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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#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;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.31 sec
: Elapsed time for training with 1000 events: 0.314 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00293 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.00114 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00504 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000302 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000426 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31546.5
: --------------------------------------------------------------
: 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 | 33121 31184.6 0.0143723 0.00158409 62557.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32658.3 30688.2 0.0147514 0.00157068 60694.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 32048.2 30103 0.0146755 0.00153581 60884 0
: 4 Minimum Test error found - save the configuration
: 4 | 31374.1 29518.4 0.0130466 0.00119736 67514.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30671.7 28801.9 0.011635 0.00110749 75991.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29869.7 27923.8 0.0112269 0.00110103 79005.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 29206.3 27394.2 0.0107486 0.00111435 83037.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28783.3 27027.2 0.0109407 0.00113987 81626 0
: 9 Minimum Test error found - save the configuration
: 9 | 28427.9 26707.9 0.0106406 0.00107075 83595.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 28105.1 26411.5 0.0114038 0.0012779 79005.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27804.3 26125.9 0.0105198 0.00124938 86296.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27513.4 25853.1 0.0108202 0.00108884 82208.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 27232.6 25590.2 0.0105032 0.00104098 84546.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26961.8 25333.5 0.0110861 0.001041 79641 0
: 15 Minimum Test error found - save the configuration
: 15 | 26696.6 25084.5 0.0103036 0.00101243 86103.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 26441.4 24837.1 0.0103946 0.00101514 85292.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 26187.1 24597.4 0.011206 0.00174746 84579.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25937.3 24365.2 0.0128567 0.00119683 68611.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25696.7 24132.9 0.010248 0.00102973 86783.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25458.1 23904 0.0101796 0.0010331 87465.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25219.1 23684 0.0103547 0.00104362 85919 0
: 22 Minimum Test error found - save the configuration
: 22 | 24987.7 23466 0.0102056 0.00110471 87903.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24765.6 23242.8 0.0101423 0.00109756 88449.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24534.8 23030.4 0.0102165 0.00104078 87186.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 24311.6 22822 0.0119301 0.00109802 73854.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 24094.1 22613.6 0.0107396 0.00104497 82519.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23879.1 22405.7 0.0104854 0.0010273 84583.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23660.3 22207.2 0.0100658 0.000997129 88216 0
: 29 Minimum Test error found - save the configuration
: 29 | 23451.2 22007.4 0.0100474 0.00102039 88623.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 23243.7 21807.7 0.0110444 0.00174033 85983.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 23034.9 21613.7 0.0113288 0.00104295 77776.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22832.6 21419.2 0.010315 0.00102003 86067.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22629.6 21228.2 0.0101974 0.00101133 87088.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 22428.9 21040.9 0.0101427 0.00101603 87655.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 22231.6 20855 0.010269 0.00101288 86429 0
: 36 Minimum Test error found - save the configuration
: 36 | 22038.9 20667.3 0.0110006 0.00104426 80350.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21843.2 20485.1 0.0105224 0.00141271 87818.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21652 20304.9 0.0115148 0.00101961 76225.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21465.2 20123.4 0.0110516 0.00105359 80015.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 21274.3 19949 0.0102952 0.00108439 86854 0
: 41 Minimum Test error found - save the configuration
: 41 | 21091.1 19773.2 0.0104839 0.00101539 84490.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20906.6 19600.8 0.012146 0.00175311 76975.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20726.4 19428.3 0.0104255 0.00102391 85091.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20543.5 19262.3 0.0103006 0.00110582 87005.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20369.3 19092.3 0.0102285 0.00104127 87077.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 20192.7 18924.8 0.0102556 0.0010362 86774 0
: 47 Minimum Test error found - save the configuration
: 47 | 20016.4 18761.8 0.0114388 0.00142682 79904 0
: 48 Minimum Test error found - save the configuration
: 48 | 19845 18598 0.0104722 0.00102918 84718.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19670.6 18438.9 0.0102051 0.00101627 87062.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19503.1 18270.8 0.0105594 0.00105532 84174.6 0
: 51 Minimum Test error found - save the configuration
: 51 | 19326.2 18112.7 0.0109297 0.00104855 80961.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 19160.3 17954.1 0.0105522 0.00100852 83824.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18990.8 17793.6 0.0106994 0.00109086 83259.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18833.5 17647.2 0.0105255 0.00101854 84148.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18667.2 17493.8 0.0101691 0.00101568 87398.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18506.4 17328.1 0.0101047 0.00101122 87975.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18338.7 17180.6 0.010093 0.00100982 88075.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 18178.2 17024.2 0.0105765 0.00104332 83917 0
: 59 Minimum Test error found - save the configuration
: 59 | 18019.7 16881.6 0.0104781 0.00106584 84995.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17860.6 16722.1 0.0105069 0.00105399 84630 0
: 61 Minimum Test error found - save the configuration
: 61 | 17708.1 16570.3 0.0105791 0.00108934 84301.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17550.1 16420 0.0141173 0.00179681 64932.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17392.5 16277.8 0.0119733 0.00126983 74742.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 17238.4 16122 0.0112571 0.0010985 78751.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 17079.6 15978.3 0.0107656 0.00106951 82507.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16930.9 15835.4 0.011713 0.00112832 75581.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16779.1 15687.7 0.0111129 0.00120072 80708.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16628.9 15544.6 0.011532 0.00115378 77084.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16477.8 15404.7 0.0108398 0.00110212 82154.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16330.4 15266.3 0.0105708 0.001058 84097.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16186.1 15126.4 0.0106466 0.00107336 83566.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 16039.2 14990.7 0.0106227 0.00104697 83544.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15896.4 14854.5 0.0104262 0.00110195 85797.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15754 14719.9 0.0103416 0.00105574 86152.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15615.3 14583.9 0.0124788 0.00118209 70817.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15473.4 14452.1 0.0112433 0.00108614 78762.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15335 14322.2 0.0111744 0.00111881 79557.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 15196.7 14195.7 0.0107643 0.00105586 82402.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 15064.3 14065.3 0.0106877 0.00107805 83249.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14928.8 13937.6 0.0111497 0.00110071 79610.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14796.2 13810.7 0.0111155 0.00109698 79851.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14662.5 13687.7 0.0107133 0.00107361 82990.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14531.8 13565 0.0108099 0.00106758 82115.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14403.7 13442 0.0104542 0.0010475 85045.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 14273.4 13321.9 0.0106937 0.00122378 84477.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 14146.1 13203.6 0.0104483 0.00105091 85130.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 14022.6 13081.8 0.0104569 0.00105943 85129.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13895.9 12963.6 0.0108572 0.00110806 82058.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13771.1 12847.6 0.0114035 0.00111362 77746.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13648.1 12732.8 0.0107178 0.00113816 83510.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13527.3 12617.4 0.0110544 0.00120363 81212 0
: 92 Minimum Test error found - save the configuration
: 92 | 13406.3 12503.5 0.0114641 0.00132757 78922.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 13286.3 12390.9 0.0114491 0.00126411 78546.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13167.5 12279.5 0.0126193 0.00143004 71497.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 13050 12169 0.0117764 0.00114589 75255.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12935.2 12056.8 0.0118346 0.00117385 75041.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12817.8 11948.6 0.0121565 0.0013465 74005.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12701.7 11843.4 0.0112465 0.00111451 78958.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12589.8 11736.5 0.0109663 0.00128074 82597.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12479.2 11627.8 0.0117741 0.00109792 74933.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 12364.1 11525.2 0.0109975 0.00113514 81116.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12256.5 11419 0.0116214 0.00115466 76432.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 12144 11317.9 0.0115462 0.00123954 77619.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 12036.2 11216.4 0.0121659 0.00137189 74115.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11929.6 11113.8 0.0118073 0.00130306 76159.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11822.1 11013 0.0110782 0.00112758 80396.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11714.9 10915.1 0.0115829 0.00120927 77118.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11611.8 10815.1 0.0115395 0.00131679 78257.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11506.5 10717.7 0.0115127 0.00133043 78567.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11403.4 10620.8 0.0134871 0.00121763 65202.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11300.9 10525.1 0.0109827 0.00112406 81147.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 11199 10430.8 0.0113906 0.00114232 78062 0
: 113 Minimum Test error found - save the configuration
: 113 | 11098.7 10336.7 0.0112383 0.00114624 79270.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10999.5 10242.7 0.0118193 0.00122765 75531.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10902.6 10146.9 0.0118614 0.00127616 75576.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10801.9 10055.9 0.0120546 0.00125855 74101.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10705.2 9964.95 0.0117504 0.00115307 75490.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10608.3 9875.68 0.0119559 0.00121713 74496.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10513.1 9786.61 0.0115034 0.00132892 78627.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10419.9 9696.42 0.0114358 0.0011655 77894.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10325.2 9608.12 0.011342 0.00118903 78794.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10232.1 9520.6 0.0116695 0.00124033 76708.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 10139.1 9435.07 0.0122578 0.0012058 72385.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 10049.3 9348.25 0.0124412 0.00156056 73524.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9957.42 9263.68 0.01325 0.00140071 67514.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9867.34 9180.32 0.0129914 0.00119008 67788.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9778.39 9097.6 0.0119464 0.00115522 74134.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9690.43 9014.98 0.0114792 0.00124192 78145.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9602.6 8933.71 0.0112903 0.00114903 78885.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9517.39 8850.65 0.0114886 0.00117669 77579.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9430.23 8770.04 0.0115714 0.00126181 77598 0
: 132 Minimum Test error found - save the configuration
: 132 | 9345.36 8689.77 0.0114354 0.00116305 77878.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9260.07 8611.17 0.0113915 0.00118389 78372.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 9176.29 8533.22 0.0114682 0.0011625 77627.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 9094.25 8454.61 0.0113263 0.00118345 78873.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 9011.49 8377.18 0.0121382 0.00117452 72967.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8929.85 8300.59 0.0117762 0.00126491 76108.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8848.97 8224.71 0.0142336 0.00146263 62642.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8769.29 8148.76 0.0165818 0.00188521 54434.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8688.92 8074.95 0.0171099 0.00187482 52510.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8609.35 8002.8 0.0155637 0.00163906 57452.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8531.79 7930.75 0.0133387 0.00171718 68837.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8455.55 7857.31 0.0122609 0.00162966 75249.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8379.36 7783.83 0.0106695 0.00107738 83402.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8301.3 7713.86 0.0106104 0.00106442 83805.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8227.75 7641.88 0.0109633 0.0011118 81206.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 8151.39 7572.89 0.011178 0.00114448 79732.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 8077.89 7503.58 0.0115687 0.00118136 77016.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 8005.6 7433.28 0.0116569 0.00153996 79075 0
: 150 Minimum Test error found - save the configuration
: 150 | 7930.76 7366.55 0.012139 0.00120672 73177.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7859.37 7299.26 0.0114662 0.00123989 78229.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7787.43 7233.32 0.0112205 0.00110514 79087.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7717.41 7166.32 0.0112182 0.00112871 79290.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7647.3 7100.06 0.0118911 0.0016895 78418.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7577.25 7034.59 0.0144278 0.00115001 60250.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7509.13 6968.54 0.011784 0.00163498 78825.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7439.47 6904.94 0.0148784 0.00163444 60404.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7371.81 6841.55 0.0154555 0.00168108 58078.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7305.66 6777.34 0.0154363 0.00166311 58083.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7237.15 6716.62 0.0154674 0.00180909 58572.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7172.09 6654.6 0.0165716 0.0016851 53739.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 7106.51 6593.41 0.0153268 0.00163822 58442.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 7041.78 6532.55 0.0148357 0.00159464 60418 0
: 164 Minimum Test error found - save the configuration
: 164 | 6977.95 6471.58 0.0149029 0.00164542 60343.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6913.77 6411.64 0.0152466 0.00162736 58740.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6850.52 6352.51 0.0149249 0.00159475 60014.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6787.77 6294.23 0.0147603 0.0015851 60720.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6724.57 6237.95 0.0146259 0.00156264 61240.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6665.83 6178.19 0.0153895 0.00181331 58926.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6602.75 6121.81 0.0159799 0.00181591 56481.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6543.87 6064.27 0.0149699 0.0016206 59928.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6481.7 6009.7 0.0149902 0.00161019 59790.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6423.51 5953.98 0.0149316 0.00159031 59964.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6365 5898.26 0.0145972 0.00156181 61371.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6306.52 5843.11 0.0145465 0.00157071 61653.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6248.76 5788.38 0.0145611 0.00155493 61509.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6191.4 5734.34 0.0146401 0.00160008 61349.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6133.73 5681.66 0.0150905 0.00162738 59421.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 6077.75 5629.58 0.0153144 0.00164239 58513.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 6022.4 5576.69 0.0152136 0.00161973 58850 0
: 181 Minimum Test error found - save the configuration
: 181 | 5966.07 5526.48 0.0151535 0.00181477 59975.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5912.13 5474.38 0.0168117 0.00185735 53496.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5857.84 5423.1 0.0169207 0.00185063 53085.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5804.69 5371.54 0.0169778 0.00185552 52901.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5750.31 5321.77 0.016976 0.00185239 52897.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5697.07 5272.99 0.0170018 0.00186516 52852 0
: 187 Minimum Test error found - save the configuration
: 187 | 5644.82 5224.51 0.0167634 0.00173947 53248.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5594.01 5175.19 0.0161785 0.0017468 55433.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5541.83 5126.85 0.0161906 0.00174254 55370.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5490.27 5079.99 0.015993 0.00171021 56011.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5441.09 5031.89 0.0156986 0.00167821 57059.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5390.08 4984.86 0.0117243 0.00111772 75425.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5340.58 4938.56 0.0107045 0.00107302 83061.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5291.02 4893.62 0.0114797 0.00166058 81473.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5243.42 4846.92 0.0161533 0.00167062 55238.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5194.02 4802.3 0.0160706 0.0018372 56205.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5146.59 4757.76 0.0149001 0.00119576 58375.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5100.21 4712.04 0.0156785 0.00183768 57800.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 5051.45 4669.41 0.0159287 0.00184691 56810.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 5006.32 4625.79 0.0119961 0.00131057 74867.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4959.21 4583.38 0.0114517 0.00109802 77267 0
: 202 Minimum Test error found - save the configuration
: 202 | 4914.78 4539.59 0.0112745 0.00115722 79072.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4868.34 4498.42 0.0122368 0.00159297 75161.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4824.06 4456.58 0.011864 0.00116047 74741.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4780.2 4414.53 0.0110469 0.00110986 80506.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4735.68 4373.36 0.0129283 0.00115377 67943.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4691.55 4334.26 0.012612 0.00121925 70220.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4649.47 4293.13 0.0113525 0.00116163 78501.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4606.54 4252.9 0.0111517 0.00111293 79690.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4564.12 4213.09 0.010747 0.0011206 83104.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4522.1 4173.75 0.0107096 0.0011029 83275.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4480.53 4134.96 0.0106847 0.0011096 83550 0
: 213 Minimum Test error found - save the configuration
: 213 | 4438.87 4097.69 0.011736 0.00111543 75325.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4398.88 4059.03 0.0120956 0.00132789 74296 0
: 215 Minimum Test error found - save the configuration
: 215 | 4357.85 4022.36 0.0110363 0.00109398 80463.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4318.88 3983.96 0.0106541 0.00107045 83475.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4279.31 3946.13 0.0110684 0.00109163 80186.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4239.5 3909.27 0.0105352 0.0010674 84496.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4200.08 3874.06 0.0105655 0.00106833 84235.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4162.23 3837.62 0.0109065 0.00111647 81715.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4124.22 3801.8 0.0116543 0.00114536 76125.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4085.76 3767.71 0.0117485 0.00181413 80528.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 4049.23 3732.46 0.0114851 0.00112585 77225.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 4012.75 3696.2 0.0127728 0.00112709 68695 0
: 225 Minimum Test error found - save the configuration
: 225 | 3975.21 3662.28 0.0108089 0.00109753 82378 0
: 226 Minimum Test error found - save the configuration
: 226 | 3938.66 3629.11 0.0110686 0.00120633 81117.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3903.27 3594.7 0.0157517 0.00171719 57002.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3867.36 3561.58 0.0158681 0.0016818 56392.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3832.26 3528.27 0.0155334 0.00165361 57637.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3797.7 3494.98 0.0142153 0.00114327 61199.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3762.69 3462.52 0.0120725 0.00120978 73646.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3728.06 3431.05 0.0110477 0.00109586 80386.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3694.68 3398.95 0.0106284 0.00109425 83909.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3660.91 3367.65 0.0113886 0.00110617 77803 0
: 235 Minimum Test error found - save the configuration
: 235 | 3628.15 3335.75 0.010751 0.00119732 83737.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3594.21 3306.1 0.0122344 0.00112375 72003.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3562.47 3274.53 0.0105893 0.00109437 84255.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3529.5 3244.93 0.0114332 0.00121869 78320.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3498.52 3213.63 0.0115907 0.00111482 76365.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3465.71 3184.14 0.0125667 0.00162081 73087.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3434.76 3154.44 0.01085 0.00131701 83919.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3403.29 3125.68 0.0106269 0.00111531 84107.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3372.76 3096.62 0.010685 0.00107356 83234.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3341.6 3068.6 0.0107843 0.00108544 82484.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3311.41 3040.63 0.0105076 0.00105081 84595.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3282.02 3011.77 0.0103559 0.00104677 85937.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3251.91 2983.54 0.0104825 0.00105244 84834.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3222.17 2956.43 0.0106653 0.00111117 83733.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3193.79 2928.4 0.0109341 0.00129991 83037.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3164.25 2900.82 0.0112768 0.00117996 79232.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3135.23 2874.07 0.010512 0.00107317 84756.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3107.56 2846.99 0.0114835 0.00107964 76894.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3078.27 2821.44 0.0116445 0.00116074 76308.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3051.49 2794.74 0.0111083 0.00109602 79901.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 3022.78 2769.63 0.0112127 0.00111434 79220.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2996.57 2743.95 0.0111696 0.00122922 80479.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2968.97 2717.95 0.0107533 0.00107155 82629.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2941.47 2693.84 0.0110223 0.00144211 83506 0
: 259 Minimum Test error found - save the configuration
: 259 | 2915.75 2668.35 0.0107917 0.00107412 82325 0
: 260 Minimum Test error found - save the configuration
: 260 | 2889.06 2643.81 0.0108975 0.0013224 83550.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2862.72 2619.78 0.0106672 0.00109613 83585.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2837.51 2594.4 0.0106374 0.00105613 83496 0
: 263 Minimum Test error found - save the configuration
: 263 | 2811.21 2571.41 0.0106755 0.00106405 83234.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2786.02 2547.15 0.0107247 0.00110381 83152.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2760.76 2523.55 0.0110426 0.00106682 80194.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2735.52 2500.55 0.0103478 0.0010395 85945.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2711.3 2477.17 0.0107591 0.00111132 82920.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2686 2455.03 0.0111169 0.0010674 79606.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2662.33 2432.35 0.0107921 0.00108835 82442.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2638.28 2409.6 0.0107768 0.00109659 82642.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2614.43 2387.34 0.0106308 0.00110098 83947.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2590.73 2366.25 0.0116583 0.00108598 75669.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2567.31 2343.75 0.010541 0.00105682 84350.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2544.01 2321.96 0.010519 0.001111 85034 0
: 275 Minimum Test error found - save the configuration
: 275 | 2520.95 2300.81 0.0109444 0.00115706 81738.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2498.35 2279.27 0.0115052 0.00117726 77460.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2475.51 2258.2 0.0119174 0.00116327 74389.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2452.17 2238.7 0.0116402 0.0011213 76053.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2431.19 2217.61 0.0107619 0.00110083 82806.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2408.41 2197.68 0.0114199 0.00124513 78625.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2386.91 2177.07 0.012437 0.00159999 73820.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2365.05 2157.23 0.0146981 0.00159104 61035.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2343.61 2137.02 0.0150594 0.00171161 59935.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2322.18 2117.53 0.0153296 0.00165106 58485.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2301.06 2097.98 0.0142512 0.00117911 61198.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2279.89 2078.86 0.0115562 0.00112279 76676.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2258.96 2060.58 0.0137722 0.00183107 66995.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2238.69 2041.41 0.0138319 0.00130394 63856.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2218.5 2022.58 0.0125819 0.00118414 70189.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2197.74 2003.97 0.0109817 0.00114323 81313.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2177.38 1985.46 0.011525 0.00115683 77159.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2157.49 1967.6 0.0111719 0.00113854 79733.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2137.68 1950.77 0.0110043 0.00118885 81503.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2118.88 1931.98 0.0109183 0.00115631 81950.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 2098.48 1914.03 0.0107675 0.0010932 82693.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2079.16 1896.2 0.010983 0.00120113 81784.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2059.55 1879.48 0.0116041 0.00160662 80020.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 2041.29 1861.6 0.0121744 0.00116327 72653.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 2021.87 1844.82 0.0115588 0.00124722 77582.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 2003.33 1827.9 0.0132777 0.00124064 66461.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1984.92 1811.13 0.0112724 0.00114426 78987.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1966.13 1794.92 0.0119748 0.00114379 73862.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1948.28 1778.4 0.0116295 0.00114295 76288.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1929.9 1762 0.0112299 0.00117805 79587.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1912.08 1745.68 0.011215 0.00116291 79585.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1894.14 1729.96 0.0113058 0.0011923 79102.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1876.03 1714.98 0.0130624 0.00189351 71627.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1859.41 1699.26 0.0121837 0.00156335 75326.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1841.24 1684.19 0.0171027 0.00187928 52550.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1825.1 1667.37 0.0174334 0.00191438 51549.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1807 1652.19 0.0174875 0.00192122 51393.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1790.55 1637.02 0.0176524 0.00192538 50867.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1773.2 1622 0.0176105 0.00192168 50991.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1756.47 1607.82 0.0176692 0.00192041 50797.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1740 1593.47 0.0175309 0.00191182 51219.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1723.82 1578.65 0.0175453 0.00191765 51191.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1707.71 1564 0.0164148 0.00175572 54573.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1691.41 1549.7 0.0156999 0.00162965 56857.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1675.42 1535.15 0.0154996 0.00166024 57806.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1658.99 1521.95 0.0140365 0.0011178 61925.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1643.94 1507.38 0.011064 0.00110768 80351.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1627.82 1493.91 0.0105539 0.00106054 84269.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1612.76 1479.78 0.0105546 0.00106301 84284.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1597.12 1466.46 0.0105009 0.00105524 84695.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1582.23 1452.84 0.0106827 0.00108145 83322.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1567.05 1439.15 0.0107196 0.00113642 83479.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1551.87 1426.21 0.0108492 0.0010902 81975.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1537.37 1413.45 0.0107608 0.00112599 83032.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1522.81 1400.46 0.0112123 0.00114796 79488.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1507.57 1387.98 0.0113813 0.00121239 78670.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1493.81 1374.95 0.011428 0.00112465 77644.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1478.95 1362.39 0.0109139 0.00113457 81805.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1465.01 1350.02 0.0113819 0.00116962 78336.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1451.01 1337.21 0.0111633 0.00131885 81264.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1436.87 1325.19 0.0111888 0.0013107 80986.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1423.37 1312.41 0.0166456 0.0018265 53984.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1409.39 1300.58 0.0113215 0.00111902 78412 0
: 338 Minimum Test error found - save the configuration
: 338 | 1396.3 1288.08 0.0122068 0.00114481 72319.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1382.36 1276.21 0.0117802 0.00134257 76646.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1369.09 1265.05 0.0135673 0.00112437 64293.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1356.2 1252.73 0.0111133 0.0011762 80506 0
: 342 Minimum Test error found - save the configuration
: 342 | 1343.45 1240.86 0.0111124 0.00117407 80496.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1329.83 1229.59 0.0112253 0.00126253 80299.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1317.14 1218.45 0.0114843 0.00120312 77811.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1304.62 1207.19 0.0112388 0.00116965 79450.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1292 1195.99 0.01186 0.00124153 75340.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1279.37 1184.94 0.0114824 0.00121867 77944.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1267.52 1173.71 0.0121156 0.00132491 74137.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1254.85 1163.06 0.0111278 0.00113983 80096.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1242.89 1152.24 0.0112543 0.00113097 79025.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1231.38 1140.81 0.0114969 0.00123958 77992.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1218.89 1130.12 0.0129604 0.00135553 68936.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1207.3 1119.37 0.0118648 0.00113792 74579.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1195.13 1109.59 0.0110972 0.00118995 80748.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1184.18 1099.41 0.0131037 0.00161202 69615.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1172.97 1088.18 0.0135475 0.00118998 64737.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1161.05 1077.88 0.012458 0.0012709 71511.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1149.52 1068.33 0.0117491 0.00157816 78655.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1138.84 1058.02 0.0130244 0.00127367 68081.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1127.71 1048.02 0.0112242 0.0011255 79218.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1116.85 1037.86 0.0113813 0.00113261 78058.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1105.73 1028.92 0.0137535 0.00157512 65690.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1095.17 1018.51 0.0130208 0.00126625 68059 0
: 364 Minimum Test error found - save the configuration
: 364 | 1084.37 1009.01 0.0150906 0.00175394 59985.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1073.9 999.569 0.012988 0.00111283 67367.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1063.5 989.735 0.0107525 0.00108659 82765.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1053.34 980.008 0.0109288 0.00112635 81612.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1042.47 970.831 0.0108833 0.00114466 82146.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1032.41 962.091 0.0111228 0.00117177 80393.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1022.41 952.588 0.0118182 0.00108931 74565.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 1012.54 943.462 0.0110795 0.00112915 80399.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 1002.65 934.181 0.0109468 0.00109703 81220.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 992.494 925.469 0.0109351 0.00125809 82670.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 983.224 916.441 0.0113116 0.00108294 78211.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 973.518 907.099 0.011207 0.0011169 79285.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 963.593 898.692 0.0108712 0.00114201 82227 0
: 377 Minimum Test error found - save the configuration
: 377 | 954.357 890.097 0.0109964 0.00121846 81817.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 945.007 882.257 0.0124885 0.00112878 70424.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 935.706 873.468 0.0112245 0.0011684 79554.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 926.677 864.315 0.0115808 0.00127837 77651.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 917.223 856.221 0.0114856 0.00109704 77007.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 907.969 848.242 0.013209 0.00180568 70155.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 899.593 840.368 0.0140516 0.00120787 62287.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 890.44 831.546 0.0122968 0.00146338 73845.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 881.719 823.245 0.0114943 0.00115179 77351 0
: 386 Minimum Test error found - save the configuration
: 386 | 872.723 815.342 0.0111281 0.00112864 80004.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 864.074 807.571 0.0110522 0.00111783 80528.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 855.514 799.761 0.0108412 0.00117232 82740.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 847.575 791.366 0.0106883 0.00110653 83491.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 838.349 783.921 0.0111552 0.00109032 79484.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 830.467 776.365 0.0107607 0.0010955 82770.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 822.034 769.024 0.0115613 0.00132402 78145.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 814.092 761.204 0.0126032 0.00123879 70395 0
: 394 Minimum Test error found - save the configuration
: 394 | 805.972 753.274 0.0110067 0.00109912 80746.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 797.9 746.456 0.0109716 0.00115937 81530.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 789.537 738.654 0.0159281 0.00175166 56431.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 782.017 731.077 0.0116848 0.00113105 75802.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 774.163 723.573 0.0111134 0.00111624 80022.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 766.288 716.492 0.0107885 0.00108382 82434.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 758.467 709.691 0.011992 0.00146386 75986.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 750.979 702.356 0.0113779 0.00125906 79060.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 743.625 694.938 0.0114809 0.00109682 77041.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 736.127 688.008 0.0110882 0.00117755 80721.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 728.462 681.321 0.0117326 0.00110495 75275.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 721.408 674.395 0.0114362 0.00114748 77754.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 714.05 667.181 0.011739 0.00112914 75401.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 706.506 661.005 0.0108958 0.00108015 81502.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 699.746 654.175 0.0120468 0.00176728 77825 0
: 409 Minimum Test error found - save the configuration
: 409 | 692.428 647.914 0.0125156 0.00113021 70265.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 685.612 640.954 0.0108796 0.00114564 82186.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 678.468 634.694 0.0113776 0.00114547 78185.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 671.826 628.505 0.0153612 0.00176518 58840.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 665.04 621.768 0.0146692 0.00116446 59238.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 658.147 615.346 0.0115142 0.00122452 77748 0
: 415 Minimum Test error found - save the configuration
: 415 | 651.585 608.53 0.0119988 0.00110638 73445.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 644.657 602.374 0.0107157 0.00111146 83296.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 638.284 596.161 0.0108586 0.00109461 81933.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 631.593 590.39 0.0111986 0.00123187 80266.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 625.323 583.863 0.010802 0.00114224 82818 0
: 420 Minimum Test error found - save the configuration
: 420 | 618.972 577.871 0.0114041 0.00141456 80083.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 612.384 572.164 0.0124413 0.00128461 71706.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 606.175 566.268 0.0130735 0.00148398 69027.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 600.43 560.006 0.0130566 0.00139908 68625.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 593.929 554.335 0.0143502 0.00129089 61259.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 587.799 548.288 0.0126775 0.00159598 72192.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 581.594 542.82 0.0119442 0.00114627 74088.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 575.762 537.121 0.014477 0.00176519 62933.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 569.626 531.724 0.015577 0.00174603 57841.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 564.244 525.609 0.0160421 0.00173017 55897.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 558.044 520.252 0.0134372 0.00110748 64883.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 552.343 514.613 0.0119531 0.00119751 74380 0
: 432 Minimum Test error found - save the configuration
: 432 | 546.798 508.986 0.010606 0.00108766 84048 0
: 433 Minimum Test error found - save the configuration
: 433 | 541.029 504.008 0.0137466 0.00137452 64661.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 535.294 498.721 0.0117838 0.00113714 75141.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 529.933 493.199 0.0116596 0.00120898 76550.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 524.294 487.974 0.0115243 0.00125634 77912.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 518.828 482.748 0.0128265 0.00132145 69534.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 513.52 477.628 0.011603 0.00118446 76785.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 508.565 472.338 0.0123429 0.00135147 72784.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 502.856 467.494 0.0118735 0.00126011 75376.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 497.706 463.189 0.0120909 0.00133279 74362.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 492.446 457.847 0.0120984 0.00124711 73723.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 487.525 452.826 0.0133043 0.00126012 66422.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 482.324 448.465 0.0119157 0.0013334 75598 0
: 445 Minimum Test error found - save the configuration
: 445 | 477.393 442.88 0.0138531 0.00171906 65930.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 472.164 438.19 0.0157755 0.00170232 56845.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 467.623 433.397 0.0161373 0.00165746 55249.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 462.392 429.053 0.0157269 0.0016898 56991.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 457.827 424.467 0.0157613 0.00171355 56948.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 453.211 419.71 0.0164739 0.00183791 54659.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 448.212 415.265 0.0154016 0.00166272 58228.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 444.078 410.223 0.015423 0.00165069 58087.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 438.998 406.879 0.0152855 0.0016375 58616.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 434.433 401.842 0.0151304 0.00163469 59278 0
: 455 Minimum Test error found - save the configuration
: 455 | 429.669 397.274 0.0152977 0.00163051 58534.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 425.229 392.569 0.0149056 0.0010852 57885.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 420.767 388.337 0.013743 0.00178544 66903.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 416.554 384.243 0.0127814 0.00123703 69298 0
: 459 Minimum Test error found - save the configuration
: 459 | 411.946 380.235 0.0152766 0.0011038 56446.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 407.628 375.818 0.0109595 0.00112098 81312.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 403.487 371.555 0.013052 0.00121779 67600.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 398.965 367.375 0.0110967 0.00114467 80385.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 394.866 363.665 0.01107 0.00116614 80776.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 390.69 359.804 0.0109631 0.00112935 81352.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 386.857 355.355 0.0118053 0.00122622 75621.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 382.644 351.371 0.0121772 0.00153007 75137.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 378.434 347.674 0.0115191 0.00119328 77475.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 374.314 343.889 0.0112172 0.00117679 79678.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 370.493 340.824 0.0119095 0.00115974 74420 0
: 470 Minimum Test error found - save the configuration
: 470 | 366.989 336.079 0.0120252 0.00149252 75954.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 362.747 332.283 0.0124425 0.00114527 70814.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 358.883 328.674 0.0113814 0.00110123 77819.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 355.013 324.853 0.0130847 0.00128489 67797.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 351.376 321.165 0.0117818 0.00114304 75196.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 347.426 317.431 0.0107382 0.0010688 82735.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 343.766 313.932 0.0113115 0.00115155 78740.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 340.293 310.066 0.0111149 0.00106958 79638.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 336.264 306.711 0.0107314 0.00110302 83087.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 332.882 303.487 0.0131543 0.00184727 70752.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 329.308 299.682 0.0164668 0.00178987 54507.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 325.489 296.436 0.015942 0.00143328 55139.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 322.083 293.515 0.0109125 0.00106965 81277.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 318.802 289.839 0.011572 0.00130498 77919.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 315.25 286.625 0.011456 0.00111864 77389.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 311.976 283.414 0.0116099 0.00124515 77184.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 308.711 279.817 0.0122165 0.00143753 74218.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 305.233 276.872 0.0126413 0.0013547 70880.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 302.042 273.408 0.0124911 0.00132595 71651.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 298.6 270.304 0.0122083 0.00137008 73813.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 295.305 268.202 0.0117887 0.00113138 75066 0
: 491 Minimum Test error found - save the configuration
: 491 | 292.229 264.81 0.0115801 0.00113747 76608.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 289.005 261.459 0.0109223 0.00108098 81289.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 285.729 258.116 0.0120487 0.0013149 74530.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 282.748 255.112 0.0116918 0.00116649 76007 0
: 495 Minimum Test error found - save the configuration
: 495 | 279.611 252.503 0.0112073 0.00120778 80004 0
: 496 Minimum Test error found - save the configuration
: 496 | 277.03 249.683 0.0128415 0.0014874 70459 0
: 497 Minimum Test error found - save the configuration
: 497 | 273.938 246.442 0.0130398 0.00128743 68071.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 270.57 243.703 0.0135716 0.00127343 65050.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 267.595 241.158 0.0148844 0.00176954 60999.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 264.788 238.322 0.0150314 0.00143989 58860.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 261.898 235.301 0.014981 0.00184945 60922 0
: 502 Minimum Test error found - save the configuration
: 502 | 259.153 233.098 0.0135819 0.00119825 64601.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 256.249 229.797 0.0145885 0.00131684 60278.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 253.359 227.455 0.013963 0.00137631 63559.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 250.513 224.423 0.0144229 0.00143643 61602.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 247.881 221.851 0.0151252 0.00165969 59411 0
: 507 Minimum Test error found - save the configuration
: 507 | 245.178 220.36 0.0149686 0.00148053 59311.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 242.635 217.611 0.0161421 0.00180901 55814.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 239.864 214.575 0.0154694 0.00182941 58651 0
: 510 Minimum Test error found - save the configuration
: 510 | 236.957 212.076 0.0144965 0.00175384 62781.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 234.653 210.085 0.0156864 0.00184991 57818 0
: 512 Minimum Test error found - save the configuration
: 512 | 232.075 207.088 0.0136195 0.00114379 64124.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 229.565 205.301 0.0110716 0.00117356 80824.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 226.805 201.884 0.0114114 0.0011952 78307.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 224.246 200.025 0.0106794 0.00105708 83140.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 221.929 197.494 0.0132637 0.00164388 68847.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 219.412 195.068 0.0127238 0.00118703 69343.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 217.065 192.741 0.011837 0.00116681 74975.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 214.314 190.415 0.0119733 0.0011931 74210.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 212.028 188.278 0.0114373 0.00114145 77701.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 209.732 186.212 0.0121537 0.00108811 72296.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 207.435 183.74 0.0120712 0.001111 72991.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 205.234 181.455 0.0123388 0.00110213 71195.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 202.896 179.367 0.0115273 0.00143431 79263 0
: 525 Minimum Test error found - save the configuration
: 525 | 200.629 177.121 0.0113317 0.00109687 78164.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 198.264 175.159 0.0112072 0.00113263 79407.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 196.08 172.916 0.0110818 0.00112737 80366.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 193.894 170.971 0.0117926 0.0011062 74861.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 191.756 169.657 0.0121304 0.0017103 76774.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 189.772 167.779 0.0157731 0.00169032 56807.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 187.488 165.14 0.0131153 0.00110446 66606.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 185.393 163.46 0.0109542 0.00115238 81617.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 183.265 161.569 0.0119644 0.00161306 77284.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 181.177 159.558 0.0122299 0.00119261 72481.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 179.002 158.029 0.0109318 0.00108779 81267.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 177.073 155.381 0.0119543 0.00115958 74110.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 175.046 153.398 0.0116253 0.00144848 78609.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 172.974 152.16 0.0126178 0.00116477 69850.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 171.152 150.147 0.0117196 0.00129155 76716.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 169.279 148.439 0.0113202 0.00112226 78446.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 167.089 146.333 0.01174 0.00157076 78668.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 165.129 144.615 0.0110614 0.00115961 80793.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 163.243 142.745 0.0113063 0.00112784 78597.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 161.323 141.507 0.0117576 0.00112643 75250.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 159.685 140.152 0.0118372 0.00113669 74762.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 157.605 138.24 0.011079 0.00114929 80566.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 155.86 136.447 0.0109583 0.00109136 81079.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 154.169 135.067 0.0113111 0.00110875 78413.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 152.481 133.408 0.0113731 0.00109602 77843.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 150.647 131.505 0.0110145 0.00108889 80599.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 148.556 129.921 0.011636 0.0010914 75868.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 147.019 128.315 0.0117789 0.00124813 75968.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 145.174 126.385 0.0106243 0.00107763 83798.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 143.278 125.157 0.0108951 0.00108359 81536.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 141.717 123.593 0.0136072 0.00173156 67364.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 140.06 122.406 0.0115521 0.00111037 76615.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 138.346 120.473 0.0111987 0.00106918 78977.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 136.582 119.826 0.0114056 0.00120623 78436.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 135.208 118.211 0.0116349 0.00124686 77011.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 133.567 116.448 0.0111213 0.0010933 79776.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.783 114.769 0.0114284 0.00123282 78465.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 130.354 113.844 0.0112548 0.00121987 79721.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 128.981 112.283 0.0111177 0.00110864 79927.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 127.557 111.735 0.012796 0.00184368 73043.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 125.888 109.371 0.0149663 0.00138095 58886.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 124.4 108.369 0.0109196 0.00109982 81467.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.848 106.804 0.010578 0.00107471 84181.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 121.307 105.21 0.0107072 0.00109289 83209.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.871 104.975 0.0125182 0.00152141 72748.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 118.486 102.927 0.0119282 0.00137567 75811.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 117.004 101.412 0.0116339 0.00111777 76073.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 115.687 100.476 0.0122861 0.00124682 72468.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 114.398 99.6119 0.0116341 0.00111783 76072.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 113.114 98.3865 0.0107701 0.00108767 82623.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 111.599 96.8365 0.0108449 0.00113465 82387.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 110.252 95.6027 0.010865 0.00109813 81909.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.927 94.3457 0.0109096 0.00109412 81504.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 107.643 92.8511 0.0115103 0.0011479 77202.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 106.337 91.8638 0.0123865 0.00120818 71567.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 105.031 90.9614 0.0129128 0.00121978 68417 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.767 89.9767 0.0136982 0.00133467 64706.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 102.619 88.6326 0.0110679 0.00112374 80448.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 101.475 87.3002 0.0114874 0.00112843 77227.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 100.183 86.2649 0.0110228 0.00112685 80841.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 99.0515 85.3823 0.011072 0.00111172 80318.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.9344 84.2563 0.0113366 0.00135992 80186.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 96.7661 83.4981 0.0156152 0.00155851 56912.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 95.5931 82.2994 0.0155645 0.00168475 57637.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 94.331 81.644 0.0134921 0.00110563 64586.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 93.2232 79.9202 0.0109218 0.00111122 81544.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 92.1011 78.7638 0.0109365 0.00112509 81537.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.9757 77.5534 0.0112758 0.00110329 78643.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.7868 76.3916 0.0108782 0.00110518 81857.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.7117 76.0614 0.0107855 0.00109879 82587.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.6456 74.9644 0.0109698 0.00108823 80958.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.6466 73.5523 0.0108713 0.0011354 82170.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.6403 73.4203 0.011379 0.00110548 77869.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.7647 71.7194 0.0116717 0.00152799 78867 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.5991 71.0439 0.0151319 0.00147423 58575.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.8865 70.0544 0.0118198 0.00124518 75652.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.5957 69.5414 0.010907 0.00108598 81458 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.7344 68.0982 0.011351 0.0010821 77904.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.6546 67.3395 0.0131359 0.00141246 68239.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 79.0027 66.9123 0.0123454 0.00146003 73493.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.9079 65.5451 0.0123169 0.00115226 71654.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.9246 65.0415 0.0113597 0.00118207 78603.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 76.1525 63.6896 0.0121871 0.00140044 74165.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 75.123 62.7631 0.0108702 0.00111086 81973.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 74.2009 61.9033 0.010792 0.00109048 82461.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 73.4724 61.5133 0.0109392 0.00109552 81270.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.6569 60.7729 0.0108624 0.0011224 82135.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.5451 59.752 0.0111382 0.00134825 81716.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.7205 58.7342 0.0128717 0.00131441 69220.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.8372 58.2323 0.0114731 0.00128663 78535.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 69.1672 57.3841 0.0132698 0.00113823 65943.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.4083 56.3323 0.0109672 0.00114463 81445 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.9622 55.7088 0.0120883 0.00111772 72922.5 0
: 618 | 67.339 56.3283 0.0109321 0.00105052 80958.8 1
: 619 Minimum Test error found - save the configuration
: 619 | 66.2067 54.2382 0.010875 0.00109287 81781.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 65.0101 53.6782 0.0112028 0.00109849 79174.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.2717 52.6472 0.0108501 0.00109296 81990.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.4249 51.8203 0.0110953 0.00110702 80093.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.7022 51.5495 0.0113763 0.00117895 78452 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.8784 51.0142 0.0110554 0.00110862 80428.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 61.2172 49.7647 0.0123262 0.00139429 73180.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.5403 49.0854 0.0110335 0.00112169 80712.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.6639 48.4483 0.0110965 0.00115198 80446.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.9515 47.7968 0.0117984 0.00119088 75418.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.2857 47.2167 0.0118556 0.00131021 75862.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.6329 46.5721 0.0113574 0.0011261 78191.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.8683 45.8689 0.0109233 0.00110373 81470.1 0
: 632 | 56.2916 45.9848 0.0107577 0.00106456 82532.8 1
: 633 Minimum Test error found - save the configuration
: 633 | 55.5776 44.5826 0.0121278 0.00171132 76801.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.8575 44.1982 0.015608 0.00167062 57399.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.1476 43.4156 0.0152709 0.00162617 58630.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.5403 43.0735 0.0149439 0.00158083 59866.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.9208 42.2498 0.0113524 0.00108429 77910.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.2759 41.5156 0.0104633 0.00104136 84907.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.5646 41.2731 0.0104054 0.00104105 85430.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.9796 40.2954 0.0103592 0.00103798 85826.1 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.3896 39.9887 0.0103494 0.0010404 85938 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.6933 39.2536 0.0103345 0.00105376 86200 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.2036 39.1399 0.0102969 0.00103999 86421.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.7056 38.5565 0.0103272 0.00104061 86145.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 48.116 37.6006 0.0103909 0.00104578 85606 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.3959 36.9781 0.0107217 0.00121118 84117.2 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.8394 36.7112 0.010544 0.00108145 84543.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.2525 36.1128 0.0108942 0.00111689 81822.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.7472 35.428 0.010764 0.00106835 82511.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.257 35.2462 0.0108134 0.00119622 83184.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.6305 34.8095 0.0129322 0.00129615 68752.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 44.1431 34.4513 0.0114734 0.00110858 77183.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.7102 33.6652 0.0106355 0.00105792 83528.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.3369 33.3325 0.0107293 0.00111021 83168.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.5429 32.4065 0.0112566 0.00115596 79202.9 0
: 656 | 41.9404 32.5085 0.0122331 0.00103113 71416.3 1
: 657 Minimum Test error found - save the configuration
: 657 | 41.7411 31.8868 0.0134477 0.00176174 68458.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 41.0026 31.1925 0.0135242 0.00144387 66223.4 0
: 659 | 40.4786 31.3317 0.0149915 0.0016013 59745 1
: 660 Minimum Test error found - save the configuration
: 660 | 40.1712 30.6336 0.0138773 0.00158292 65070.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.693 30.0368 0.0153852 0.00139021 57163.4 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.9928 29.329 0.0130843 0.00143673 68683.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.5639 29.2665 0.0118629 0.00136053 76173 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.1254 28.8316 0.0116468 0.00117676 76408.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.702 28.1669 0.0106611 0.00109126 83595.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.1172 27.648 0.0106488 0.00107589 83568.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.7998 27.1631 0.0111557 0.00121717 80494.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.3274 26.8649 0.0109779 0.00111441 81107 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.8904 26.7382 0.0112514 0.00152317 82235.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.4064 25.9364 0.0104201 0.00113161 86128 0
: 671 | 35.1705 26.0334 0.0114419 0.0012196 78260.1 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.9241 25.1191 0.0110242 0.00111181 80706.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.2759 25.0177 0.0112344 0.00117484 79526.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.8303 24.8064 0.0113172 0.00112938 78525.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.3155 24.258 0.0105957 0.00107949 84067.3 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.997 23.9913 0.0108655 0.00111398 82038.5 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.5221 23.2655 0.0112333 0.00106681 78690.2 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.994 22.8878 0.0105897 0.00109441 84252.2 0
: 679 | 31.5921 23.2753 0.0107165 0.00101701 82478.3 1
: 680 Minimum Test error found - save the configuration
: 680 | 31.4883 22.8244 0.0106843 0.00108379 83328.5 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.99 21.9724 0.0115712 0.00118615 77033.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.4289 21.7431 0.0110702 0.00110779 80301.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.0739 21.4864 0.0108579 0.00107171 81748.1 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.9084 20.962 0.0111398 0.00118886 80394.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.4554 20.9119 0.0106907 0.00109129 83338.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 29.0918 20.3079 0.0116308 0.00106022 75682 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.6182 19.957 0.0113654 0.00121111 78784.6 0
: 688 | 28.2761 20.2658 0.0129711 0.00107478 67247.9 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.8845 19.3967 0.0141389 0.00167918 64207 0
: 690 | 27.5934 19.4352 0.0157948 0.00171385 56814.4 1
: 691 Minimum Test error found - save the configuration
: 691 | 27.17 18.8047 0.0159027 0.00176442 56584 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.757 18.454 0.0161897 0.00180774 55625.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.4721 18.3019 0.0150673 0.00120763 57721.2 0
: 694 | 26.0929 18.3127 0.0114925 0.00104353 76562.8 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.8199 17.841 0.0108616 0.0011455 82337.4 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.521 17.595 0.0111356 0.00127928 81166.2 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.2017 17.215 0.0125784 0.00150847 72268 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.7249 16.9265 0.0115708 0.00125256 77532.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.3756 16.8152 0.0124975 0.00181057 74857.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.0975 16.6077 0.0162796 0.00175752 55088.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.7587 16.5147 0.0165395 0.00185837 54491.7 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.4975 16.4524 0.0137742 0.00121534 63700.1 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.3388 15.9716 0.0121998 0.00109133 72017.2 0
: 704 Minimum Test error found - save the configuration
: 704 | 23.0834 15.9477 0.0109584 0.00123016 82235 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.5771 15.5537 0.0120578 0.00133751 74624.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.3563 15.1895 0.0113 0.00123624 79492.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 22.0843 15.0992 0.0107388 0.001057 82629.2 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.7129 15.0048 0.0113334 0.00111521 78292 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.3731 14.8995 0.0105571 0.00106843 84311.4 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.1196 14.3423 0.0106044 0.00106683 83879.2 0
: 711 | 20.7533 14.5032 0.0104315 0.00102773 85072.5 1
: 712 | 20.6972 14.5764 0.010533 0.00112493 85033.6 2
: 713 Minimum Test error found - save the configuration
: 713 | 20.4186 13.8719 0.0116524 0.00167099 80148.7 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.9434 13.4775 0.0136304 0.00167095 66892.5 0
: 715 | 19.6714 13.4832 0.01457 0.00101783 59031.2 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.4169 13.4613 0.0110497 0.00155943 84296.5 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.339 13.0829 0.0110608 0.00107442 80109.5 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.9778 13.0116 0.0104791 0.00107983 85112.6 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.634 12.6388 0.0114398 0.00123178 78369.6 0
: 720 | 18.4943 12.9227 0.0105573 0.00102655 83939 1
: 721 Minimum Test error found - save the configuration
: 721 | 18.5102 12.5736 0.0106374 0.00116341 84441.9 0
: 722 Minimum Test error found - save the configuration
: 722 | 18.1198 12.2728 0.0123176 0.00124239 72233.2 0
: 723 | 17.9 12.6235 0.0130274 0.00156789 69811 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.5731 11.8768 0.0117279 0.00114663 75605.5 0
: 725 | 17.2346 11.8796 0.0110827 0.00109925 80132.3 1
: 726 Minimum Test error found - save the configuration
: 726 | 17.1441 11.6202 0.0112494 0.00111156 78912 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.8181 11.141 0.0106241 0.0011048 84039.9 0
: 728 | 16.5053 11.5245 0.0105775 0.00101189 83633.1 1
: 729 | 16.4313 11.3322 0.011703 0.00173681 80271.4 2
: 730 | 16.1845 11.38 0.0150951 0.00123106 57703.3 3
: 731 Minimum Test error found - save the configuration
: 731 | 16.1906 11.0141 0.0129987 0.0018741 71913 0
: 732 | 16.0497 11.245 0.0141361 0.00169504 64303.3 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.7908 10.6341 0.0159988 0.0015992 55557.3 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.4763 10.2238 0.0121031 0.00123076 73581.3 0
: 735 | 15.2067 10.794 0.0123221 0.0010237 70806.2 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.8549 10.0526 0.0149453 0.00173249 60547.1 0
: 737 | 14.6782 10.0807 0.012269 0.00161534 75091.9 1
: 738 | 14.3764 10.2598 0.0157195 0.00167301 56953.8 2
: 739 Minimum Test error found - save the configuration
: 739 | 14.2285 10.0149 0.0120666 0.00158676 76336.9 0
: 740 Minimum Test error found - save the configuration
: 740 | 14.1022 9.70983 0.0150437 0.00138406 58566.7 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.9313 9.49062 0.0125806 0.00110778 69730.2 0
: 742 | 13.7325 9.63302 0.0122602 0.00105076 71368.5 1
: 743 | 13.835 10.3316 0.0107084 0.00105172 82843.9 2
: 744 | 13.8778 9.78263 0.0106105 0.00103667 83561 3
: 745 Minimum Test error found - save the configuration
: 745 | 13.4586 8.92838 0.01069 0.00106866 83148.8 0
: 746 | 13.0464 9.41127 0.0110979 0.00130875 81722.8 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.9085 8.56283 0.011037 0.00118406 81193.9 0
: 748 | 12.8185 8.59931 0.0111062 0.00114129 80281.8 1
: 749 | 12.4128 8.6304 0.0118722 0.00114614 74584.6 2
: 750 Minimum Test error found - save the configuration
: 750 | 12.3101 8.47109 0.0114381 0.00119102 78070.9 0
: 751 Minimum Test error found - save the configuration
: 751 | 12.0816 8.16014 0.0125816 0.0015014 72200.9 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.9208 7.98091 0.0114661 0.0012949 78653.3 0
: 753 | 11.7368 8.12785 0.0117926 0.00112782 75013.4 1
: 754 | 11.6558 8.40317 0.0120104 0.00122712 74189.2 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.5034 7.70935 0.0127997 0.0012704 69388.2 0
: 756 | 11.5887 7.84082 0.0128702 0.00140128 69753.7 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.2832 7.52666 0.013079 0.00132187 68044.1 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.2719 7.38497 0.0123383 0.00141222 73219.2 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.9113 7.27385 0.0114692 0.00113743 77431 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.802 7.25641 0.0119133 0.00117868 74525.6 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.6797 7.17372 0.0127225 0.00117282 69265.8 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.4377 6.65031 0.0125815 0.00142704 71720 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.2153 6.47304 0.0121822 0.00134387 73812.2 0
: 764 | 10.151 6.73584 0.0112782 0.00115269 79008.6 1
: 765 | 10.0078 6.60247 0.0115579 0.00124853 77599 2
: 766 | 9.86585 6.50392 0.0116971 0.00109794 75478 3
: 767 Minimum Test error found - save the configuration
: 767 | 9.803 5.99671 0.0119684 0.00125405 74666.5 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.55783 5.92405 0.0116046 0.00116106 76602.4 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.46932 5.45922 0.011212 0.00116916 79658.9 0
: 770 | 9.32976 5.95967 0.0110092 0.00114099 81068.7 1
: 771 | 9.27132 5.7474 0.0131061 0.00104586 66333.8 2
: 772 | 9.23422 6.12253 0.0111107 0.00109034 79837.2 3
: 773 | 9.1743 5.50194 0.0113092 0.00115033 78748.9 4
: 774 | 9.07999 5.89416 0.0115998 0.00120264 76944.3 5
: 775 Minimum Test error found - save the configuration
: 775 | 8.93396 5.17722 0.0112375 0.00121474 79818.7 0
: 776 | 8.8245 5.43359 0.0114542 0.00102129 76680.5 1
: 777 | 8.68989 5.65317 0.0129768 0.00149635 69683.7 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.41775 4.87134 0.0124503 0.00126525 71524.1 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.34114 4.71357 0.0113577 0.00113992 78295.2 0
: 780 | 8.20727 4.90048 0.0114339 0.00127351 78737.2 1
: 781 | 8.17544 5.13909 0.0122262 0.00149092 74520.6 2
: 782 | 8.06936 4.87205 0.0143772 0.0014695 61978.5 3
: 783 Minimum Test error found - save the configuration
: 783 | 7.94207 4.58382 0.0144856 0.00156868 61934.4 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.80724 4.29496 0.0147269 0.00158284 60863.8 0
: 785 | 7.63255 4.68146 0.0145427 0.0014855 61268.6 1
: 786 | 7.7214 4.90496 0.0143156 0.00147129 62284.6 2
: 787 Minimum Test error found - save the configuration
: 787 | 7.93885 3.88325 0.0142847 0.00152497 62697.1 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.60413 3.76587 0.0142742 0.00154579 62851.6 0
: 789 | 7.29249 4.19338 0.0142114 0.00146255 62750.8 1
: 790 | 7.2821 4.80372 0.0141918 0.00145188 62794.6 2
: 791 | 7.36681 4.7522 0.0143735 0.00152688 62273 3
: 792 | 7.09731 3.85138 0.0126669 0.00100923 68624.1 4
: 793 | 6.88386 4.02211 0.0111388 0.00124365 80847.6 5
: 794 | 6.96836 3.79645 0.0108758 0.00105672 81474.2 6
: 795 | 6.86431 3.78592 0.0119602 0.00112188 73812.2 7
: 796 Minimum Test error found - save the configuration
: 796 | 6.6764 3.38077 0.0123915 0.00118079 71360.2 0
: 797 | 6.72595 3.67905 0.0137777 0.00164952 65962.1 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.59763 3.00255 0.0147566 0.00145827 60157.8 0
: 799 | 6.48339 3.16332 0.0112757 0.00108226 78482 1
: 800 | 6.41383 3.26725 0.0109295 0.00106394 81090.3 2
: 801 | 6.28786 3.78177 0.0121157 0.00104809 72283.2 3
: 802 Minimum Test error found - save the configuration
: 802 | 6.22976 2.81238 0.010646 0.00109636 83772.7 0
: 803 | 6.20369 2.93407 0.0105949 0.00101492 83507.1 1
: 804 | 6.04964 3.16042 0.0105596 0.0010152 83818.8 2
: 805 | 6.00709 3.20501 0.0111579 0.00104797 79130.3 3
: 806 Minimum Test error found - save the configuration
: 806 | 5.96661 2.80713 0.0107594 0.00111247 82927.5 0
: 807 | 6.00594 2.86414 0.0110431 0.00101936 79810.7 1
: 808 | 6.20643 3.23838 0.0105696 0.00107679 84274.3 2
: 809 | 5.88739 2.87726 0.0104869 0.00100216 84345.8 3
: 810 | 5.67581 3.43206 0.0105375 0.00101779 84036 4
: 811 | 5.56473 2.89871 0.0106149 0.00105574 83689 5
: 812 | 5.50217 3.064 0.0105977 0.0010249 83570.2 6
: 813 | 5.45385 3.54319 0.0123954 0.00100785 70252.3 7
: 814 Minimum Test error found - save the configuration
: 814 | 5.41845 2.63488 0.010479 0.00105569 84895.9 0
: 815 Minimum Test error found - save the configuration
: 815 | 5.33669 2.53951 0.012936 0.00117796 68038.3 0
: 816 | 5.24178 3.19784 0.0109836 0.00105129 80544.8 1
: 817 | 5.35564 2.82096 0.0104697 0.000996209 84446.2 2
: 818 | 5.23539 2.77808 0.0103343 0.000999978 85704.9 3
: 819 | 5.04103 2.82125 0.0104435 0.001004 84749.9 4
: 820 | 4.9847 2.74111 0.0105678 0.00099763 83593.3 5
: 821 | 4.91709 2.95803 0.0107917 0.0010028 81725.4 6
: 822 | 4.92563 2.74663 0.0149301 0.00158376 59941.5 7
: 823 | 4.86676 2.57193 0.0117469 0.00104359 74743.3 8
: 824 | 4.74912 2.75626 0.0108686 0.00105517 81521 9
: 825 | 4.83567 2.70793 0.0104381 0.00103415 85070.3 10
: 826 | 4.68498 3.59055 0.0113389 0.00107947 77977.2 11
: 827 Minimum Test error found - save the configuration
: 827 | 4.7452 2.22674 0.0107049 0.00110918 83370.6 0
: 828 | 4.59289 2.79733 0.0105531 0.00101131 83841.4 1
: 829 | 4.701 2.90562 0.010526 0.00100865 84056.7 2
: 830 | 4.515 2.73991 0.0106977 0.00105577 82970.7 3
: 831 | 4.67797 3.14697 0.0104971 0.00100311 84264 4
: 832 | 4.51669 2.44378 0.0103925 0.0010128 85291 5
: 833 | 4.29963 2.36705 0.0145428 0.00134829 60631.2 6
: 834 | 4.40598 2.35999 0.014083 0.00154876 63825.2 7
: 835 | 4.3272 3.50995 0.0155568 0.00133305 56244 8
: 836 | 4.516 2.79341 0.0130106 0.00136156 68675 9
: 837 | 4.58664 3.85907 0.0119224 0.00102592 73418.5 10
: 838 | 4.31066 3.55904 0.0105382 0.00103762 84205.2 11
: 839 | 4.08806 2.4582 0.0107424 0.00101387 82232 12
: 840 | 4.01155 2.70743 0.0104162 0.000995789 84922.3 13
: 841 | 4.05754 2.45628 0.0104146 0.00102161 85169.5 14
: 842 | 3.84772 2.97132 0.0106359 0.0010118 83125 15
: 843 | 3.81959 3.14372 0.0105009 0.000994428 84153.3 16
: 844 | 3.86294 2.53006 0.0103686 0.00101609 85538.3 17
: 845 | 3.92114 3.88726 0.0109244 0.00103604 80902.8 18
: 846 | 3.93595 3.20152 0.0109647 0.00109757 81077.6 19
: 847 | 3.81776 2.90454 0.0109078 0.0010954 81529.8 20
: 848 | 3.60951 3.72991 0.0106043 0.00106483 83862.1 21
:
: Elapsed time for training with 1000 events: 10.3 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0113 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.903 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.226 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.36005e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.13148e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0441 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.04 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00178 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.103 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.984 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.025 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00267 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0401 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00472 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00196 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000352 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.103 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0138 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.998 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.111 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.09 -0.185 6.37 1.55 | 3.218 3.222
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.287 -0.127 1.98 1.10 | 3.360 3.345
: 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.