
                         :        749 Minimum Test error found - save the configuration 
                         :        749 |      11.9247     7.74551   0.0332934  0.00155005     25202.1           0
                         :        750 Minimum Test error found - save the configuration 
                         :        750 |      11.8156     7.64077   0.0331949  0.00157183       25298           0
                         :        751 |      11.9483     8.32993   0.0333353  0.00149972     25129.2           1
                         :        752 |      11.8057     8.65182   0.0386316  0.00218133     21947.7           2
                         :        753 |      11.6078     8.09667   0.0337853  0.00194274     25123.6           3
                         :        754 Minimum Test error found - save the configuration 
                         :        754 |      11.3053     6.93901   0.0331349  0.00491385     28347.6           0
                         :        755 |       11.132       7.701   0.0330983  0.00479458     28264.9           1
                         :        756 Minimum Test error found - save the configuration 
                         :        756 |       10.833     6.85528   0.0382268  0.00428035     23566.5           0
                         :        757 |      10.7317     7.18353   0.0450544  0.00393691     19456.4           1
                         :        758 |      10.8283     7.12819   0.0218085  0.00183601       40055           2
                         :        759 Minimum Test error found - save the configuration 
                         :        759 |      10.6665     6.69059   0.0209118  0.00202012     42346.7           0
                         :        760 |      10.4449     7.56898   0.0208261  0.00185913     42178.6           1
                         :        761 Minimum Test error found - save the configuration 
                         :        761 |      10.4034     6.54914   0.0208407  0.00192576     42294.5           0
                         :        762 |      10.4774     6.93845   0.0307926  0.00429283       30189           1
                         :        763 Minimum Test error found - save the configuration 
                         :        763 |      10.1591     6.45217   0.0383959  0.00405604     23296.5           0
                         :        764 Minimum Test error found - save the configuration 
                         :        764 |      9.91231     6.45117   0.0275828  0.00173082     30945.4           0
                         :        765 |      9.74958     6.57108   0.0176309  0.00155275     49757.1           1
                         :        766 |      9.72416     6.55747   0.0345391  0.00157679     24270.1           2
                         :        767 Minimum Test error found - save the configuration 
                         :        767 |       9.3385     5.68269   0.0334605  0.00166042     25157.2           0
                         :        768 |      9.20837     5.99115   0.0172603  0.00154051     50891.2           1
                         :        769 Minimum Test error found - save the configuration 
                         :        769 |      9.19916     5.60651    0.016898  0.00157774     52218.5           0
                         :        770 |      9.18485     5.93567   0.0162656  0.00146449       54050           1
                         :        771 Minimum Test error found - save the configuration 
                         :        771 |       9.0465     5.26591   0.0165525  0.00155261     53333.9           0
                         :        772 |      8.80059     5.40135   0.0165458  0.00143511     52942.8           1
                         :        773 |      8.85145     6.33786   0.0162718  0.00140641     53816.5           2
                         :        774 |      8.60849     5.57478   0.0165843  0.00151377     53083.7           3
                         :        775 Minimum Test error found - save the configuration 
                         :        775 |      8.44475     4.68949   0.0173301  0.00155892     50725.3           0
                         :        776 |      8.43452     5.70272   0.0171963  0.00152005     51032.6           1
                         :        777 |      8.30128     4.89725   0.0174257  0.00157169     50460.5           2
                         :        778 |      8.18181     5.04274   0.0184196  0.00159905     47560.8           3
                         :        779 |      7.93131     5.07049   0.0186202  0.00161684     47049.4           4
                         :        780 |      7.92131      5.0176   0.0181747  0.00160449     48279.5           5
                         :        781 Minimum Test error found - save the configuration 
                         :        781 |      7.83525     4.28245   0.0185751  0.00174535     47534.8           0
                         :        782 |      7.75163     4.33798   0.0206477  0.00161374     42030.1           1
                         :        783 Minimum Test error found - save the configuration 
                         :        783 |       7.5608     3.88236    0.017792  0.00165118     49563.6           0
                         :        784 |      7.51618     4.41654   0.0173411  0.00155876     50689.6           1
                         :        785 |      7.44658     4.79098   0.0176865  0.00156814     49632.9           2
                         :        786 |       7.2117      4.5644   0.0175788  0.00158859     50030.6           3
                         :        787 Minimum Test error found - save the configuration 
                         :        787 |      7.26812     3.60038   0.0175138  0.00166343     50471.9           0
                         :        788 |       7.2378     4.07423   0.0172232  0.00149274     50856.9           1
                         :        789 |      7.05667     4.72829   0.0169106  0.00150165     51917.8           2
                         :        790 |      7.14947     3.83554    0.016782  0.00148338     52292.4           3
                         :        791 |      6.91124     4.31304   0.0170819  0.00153412     51454.2           4
                         :        792 |      6.81264     3.62096   0.0179102  0.00158241     48996.3           5
                         :        793 |      6.69095     3.92876   0.0174256  0.00156858     50450.8           6
                         :        794 |       6.5992     3.96065   0.0169056   0.0014628     51804.2           7
                         :        795 |      6.45566     3.83737   0.0166028  0.00152003     53040.5           8
                         :        796 Minimum Test error found - save the configuration 
                         :        796 |      6.40398     3.40304   0.0167397  0.00158625     52793.2           0
                         :        797 Minimum Test error found - save the configuration 
                         :        797 |      6.43919     3.24543   0.0170599  0.00167564     52001.3           0
                         :        798 |      6.23594     3.80456   0.0175411  0.00157629     50110.3           1
                         :        799 |      6.22731     3.87254    0.017251  0.00156374     50996.9           2
                         :        800 |      6.22015     3.25961   0.0169602  0.00149166     51717.8           3
                         :        801 |      6.07986     3.57478   0.0167662  0.00143548     52182.9           4
                         :        802 |       6.0218      3.3087   0.0174221  0.00155989     50434.4           5
                         :        803 |      5.94212     3.46085   0.0180649  0.00160268       48596           6
                         :        804 |       5.8723     4.05667   0.0186982  0.00168681     47027.3           7
                         :        805 |      5.95775     3.48727   0.0181554  0.00157283     48243.5           8
                         :        806 |      5.79309     4.23154   0.0175519  0.00158616     50107.2           9
                         :        807 |      5.83194      3.5588   0.0174827  0.00156189     50248.8          10
                         :        808 |      5.67718     3.97047   0.0176517  0.00160753     49862.3          11
                         :        809 Minimum Test error found - save the configuration 
                         :        809 |       5.6895     3.12038   0.0181389  0.00163856     48483.8           0
                         :        810 |      5.52066     3.68415   0.0181117  0.00162961     48537.4           1
                         :        811 Minimum Test error found - save the configuration 
                         :        811 |      5.52798     2.87206   0.0176054  0.00167558     50220.2           0
                         :        812 |      5.38473     3.79837   0.0180111  0.00156518     48644.4           1
                         :        813 Minimum Test error found - save the configuration 
                         :        813 |      5.26107      2.4981   0.0177226  0.00167494     49851.6           0
                         :        814 |       5.2939     3.07202   0.0181363  0.00151054       48118           1
                         :        815 |      5.18167     2.79983   0.0179545  0.00158537     48872.6           2
                         :        816 |      5.07066     3.30385   0.0178748  0.00157135     49069.2           3
                         :        817 |      4.98392     3.18586   0.0184127  0.00160255     47590.2           4
                         :        818 Minimum Test error found - save the configuration 
                         :        818 |      4.91397     2.38192   0.0175172  0.00169515     50562.2           0
                         :        819 |      4.93044     2.56879   0.0174386  0.00158674     50467.2           1
                         :        820 |      4.86153     2.48142   0.0178031  0.00158318       49322           2
                         :        821 |      4.88425     3.01177   0.0181714  0.00163538     48379.1           3
                         :        822 |      4.70285      2.6871   0.0177769  0.00160343     49463.8           4
                         :        823 Minimum Test error found - save the configuration 
                         :        823 |      4.63175     2.37678    0.017829  0.00165851     49472.9           0
                         :        824 |      4.51513     2.49862   0.0266346  0.00489772     36803.9           1
                         :        825 |      4.60238     3.23886    0.033987  0.00500785     27606.1           2
                         :        826 |      4.57946     2.59095   0.0238588   0.0013866     35599.6           3
                         :        827 |      4.78827     2.39669   0.0166609  0.00136047     52286.2           4
                         :        828 |      4.75992     2.64772   0.0158748  0.00145159     55466.3           5
                         :        829 |       4.4387     2.37691    0.017806  0.00139834     48757.8           6
                         :        830 Minimum Test error found - save the configuration 
                         :        830 |      4.43444     2.21023   0.0154121  0.00145633     57324.1           0
                         :        831 |      4.26283     3.16976   0.0155645  0.00140102     56483.1           1
                         :        832 |      4.28068     2.61555   0.0157183  0.00138927     55830.6           2
                         :        833 |      4.34881     2.61163   0.0158482  0.00141368     55422.8           3
                         :        834 Minimum Test error found - save the configuration 
                         :        834 |       4.0628     1.99304   0.0155462  0.00150298     56966.9           0
                         :        835 |      4.12838     3.05915   0.0153816  0.00139117     57181.9           1
                         :        836 |      3.92203     2.29997   0.0151736  0.00138276     58009.4           2
                         :        837 |      4.09558     2.42043   0.0154917  0.00144444     56950.6           3
                         :        838 |      4.16529     2.52199   0.0154884  0.00135484     56602.7           4
                         :        839 |      4.05525     3.42101   0.0151815  0.00141045     58092.8           5
                         :        840 |      3.88362     2.73516   0.0155241  0.00136259     56491.3           6
                         :        841 |      3.89812     2.03076   0.0155304  0.00141208     56663.8           7
                         :        842 |      3.78702     2.17974    0.015919  0.00144771       55282           8
                         :        843 |      3.74099     3.04917   0.0159435  0.00143612     55144.5           9
                         :        844 |      3.82497      2.3986   0.0155862  0.00139047     56354.8          10
                         :        845 |      3.73183     2.64573   0.0154821  0.00136962     56687.4          11
                         :        846 |      3.70574      2.2378   0.0197241  0.00211712     45436.6          12
                         :        847 |      3.63952     2.12159   0.0251501  0.00151471     33847.6          13
                         :        848 |      3.69442     2.47999   0.0155705   0.0014059     56478.7          14
                         :        849 Minimum Test error found - save the configuration 
                         :        849 |       3.5829     1.89683    0.015505  0.00146735     56989.7           0
                         :        850 |      3.52573     2.63113   0.0205055  0.00139998     41872.8           1
                         :        851 |      3.53761     2.31108   0.0171699   0.0014011     50732.9           2
                         :        852 |      3.58802     3.56056   0.0153295  0.00139133     57396.4           3
                         :        853 |      3.63077     2.13739   0.0155152  0.00139783     56667.9           4
                         :        854 |      3.33872     3.64225   0.0152172  0.00133183     57614.8           5
                         :        855 |      3.26059     2.29878   0.0154366  0.00148638     57346.9           6
                         :        856 |      3.18244     2.75254   0.0192014  0.00136963     44863.8           7
                         :        857 |      3.23283      2.5916   0.0202361  0.00138571     42439.5           8
                         :        858 |      3.30026     2.64628   0.0151887   0.0013633     57864.6           9
                         :        859 |      3.13053      2.2553   0.0151623  0.00147571     58451.6          10
                         :        860 |      3.32177     2.90209   0.0157864   0.0014335     55737.7          11
                         :        861 |      3.28709     2.80014   0.0154738  0.00133725     56590.7          12
                         :        862 |      3.41109     3.36644   0.0155253  0.00137322     56528.7          13
                         :        863 |      3.48835      2.8669   0.0153329  0.00140026     57418.9          14
                         :        864 |      3.14966     3.65503   0.0152192  0.00134455     57659.2          15
                         :        865 |      2.97984     2.62952   0.0149846  0.00133115     58593.1          16
                         :        866 |      2.93184     2.35297   0.0150692  0.00140006     58525.9          17
                         :        867 |      3.07284     2.83024   0.0157026  0.00144556     56112.7          18
                         :        868 |      3.16522     2.55719   0.0156216  0.00135581     56078.1          19
                         :        869 |      2.97987     2.85634   0.0156453  0.00139452     56137.2          20
                         :        870 |      2.80098     2.71796   0.0150204  0.00134505     58499.4          21
                         : 
                         : Elapsed time for training with 1000 events: ␛[1;31m15.2 sec␛[0m         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.0181 sec␛[0m       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory                  : Training finished
                         : 
Factory                  : Train method: BDTG for Regression
                         : 
                         : Regression Loss Function: Huber
                         : Training 2000 Decision Trees ... patience please
                         : Elapsed time for training with 1000 events: ␛[1;31m1.32 sec␛[0m         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of BDTG on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: ␛[1;31m0.433 sec␛[0m       
                         : 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= 3.3012e+06
TH1.Print Name  = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07668e+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: ␛[1;31m0.0536 sec␛[0m       
                         : 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: ␛[1;31m0.0691 sec␛[0m       
                         : 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: ␛[1;31m0.0202 sec␛[0m       
                         : 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: ␛[1;31m0.215 sec␛[0m       
                         : 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;31m2.36 sec␛[0m       
                         : 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: ␛[1;31m0.0639 sec␛[0m       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: ␛[1;31m0.0196 sec␛[0m       
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: ␛[1;31m0.0842 sec␛[0m       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: ␛[1;31m0.0249 sec␛[0m       
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: ␛[1;31m0.0132 sec␛[0m       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: ␛[1;31m0.00998 sec␛[0m       
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: ␛[1;31m0.228 sec␛[0m       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: ␛[1;31m0.0362 sec␛[0m       
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: ␛[1;31m3.42 sec␛[0m       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: ␛[1;31m0.708 sec␛[0m       
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           DNN_CPU        :   -0.450    0.224     5.15     1.48  |  3.247  3.241
                         : datasetreg           BDTG           :   0.0569   0.0832     2.45     1.86  |  3.158  3.192
                         : 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           DNN_CPU        :    0.136    0.255     1.76     1.06  |  3.364  3.354
                         : datasetreg           BDTG           :   0.0258  0.00177    0.466    0.233  |  3.475  3.504
                         : 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!

Author

Andreas Hoecker

Definition in file TMVARegression.C.