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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: 0.252 sec
: Elapsed time for training with 1000 events: 0.255 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00263 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: 0.000732 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00388 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: 0.000183 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000281 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 = 31550
: --------------------------------------------------------------
: 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 | 33118.8 31208.3 0.0100674 0.00104108 88629.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32652 30662.4 0.0100994 0.00102799 88189.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31954.4 29958 0.0101994 0.00102624 87210.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31164.6 29296.1 0.0102181 0.00101834 86958.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30413.2 28559.2 0.0101714 0.00102045 87422.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29609.8 27676.8 0.0101369 0.00101578 87708.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28936.1 27127.3 0.0100428 0.00100073 88474.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28503.8 26761.7 0.00998408 0.000990642 88953.8 0
: 9 Minimum Test error found - save the configuration
: 9 | 28149.8 26443.2 0.00997627 0.000988872 89013.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 27832.1 26144 0.00986907 0.00097385 89935.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27532 25860 0.0098755 0.000974971 89882.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 27240.7 25592.9 0.00987014 0.000976772 89954.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 26963.6 25333.6 0.00986094 0.000976422 90044.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26695.1 25080.5 0.00985518 0.000975551 90093.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26436.3 24829.1 0.0098726 0.000980972 89972.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 26176.4 24589 0.00987316 0.000982411 89981.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25928.1 24350.7 0.00986779 0.000982191 90033.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25678 24123 0.00987694 0.000977702 89895.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25442.5 23890.2 0.00990391 0.000976402 89610.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 25202.1 23665.9 0.00985449 0.000975881 90104.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24968.2 23445.5 0.0098616 0.000975262 90025.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24738.2 23228.3 0.00985238 0.000975861 90125.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24513.6 23011.3 0.00986956 0.000980062 89993.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24288.3 22800 0.00987027 0.000985662 90043.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 24069.6 22589.3 0.00986885 0.000980341 90003.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23850 22384 0.00987246 0.000979362 89957.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23636 22180.1 0.00986779 0.000978111 89992 0
: 28 Minimum Test error found - save the configuration
: 28 | 23424.8 21977.3 0.00987676 0.000976751 89887.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23213.4 21779.8 0.00986503 0.000977622 90014.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 23005.4 21585.7 0.00985716 0.00097566 90074.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22803.5 21389.7 0.00988113 0.000978081 89856.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22597.5 21201.1 0.00988185 0.000982892 89898.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22400.6 21009.6 0.00988973 0.000984701 89836.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22201.5 20822 0.00989054 0.000985112 89832.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 22006 20636 0.0098879 0.000979081 89798.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21813.7 20450.4 0.00987785 0.000977951 89888.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21617.5 20273.1 0.00988544 0.000980172 89834.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21430.5 20093.8 0.00988095 0.000975381 89831.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21242.3 19917.1 0.00988313 0.00097934 89849.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 21053 19747.6 0.00989931 0.000983672 89730 0
: 41 Minimum Test error found - save the configuration
: 41 | 20875.9 19569.6 0.00989868 0.000986092 89760.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20691.3 19397.4 0.00990409 0.000984121 89686.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20508.8 19230.6 0.00991729 0.000983861 89551.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20334.7 19059.7 0.00989513 0.000978972 89724.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20158 18891 0.00989993 0.000979231 89679 0
: 46 Minimum Test error found - save the configuration
: 46 | 19980.2 18728.7 0.00991252 0.000981501 89575.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19808.2 18566.9 0.00989769 0.000979422 89703.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19637.6 18405.7 0.00990623 0.000981211 89635.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19467.8 18246.8 0.00989683 0.000977921 89697 0
: 50 Minimum Test error found - save the configuration
: 50 | 19301.4 18087.3 0.00990268 0.000986762 89727.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 19132.9 17932 0.00991509 0.000986331 89598.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18968.5 17772.5 0.00994104 0.000986292 89338.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18796.9 17609.9 0.00994704 0.000986562 89280.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18633.9 17455 0.00995007 0.000988321 89268.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18479.4 17296.8 0.00995861 0.000988662 89186.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18310.3 17159.9 0.0100176 0.00099365 88653.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18153 17008.1 0.00998905 0.000995623 88953.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17989.3 16847 0.00997687 0.000999441 89112.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17840.4 16690.9 0.0100017 0.000999971 88871.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17673.1 16555.8 0.010002 0.000996372 88833.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17520.1 16403 0.0100308 0.000997692 88562.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17361.4 16248.1 0.0100198 0.000998472 88678.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17207.7 16100.9 0.010047 0.00100119 88438.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 17053.1 15954.9 0.0100514 0.00100225 88405.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16900 15811 0.0100637 0.00100537 88316.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16751.3 15665.5 0.0100986 0.00101804 88100.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16600.7 15523.7 0.0100773 0.00101386 88266.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16454.3 15381.7 0.0100797 0.00100627 88169.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16304 15241.1 0.0100741 0.00100362 88198.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 16158.3 15102.8 0.0100742 0.00100207 88182.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16014.3 14965.1 0.0100695 0.00100292 88236 0
: 72 Minimum Test error found - save the configuration
: 72 | 15869.3 14826.9 0.0100859 0.00100575 88104.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15725.8 14693.3 0.0100882 0.00100423 88067.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15585.8 14558.6 0.0100854 0.00100837 88134.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15444.5 14427.7 0.0100985 0.00100964 88020.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 15307.8 14295.5 0.0100897 0.00100925 88101 0
: 77 Minimum Test error found - save the configuration
: 77 | 15168.8 14166.7 0.0100974 0.00100469 87982.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15033.4 14038.3 0.0100997 0.00100431 87956.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14898.3 13912.8 0.0101397 0.00105015 88013.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14767.2 13784.6 0.0100902 0.00100636 88068.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14632.8 13660.2 0.0100953 0.00100961 88051 0
: 82 Minimum Test error found - save the configuration
: 82 | 14503.6 13534.4 0.0101006 0.00101043 88007.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14370.6 13414.6 0.0100999 0.00101151 88024.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14244.9 13291.4 0.0101035 0.00101006 87976 0
: 85 Minimum Test error found - save the configuration
: 85 | 14114 13174.8 0.010107 0.00100797 87921.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13990 13055.1 0.0101025 0.00100595 87945 0
: 87 Minimum Test error found - save the configuration
: 87 | 13864.5 12936.8 0.0101087 0.00100765 87901.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13741 12818.7 0.0101104 0.00100936 87901.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13617.2 12702.8 0.010106 0.00100938 87944.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13495.6 12587.1 0.0101107 0.00101208 87925.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13374.7 12472.4 0.0101729 0.001017 87375.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 13254.7 12359.3 0.0101145 0.00100994 87867.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13136.7 12246.1 0.010144 0.0010089 87574.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13017.8 12135.5 0.0101223 0.00100631 87758 0
: 95 Minimum Test error found - save the configuration
: 95 | 12899.6 12028.5 0.0101139 0.00100906 87865.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12786.4 11918 0.0101142 0.00100936 87865.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12669.2 11813 0.0101236 0.00101065 87787.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12557.9 11704.6 0.0101334 0.00100893 87676.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12444.3 11598.8 0.0101167 0.0010145 87890.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12331.2 11496 0.0101301 0.00101629 87779.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12224.4 11388.2 0.0101225 0.00101207 87811.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12111.6 11285.7 0.0101761 0.0010091 87269.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 12002.3 11184.8 0.0101399 0.00100832 87607.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11896.3 11082 0.0101456 0.00101249 87593.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11788.4 10981.7 0.0101331 0.00101104 87699.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11683.4 10880.7 0.0101267 0.00101072 87757.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11577.2 10782.4 0.0101247 0.00101292 87798 0
: 108 Minimum Test error found - save the configuration
: 108 | 11474 10683.7 0.0101168 0.00101468 87891.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11369.5 10587.8 0.0101473 0.00101452 87596.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11267.8 10491.7 0.0101348 0.00101102 87683.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11166.1 10397.1 0.0101442 0.0010094 87577.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11065.6 10302.9 0.0101131 0.00101136 87895.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10965.9 10209.7 0.0101218 0.00100919 87790.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10867.8 10116.2 0.0101268 0.00101128 87762.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10768.5 10025.7 0.0101407 0.0010138 87653.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10671.9 9935.07 0.010155 0.00101673 87543.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10577.4 9842.61 0.0101336 0.00101463 87729.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10480.6 9753.39 0.0101688 0.00101462 87391.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10385.1 9665.82 0.0101321 0.00100983 87697.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10292.6 9577.15 0.0101424 0.00101043 87604.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10199.8 9489.3 0.0101264 0.00101088 87762 0
: 122 Minimum Test error found - save the configuration
: 122 | 10106 9404.6 0.0101394 0.00101218 87649.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 10016.4 9318.03 0.0101495 0.00101232 87554.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9925.53 9232.71 0.0101403 0.00101877 87704.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9834.59 9150 0.0101353 0.00101515 87718.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9746.93 9065.92 0.0101464 0.00101579 87617.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9658.71 8982.49 0.0101423 0.0010113 87614 0
: 128 Minimum Test error found - save the configuration
: 128 | 9570.76 8900.67 0.0101571 0.00101033 87462.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9483.92 8819.83 0.0101392 0.00101317 87660.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9397.78 8740 0.0101496 0.0010107 87537.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9313.17 8659.92 0.010149 0.00101372 87572.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9230.42 8578.29 0.0101566 0.00102003 87560.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9143.84 8501.48 0.0101473 0.00101801 87630.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 9061.39 8424.7 0.0101552 0.00101676 87542 0
: 135 Minimum Test error found - save the configuration
: 135 | 8979.53 8348.22 0.0101485 0.00101639 87602.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8899.31 8270.31 0.0101537 0.00101178 87509 0
: 137 Minimum Test error found - save the configuration
: 137 | 8817.34 8195.01 0.0101415 0.00101178 87625.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8737.98 8119.17 0.0101453 0.00101255 87596.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8657.38 8045.7 0.0101455 0.00101666 87634 0
: 140 Minimum Test error found - save the configuration
: 140 | 8579.62 7971.54 0.0101643 0.00102055 87491.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8501.06 7899.02 0.0101476 0.0010177 87624.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8424.7 7825.68 0.0101703 0.00101604 87391.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8347.73 7753.61 0.0101514 0.0010157 87568.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8271.27 7682.92 0.0101488 0.00101497 87586.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8195.51 7613.63 0.0101521 0.00101405 87546 0
: 146 Minimum Test error found - save the configuration
: 146 | 8122.74 7542.11 0.01015 0.00101295 87555.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 8047.28 7473.43 0.0101765 0.00101525 87324.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7974.75 7404.24 0.0101973 0.00102508 87219.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7902.33 7335.21 0.0101589 0.00101843 87522.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7828.44 7269.63 0.010161 0.00101766 87495.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7759.55 7201.07 0.0101776 0.0010171 87331.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7686.62 7136.13 0.010152 0.00101369 87543.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7617.77 7069.9 0.0101859 0.00102664 87343.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7548.34 7004.23 0.0101835 0.00102034 87306.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7479.08 6939.52 0.010154 0.00101489 87536.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7410.44 6876.06 0.0101575 0.00101596 87512.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7343.37 6812.07 0.0101745 0.00102211 87408.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7276.14 6749.05 0.0101656 0.00101975 87471.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7209.87 6686.29 0.0101715 0.00102084 87425.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7143.33 6625.07 0.010185 0.00101494 87240.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7077.61 6565.12 0.0101806 0.00101354 87269.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 7012.98 6505.61 0.0101698 0.001018 87414.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6950.85 6443.51 0.0101684 0.00101382 87387.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6886.61 6382.97 0.0101878 0.00101545 87218.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6821.67 6325.84 0.0101993 0.00101975 87149.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6760.95 6266.67 0.0101773 0.00102144 87376.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6698.19 6209.06 0.0101955 0.00101965 87185.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6637.03 6151.82 0.0101734 0.00101573 87358.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6576.34 6094.79 0.010168 0.00101523 87405.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6516.31 6037.8 0.0101618 0.00101702 87481.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6455.75 5982.78 0.010195 0.00101547 87150.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6396.61 5927.78 0.0101755 0.0010169 87349.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6338.84 5871.92 0.0101838 0.00101835 87284.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6279.4 5818.54 0.0101821 0.00102136 87329 0
: 175 Minimum Test error found - save the configuration
: 175 | 6223.43 5762.96 0.0101837 0.00102097 87310.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6165.54 5709.47 0.0101865 0.00101805 87256.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6108.44 5656.34 0.0101828 0.00101444 87256.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6053.12 5602.98 0.0102025 0.00101687 87092.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 5996.82 5551.24 0.0101808 0.00101634 87293.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5941.29 5500 0.0101815 0.00101953 87317 0
: 181 Minimum Test error found - save the configuration
: 181 | 5886.58 5449.48 0.0101939 0.00101681 87173.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5832.85 5398.93 0.0101873 0.00102172 87282.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5779.55 5347.85 0.0101796 0.00102187 87358.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5725.96 5298.21 0.010181 0.00101962 87323.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5673.43 5248.41 0.0101769 0.00101863 87352.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5620.43 5200.62 0.0101998 0.00101987 87146.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5569.63 5151.53 0.0101705 0.0010169 87397.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5518.12 5103.29 0.0101755 0.00101604 87341.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5466.93 5056.06 0.0101841 0.0010187 87284.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5417.25 5008.12 0.0101856 0.00102432 87323.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5366.22 4962.12 0.0101859 0.00101938 87273.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5316.81 4916.9 0.0102023 0.00101966 87121.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5268.56 4870.89 0.0101749 0.0010154 87341.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5220.46 4824.26 0.0102192 0.0010178 86943.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5171.43 4779.67 0.0101865 0.00101827 87257.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5123.94 4735.64 0.0101827 0.0010167 87278.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5077.07 4691.02 0.0101969 0.00102256 87199.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5030.38 4647.01 0.0101834 0.00102321 87334.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4983.05 4604.74 0.0102166 0.00103759 87155.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4938 4561.44 0.0101905 0.00102456 87279.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4892 4518.85 0.0104373 0.00108532 85543.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4847.2 4476.83 0.0102138 0.00101666 86983.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4802.36 4435.41 0.0101801 0.00101756 87311.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4759.13 4392.79 0.0101858 0.00101886 87270.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4714.66 4351.73 0.0102043 0.00102118 87116 0
: 206 Minimum Test error found - save the configuration
: 206 | 4670.61 4311.96 0.0101843 0.00102137 87308.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4627.82 4272.35 0.010223 0.00102324 86958.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4585.65 4232.29 0.0101878 0.00102219 87283 0
: 209 Minimum Test error found - save the configuration
: 209 | 4543.84 4192.48 0.0101985 0.00102862 87242.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4501.27 4153.84 0.0102126 0.00102466 87070.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4460.11 4115.27 0.0101799 0.00101708 87309.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4419.06 4077.67 0.0101834 0.00101813 87285.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4379.3 4038.76 0.0102051 0.00102027 87100.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4337.72 4002.36 0.0101961 0.00102358 87216.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4299.12 3964.91 0.0101913 0.00102411 87267.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4259.23 3928.1 0.0101851 0.00102127 87299.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4220.05 3891.46 0.0102 0.00101972 87143.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4181.71 3855.04 0.0101854 0.00101812 87267 0
: 219 Minimum Test error found - save the configuration
: 219 | 4142.64 3819.68 0.0101935 0.0010242 87248 0
: 220 Minimum Test error found - save the configuration
: 220 | 4105.57 3784.18 0.0101935 0.00102017 87209.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4068.12 3748.21 0.0101936 0.00101769 87185.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 4030.16 3714.12 0.0102208 0.00102249 86972.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3994.3 3678.07 0.0101968 0.0010242 87216.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3957.01 3645.13 0.0101926 0.00102219 87237.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3920.88 3610.92 0.0102149 0.00102075 87012.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3885.12 3577.5 0.0101962 0.00101693 87153.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3849.94 3543.71 0.0101895 0.00101789 87225.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3814.71 3510.55 0.0101935 0.00101725 87181.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3779.9 3477.97 0.0102125 0.00102949 87117 0
: 230 Minimum Test error found - save the configuration
: 230 | 3744.8 3446.29 0.0102178 0.00102137 86990.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3710.87 3414.9 0.010198 0.00102605 87222.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3677.63 3382.65 0.0101924 0.00102558 87271 0
: 233 Minimum Test error found - save the configuration
: 233 | 3644.2 3350.76 0.0101974 0.00102387 87207 0
: 234 Minimum Test error found - save the configuration
: 234 | 3610.83 3319.25 0.010189 0.00101774 87229.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3577.97 3288.25 0.0101969 0.00102156 87190.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3544.54 3259.17 0.0101884 0.00101925 87249.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3513.44 3227.98 0.0101778 0.00101552 87314.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3481.44 3197.55 0.010204 0.00101899 87098.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3449.58 3168.13 0.0102016 0.00102599 87187.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3417.81 3139.18 0.0102037 0.00102489 87157.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3387.33 3109.99 0.0101975 0.00102296 87197.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3356.47 3080.72 0.0101929 0.00101706 87185.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3325.78 3052.51 0.0101972 0.00101474 87122.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3296.36 3023.7 0.0101981 0.00101633 87129.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3265.26 2995.98 0.0101917 0.00101796 87205.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3236.13 2968.38 0.010208 0.00102031 87073.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3206.95 2940.54 0.0101952 0.00102144 87204.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3177.76 2913.49 0.0101907 0.00102649 87295.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3149.35 2886.56 0.0101927 0.0010208 87222.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3120.21 2859.49 0.0102175 0.00102366 87014.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3092 2832.97 0.0102027 0.0010179 87100.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3064.34 2806.17 0.0101932 0.00101849 87196 0
: 253 Minimum Test error found - save the configuration
: 253 | 3036.03 2780.43 0.0102151 0.00101723 86976.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 3008.8 2754.7 0.0102172 0.00103096 87086.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2980.86 2729.78 0.0101966 0.0010214 87191.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2954.32 2704.37 0.0102473 0.00102511 86747.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2927.73 2679.26 0.0102161 0.00102695 87059.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2901.62 2653.84 0.0102192 0.001021 86973.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2874.95 2629.3 0.0102196 0.00101968 86957.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 2848.38 2605.78 0.0102019 0.00102939 87217.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2822.95 2581.8 0.010224 0.00102204 86937.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2797.58 2557.6 0.0102428 0.00102832 86819.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2772.17 2533.79 0.0102209 0.00102249 86971.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2747.48 2509.73 0.0102095 0.00102636 87116.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2722.07 2487 0.0102151 0.00102262 87027.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2697.51 2464.34 0.0102215 0.00102028 86945 0
: 267 Minimum Test error found - save the configuration
: 267 | 2673.49 2440.94 0.0102131 0.00101823 87005.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2648.6 2419.05 0.010238 0.00101918 86779.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2624.94 2396.65 0.0102096 0.0010201 87055.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2600.99 2375.15 0.0102033 0.0010204 87118.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2578.08 2352.64 0.010232 0.00102244 86866.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2554.49 2330.99 0.0102252 0.00102613 86965.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2531.03 2309.62 0.0102234 0.00102441 86965.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2508.31 2288.18 0.0102131 0.00102988 87115.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 2485.55 2267.25 0.0102132 0.00101804 87002.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2462.75 2246.4 0.0102625 0.00103013 86651.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2440.24 2226.28 0.0102215 0.00101983 86941.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2418.96 2205.07 0.010212 0.00101956 87028.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2396.34 2185.03 0.0102137 0.00102261 87040.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2374.03 2165.73 0.0102228 0.00102449 86972.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2353.33 2145.34 0.0102265 0.0010287 86977.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2331.55 2125.69 0.0102135 0.00102467 87061.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2310.08 2106.78 0.0102357 0.00101964 86804.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2289.64 2086.84 0.0102118 0.0010191 87025.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2268.06 2067.63 0.0102244 0.00101819 86898.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2247.41 2048.9 0.0102334 0.00101956 86825.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2226.74 2030.34 0.01023 0.00102494 86908.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2206.63 2011.39 0.0102178 0.00102525 87027.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2186.49 1992.67 0.0102179 0.00102557 87029.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2166.06 1975.06 0.0102373 0.0010319 86905.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2146.37 1956.61 0.0102322 0.00102212 86861.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2126.15 1938.98 0.0102165 0.00101916 86981.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2107.36 1920.44 0.010213 0.00102157 87037.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2087.33 1902.99 0.010223 0.00101977 86925.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2068.64 1885.36 0.0102258 0.00102505 86949.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2049.09 1868.22 0.0102316 0.00102465 86890.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2029.72 1852.16 0.0102174 0.00102558 87034.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 2011.71 1834.5 0.0102705 0.00102491 86527.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1992.77 1817.91 0.0102341 0.00102379 86859.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1973.94 1801.83 0.0102232 0.00102159 86941.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1955.82 1785.57 0.0102754 0.00102578 86489.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1938.11 1768.5 0.0102391 0.00102374 86811.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1919.53 1753.14 0.010248 0.00102363 86727.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1902.32 1736.02 0.0102677 0.00102501 86554.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1883.93 1720.52 0.0102292 0.00102601 86926 0
: 306 Minimum Test error found - save the configuration
: 306 | 1866.51 1704.66 0.0102308 0.00102359 86888.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1849.43 1689 0.010249 0.00102538 86733.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1831.55 1673.51 0.0102256 0.0010183 86887.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1814.99 1657.71 0.0102163 0.00102352 87025 0
: 310 Minimum Test error found - save the configuration
: 310 | 1797.33 1643.05 0.0102428 0.00102099 86750.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1780.85 1628.24 0.0102157 0.00102071 87003.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1763.97 1613.45 0.0102818 0.00102239 86398.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1747.23 1598.75 0.0102435 0.00102942 86824 0
: 314 Minimum Test error found - save the configuration
: 314 | 1730.95 1584.01 0.0102682 0.00102558 86556 0
: 315 Minimum Test error found - save the configuration
: 315 | 1714.68 1569.47 0.010264 0.00102717 86610.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1697.92 1555.65 0.0102519 0.0010209 86664.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1683.07 1540.63 0.0102537 0.00102076 86646 0
: 318 Minimum Test error found - save the configuration
: 318 | 1666.04 1526.94 0.010231 0.00102031 86856 0
: 319 Minimum Test error found - save the configuration
: 319 | 1650.75 1512.87 0.010225 0.00101924 86902.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1634.85 1499.11 0.0102428 0.00102166 86756.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1619.42 1485.8 0.0102311 0.0010265 86913.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1604.2 1471.59 0.0102475 0.001025 86744.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1588.82 1458.07 0.0102353 0.00102556 86864.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1573.4 1444.79 0.0102286 0.0010191 86867.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1558.49 1432.38 0.0102316 0.00101935 86841.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1543.44 1419.29 0.0102462 0.00102527 86759.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1529.42 1405.73 0.0102194 0.00102113 86972.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1514.57 1392.27 0.0102362 0.00102076 86810.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1499.95 1379.37 0.0102235 0.00102398 86960.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1485.28 1367.08 0.0102274 0.00102553 86939.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1471.47 1354.14 0.0102437 0.00102786 86807.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1456.84 1342.2 0.0102245 0.00102284 86940.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1443.13 1329.77 0.0102128 0.00101969 87021.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1429.63 1317 0.0102272 0.0010196 86884.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1415.33 1305.14 0.0102287 0.00102092 86883.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1402.37 1292.52 0.0102354 0.00102201 86829.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1388.5 1280.91 0.0102376 0.00102347 86823 0
: 338 Minimum Test error found - save the configuration
: 338 | 1375.04 1269.09 0.0102342 0.00102651 86883.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1361.91 1257.41 0.0102382 0.00102381 86821.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1348.8 1246.12 0.0102349 0.00102332 86847.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1336.09 1234.04 0.0102375 0.00102103 86801 0
: 342 Minimum Test error found - save the configuration
: 342 | 1322.89 1223.07 0.0102231 0.00102744 86998 0
: 343 Minimum Test error found - save the configuration
: 343 | 1310.31 1211.42 0.010229 0.00101883 86860.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1297.78 1199.96 0.0102254 0.00102165 86921 0
: 345 Minimum Test error found - save the configuration
: 345 | 1284.81 1189.33 0.0102268 0.00102634 86952.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1272.98 1178.05 0.010234 0.00102948 86914.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1260.73 1166.73 0.0102153 0.00102353 87034.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1248.01 1156.47 0.0102453 0.00102213 86738.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1236.2 1145.9 0.0102241 0.00101984 86916.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1224.34 1134.95 0.0102207 0.00102305 86978.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1213.09 1124.4 0.0102328 0.00103122 86941.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1201.21 1114.36 0.0102391 0.00102092 86785 0
: 353 Minimum Test error found - save the configuration
: 353 | 1189.53 1103.1 0.0102171 0.00102235 87006.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1177.47 1093.3 0.010229 0.00102885 86955.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1166.42 1082.72 0.0102323 0.00102453 86883.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1155.46 1072.32 0.0102512 0.00102449 86704.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1144 1061.98 0.0102316 0.00102075 86853.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1132.99 1051.84 0.0102265 0.00101957 86891.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1121.91 1041.99 0.0102226 0.00102117 86943.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1111.01 1032.2 0.01024 0.00102041 86771.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1100.18 1022.27 0.0102229 0.00102467 86973.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1089.27 1013.48 0.0102235 0.00102528 86973.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1079.13 1003.41 0.0102365 0.00102651 86862.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1068.36 993.392 0.0102201 0.00102225 86977.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1057.83 984.303 0.0102454 0.00101764 86694.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1047.57 974.722 0.0102451 0.00101826 86703.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1037.24 965.768 0.0102373 0.00102921 86880 0
: 368 Minimum Test error found - save the configuration
: 368 | 1027.83 955.935 0.0102466 0.00102217 86726.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1017.06 946.843 0.0102455 0.00101964 86712.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 1007.12 938.061 0.0102314 0.00102184 86866 0
: 371 Minimum Test error found - save the configuration
: 371 | 997.4 929.773 0.0102471 0.00103288 86822.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 988.196 919.991 0.010232 0.00102577 86897.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 977.568 911.77 0.010231 0.00101831 86836.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 969.061 902.269 0.0102626 0.00101904 86546.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 958.53 894.05 0.0102277 0.00101841 86868.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 949.668 884.956 0.0102163 0.00101838 86976.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 939.802 876.76 0.0102473 0.00102146 86713 0
: 378 Minimum Test error found - save the configuration
: 378 | 931.107 868.318 0.0102322 0.00102456 86884.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 921.639 859.438 0.0102404 0.00102371 86798.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 912.592 851.22 0.0102276 0.00102343 86917 0
: 381 Minimum Test error found - save the configuration
: 381 | 903.495 843.178 0.0102478 0.00102007 86695.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 894.326 835.157 0.0102119 0.00101969 87030 0
: 383 Minimum Test error found - save the configuration
: 383 | 885.761 827.077 0.0102254 0.00102072 86912 0
: 384 Minimum Test error found - save the configuration
: 384 | 876.867 819.06 0.01022 0.00101882 86945.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 868.395 810.959 0.0102356 0.00102162 86825 0
: 386 Minimum Test error found - save the configuration
: 386 | 859.633 803.512 0.0102364 0.00102085 86810.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 851.32 794.971 0.0102343 0.00102434 86862.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 842.817 787.085 0.0102277 0.00102219 86904.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 834.187 779.487 0.0102518 0.00103426 86790.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 825.81 772.215 0.0102216 0.001017 86913.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 818.066 764.64 0.0102208 0.00101976 86946.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 809.709 756.787 0.0102305 0.0010207 86864.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 801.496 749.12 0.0102185 0.00101957 86967 0
: 394 Minimum Test error found - save the configuration
: 394 | 793.66 741.162 0.0102503 0.00102064 86676.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 785.337 734.464 0.0102297 0.00102649 86926.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 777.759 726.658 0.0102316 0.00102351 86879.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 769.973 719.581 0.0102322 0.00102166 86857.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 762.067 712.519 0.0102551 0.00101794 86606.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 754.53 705.472 0.0102264 0.00101809 86878.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 747.391 698.49 0.0102243 0.00102014 86917.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 739.618 691.393 0.0102242 0.00101944 86911.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 732.506 683.744 0.0102361 0.0010188 86793.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 724.563 677.21 0.0102317 0.00102297 86873.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 717.592 670.358 0.0102299 0.00102604 86919.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 709.922 663.87 0.0102271 0.00102449 86931.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 703.31 657.248 0.0102379 0.00101744 86763.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 696.151 650.797 0.0102305 0.00102114 86868.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 688.893 643.775 0.0102251 0.00102059 86914.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 681.905 637.935 0.0102268 0.00102174 86908.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 675.392 630.432 0.010228 0.00102016 86882.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 668.143 623.965 0.0102223 0.00102221 86955.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 661.03 618.013 0.0102262 0.00102526 86947.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 654.903 611.51 0.0102287 0.00102671 86937.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 648.353 605.206 0.01022 0.00101835 86941.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 641.446 598.807 0.010241 0.00102014 86759.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 634.753 592.688 0.0102152 0.00102046 87005.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 628.541 586.444 0.0102125 0.00101943 87022.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 622.1 580.972 0.0102295 0.00103698 87027.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.411 574.793 0.0102385 0.00102501 86829 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.301 568.882 0.0102206 0.00102526 87000.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 602.998 562.776 0.0102269 0.00102561 86944.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.95 556.881 0.0102539 0.00102179 86654 0
: 423 Minimum Test error found - save the configuration
: 423 | 590.792 551.203 0.0102479 0.00101798 86674.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 584.682 545.026 0.0102148 0.00101938 87000 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.814 539.22 0.0102321 0.00102061 86848.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 572.613 533.714 0.0102323 0.00102 86840.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 566.817 528.046 0.0102225 0.00102255 86957 0
: 428 Minimum Test error found - save the configuration
: 428 | 560.854 522.631 0.0102355 0.00102437 86851.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.217 517.085 0.0102227 0.00102329 86961.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.461 511.6 0.0102296 0.00102375 86900.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 543.535 506.244 0.0102201 0.00101978 86953.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.137 500.917 0.0102569 0.0010273 86677.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.372 496.283 0.0102206 0.0010222 86971.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 527.133 490.583 0.0102294 0.00101984 86866.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.812 484.677 0.0102347 0.00102428 86858 0
: 436 Minimum Test error found - save the configuration
: 436 | 516.193 480.247 0.0102408 0.0010247 86804.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 511.118 474.887 0.0102198 0.00102374 86993.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.62 469.746 0.0102357 0.00102208 86828.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.002 465.019 0.0102152 0.00102169 87018 0
: 440 Minimum Test error found - save the configuration
: 440 | 495.274 459.329 0.010245 0.00102044 86725.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.818 454.477 0.0102283 0.00101936 86872.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 484.615 449.549 0.01022 0.00102305 86985 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.61 445.244 0.0102291 0.00102283 86897.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.782 439.807 0.0102289 0.00102502 86919.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.673 435.428 0.0102369 0.00102498 86844.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 465.158 430.567 0.0102419 0.00102558 86802.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.853 426.267 0.0102276 0.0010181 86867.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.428 421.351 0.0102305 0.00102115 86868 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.368 416.6 0.0102318 0.00101925 86838 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.858 412.323 0.0102376 0.00102458 86834.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 441.175 407.665 0.010222 0.00102233 86959.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.286 403.224 0.0102327 0.00103398 86968.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.143 398.85 0.0102352 0.00102462 86856.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.165 394.41 0.0102193 0.00102343 86995.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.579 390.155 0.010218 0.0010198 86973.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.436 386.555 0.0102242 0.00102512 86965.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 414.082 382.353 0.0102255 0.00103118 87010.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.657 377.577 0.0102161 0.00101776 86972.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.227 373.438 0.010228 0.00102509 86929 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.94 369.37 0.0102305 0.00102421 86897.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.9 364.997 0.0102166 0.00102396 87026.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 392.599 361.37 0.0102465 0.00102315 86736.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.385 356.838 0.0102167 0.00102199 87006.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.508 353.031 0.010224 0.00102204 86938.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.279 349.516 0.0102209 0.00101971 86945.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.165 345.009 0.01024 0.00101898 86758 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.83 341.534 0.0102222 0.00101946 86930.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.144 337.549 0.0102345 0.00102933 86907.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.391 333.962 0.0102248 0.00102655 86973.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.552 330.131 0.0102205 0.00103367 87081.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.509 325.882 0.0102278 0.00102052 86888 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.676 322.151 0.0102536 0.00102299 86668 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.749 318.894 0.0102321 0.00102101 86851.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.431 315.182 0.0102194 0.00101934 86955.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.408 311.54 0.010233 0.00101887 86822.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.796 308.406 0.0102264 0.00102091 86904.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.096 305.085 0.0102214 0.0010261 87001 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.837 300.996 0.0102342 0.00102216 86843.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.337 297.92 0.0102389 0.00102077 86785.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.568 294.476 0.0102209 0.00101806 86930 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.098 290.941 0.0102225 0.00101745 86908.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.423 287.62 0.0102214 0.0010209 86951.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.259 284.402 0.0102252 0.0010184 86892.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.127 281.142 0.0102377 0.00102379 86825.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.741 277.738 0.0102325 0.00102455 86881.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.041 275.13 0.0102118 0.00102454 87076.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.012 272.045 0.0102411 0.00103184 86869.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.091 268.919 0.0102197 0.00101897 86949.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.622 265.516 0.0102293 0.00101982 86866.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.42 262.244 0.0102303 0.00102225 86880.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.117 259.508 0.0102177 0.00101942 86972.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.125 256.475 0.0102422 0.00101956 86743.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.998 253.411 0.0102366 0.00102604 86856.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.841 250.284 0.0102385 0.00102688 86846.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.919 247.564 0.0102341 0.00102306 86852.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.829 244.812 0.010245 0.0010196 86716.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.006 242.119 0.0102352 0.00102061 86818.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.968 239.836 0.0102903 0.00102194 86315.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.163 236.153 0.0102288 0.00101766 86851.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.902 233.922 0.0102834 0.00102651 86422.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.53 230.855 0.0102364 0.00102173 86818.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.362 228.345 0.0102359 0.00102344 86839 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.885 225.746 0.0102357 0.00102068 86814.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.967 222.857 0.0102532 0.00102006 86644 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.205 220.991 0.0102325 0.00101791 86818.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.896 218.323 0.0102454 0.00102049 86721.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.306 215.542 0.010231 0.00101831 86836.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.269 212.626 0.0102346 0.00101945 86813.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.714 210.674 0.010234 0.00102052 86829.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.227 207.971 0.0102363 0.00102323 86832.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.597 205.605 0.0102363 0.00102349 86835.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.775 202.787 0.0102745 0.00102134 86457.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.339 200.811 0.0102676 0.00104852 86776.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.877 198.008 0.0102395 0.00103023 86869.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.265 195.665 0.0102267 0.00102142 86906.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.202 193.473 0.0102336 0.00101742 86803.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.644 191.162 0.0102313 0.00102022 86852 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.302 188.794 0.0102446 0.0010396 86909.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.933 187.083 0.0102574 0.00102083 86612.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.472 184.701 0.0102483 0.00101845 86675.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.172 182.255 0.0102865 0.0010185 86318.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.843 180.395 0.0102371 0.00101671 86764.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.01 178.692 0.0102564 0.00101869 86601.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.507 176.258 0.0102211 0.00101687 86916.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.302 173.969 0.0102388 0.00101782 86758.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.911 171.39 0.0102405 0.00102375 86798.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.725 169.507 0.0102234 0.00102105 86934.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.608 167.481 0.0102662 0.0010254 86572.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.464 166.826 0.0102245 0.00101604 86876.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.449 163.759 0.0102193 0.00101596 86925.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.289 161.817 0.0102266 0.00101992 86893.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.343 160.068 0.0102389 0.00101672 86747.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.065 157.831 0.0102305 0.00101997 86857 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.951 156.505 0.0102439 0.0010263 86790.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.978 153.877 0.0102297 0.00102258 86888.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.954 152.844 0.0102462 0.00101985 86708 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.086 150.454 0.0102265 0.00101765 86873.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.013 148.995 0.0102262 0.00101676 86867.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.025 147.026 0.0102255 0.00101783 86884.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.116 145.251 0.0102269 0.00102038 86894.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.213 143.353 0.0102331 0.00101846 86818.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.398 141.549 0.0102229 0.00102085 86937.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.699 139.947 0.0102181 0.00102137 86987.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.765 138.994 0.0102317 0.00102205 86865.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.302 136.797 0.0102426 0.00102095 86752.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.108 136.144 0.0102328 0.00101828 86819.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.494 134.705 0.0102354 0.00101719 86784.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.447 131.871 0.0102248 0.0010188 86899.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.594 130.132 0.0102372 0.00101829 86778.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.973 128.808 0.0102283 0.00102122 86889.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.21 127.193 0.0102249 0.00102265 86935.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.537 125.444 0.0102264 0.00102275 86921.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.631 124.243 0.0102425 0.00102035 86747.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.029 122.673 0.0102165 0.00101727 86963.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.456 121.078 0.0102443 0.00102393 86764.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.746 119.805 0.0102587 0.00102102 86602.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.473 119.147 0.0102306 0.00101893 86846 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.956 116.753 0.0102349 0.00102227 86837.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.104 115.535 0.0102343 0.00102393 86858.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.659 114.538 0.0102273 0.0010211 86897.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.042 113.603 0.0102575 0.00102098 86612.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.685 111.582 0.0102233 0.00101788 86905.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.206 109.702 0.0102225 0.00102082 86940.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.576 109.091 0.0102246 0.0010197 86910.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.177 108.026 0.0102145 0.00102023 87010.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.44 106.97 0.0102385 0.00101972 86779.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.464 105.942 0.0102251 0.00102838 86987.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.983 104.144 0.010217 0.00102447 87026.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.608 101.777 0.0102482 0.00102547 86742 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.749 100.905 0.0102294 0.00101724 86841.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.428 100.1 0.0102204 0.00101834 86937.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.138 98.1006 0.0102174 0.00102026 86983.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.688 97.5328 0.0102098 0.00101533 87008.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.597 96.4751 0.010236 0.00102914 86891.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.206 94.6439 0.0102284 0.00102327 86908.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.757 93.6178 0.0102138 0.00102351 87048.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.399 92.8594 0.0102181 0.00101994 86974 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.287 91.302 0.0102149 0.0010197 87001.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.874 90.2733 0.0102228 0.00101611 86893.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.549 88.9342 0.010211 0.00101871 87029.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.197 87.9456 0.0101983 0.0010173 87136.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.062 86.8151 0.0102234 0.00102387 86961.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.8721 85.1776 0.0102231 0.00102108 86937.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.6624 84.3638 0.0102198 0.00102287 86985.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.5809 83.2301 0.0102191 0.00102402 87003.3 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.5942 82.0929 0.0102315 0.00102189 86866.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.3442 81.8123 0.0102143 0.00101661 86978.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.3247 79.9399 0.010219 0.00101826 86949.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.9432 79.1948 0.0102132 0.00101695 86991.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.0315 78.0933 0.0102206 0.00101963 86946.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.0204 77.3491 0.0102275 0.00102114 86896.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.6776 76.4377 0.0102224 0.00102178 86950.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.8109 75.8758 0.0102121 0.00102165 87046.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.0305 74.0967 0.0102442 0.00103112 86832.8 0
: 595 | 86.7491 74.7214 0.0101846 0.000985311 86962.8 1
: 596 Minimum Test error found - save the configuration
: 596 | 85.8439 72.2089 0.010216 0.00101963 86990.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.6658 71.1982 0.0102072 0.00101889 87067.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.6707 70.9146 0.0102279 0.00101731 86856.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.776 69.6015 0.0102206 0.00102074 86958.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.7087 68.7881 0.0102258 0.00102579 86956.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.7774 67.8339 0.0102183 0.0010198 86970.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.6517 66.5523 0.0102225 0.00102178 86949.6 0
: 603 | 78.8037 66.6501 0.0101798 0.000985522 87010.3 1
: 604 Minimum Test error found - save the configuration
: 604 | 78.0205 65.0152 0.0102272 0.00101837 86873.6 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.1107 64.2752 0.0102295 0.00102835 86945.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.2045 63.6764 0.0102172 0.00101826 86966.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.1624 62.8229 0.0102275 0.00101719 86859.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.4488 61.8708 0.0102136 0.00102432 87057.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.6706 61.2128 0.0102161 0.00102078 87000.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.7263 60.0513 0.0102427 0.00102336 86774.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.6056 59.3085 0.0102103 0.00101692 87018.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.1794 58.6196 0.0102162 0.00101948 86987.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.3425 58.4466 0.0102202 0.0010219 86973 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.3983 56.9909 0.0102307 0.00101655 86822.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.4497 56.7552 0.0102263 0.00101889 86886.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.6247 55.4685 0.0102158 0.00102267 87021.6 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.7088 54.6544 0.0102178 0.00102438 87019 0
: 618 | 66.0293 55.5786 0.0101898 0.00099222 86979.8 1
: 619 Minimum Test error found - save the configuration
: 619 | 65.3823 53.7541 0.0102471 0.00101843 86686.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.7221 52.4804 0.0102125 0.00101655 86994.8 0
: 621 | 63.8569 52.5473 0.0101825 0.000985532 86985.4 1
: 622 Minimum Test error found - save the configuration
: 622 | 63.084 51.4581 0.010215 0.00101852 86990.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.4238 51.1323 0.0102318 0.00101794 86825.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.42 50.2109 0.0102277 0.00102062 86889.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.7331 48.8909 0.0102103 0.00102242 87070.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.9119 48.7175 0.0102254 0.00102276 86931.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.2489 47.517 0.0102186 0.00102035 86973.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.584 47.1859 0.0102268 0.00101663 86860.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.8484 46.6157 0.0102148 0.00101989 87004.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.0985 45.524 0.0102063 0.00101794 87067 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.3414 45.1475 0.0102035 0.00101736 87087.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.8144 44.7787 0.0102396 0.00101995 86771.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.2151 44.1518 0.0102091 0.00102267 87084.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.4366 43.8112 0.010223 0.00102089 86936.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.8273 43.4738 0.0102355 0.00102127 86822.3 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.317 42.481 0.0102072 0.00101709 87050.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.5345 42.4161 0.0102211 0.00102075 86953.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.9747 40.6803 0.0102232 0.00102252 86950.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.0231 40.4303 0.01021 0.00101821 87033.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.6679 39.5657 0.0102183 0.00102003 86972.9 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.0357 39.0034 0.0102191 0.00102513 87013.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.6926 38.7158 0.0102195 0.00102051 86966.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.8489 38.1024 0.0102251 0.00102 86907.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.1713 37.4811 0.0102535 0.00101629 86606.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.7602 37.0366 0.0102263 0.00101669 86865.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.258 36.4668 0.0102128 0.00101742 87000.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.5027 36.3493 0.01022 0.00101958 86952.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.9326 35.5345 0.0102309 0.0010185 86839.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.4304 35.206 0.0102259 0.00102526 86950.4 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.8401 34.6753 0.0102523 0.00102237 86674.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.3242 33.7711 0.0102482 0.00102781 86764.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.6585 33.6503 0.0102027 0.00101743 87095.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.2788 33.2343 0.0102126 0.00102025 87028.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.3022 32.6779 0.0102347 0.0010191 86809.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.2864 32.1301 0.0102211 0.00101864 86933.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.9036 31.5216 0.0102165 0.0010177 86967.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.5311 31.2073 0.0102233 0.0010228 86952.1 0
: 658 | 40.9728 31.3083 0.0101903 0.000987972 86934.2 1
: 659 Minimum Test error found - save the configuration
: 659 | 40.3539 30.4251 0.0102234 0.00102228 86945.6 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.792 29.7184 0.0102189 0.00101855 86952.9 0
: 661 | 39.4516 30.0895 0.0101835 0.000986891 86988.2 1
: 662 | 39.0995 29.764 0.0101793 0.00098509 87010.9 2
: 663 Minimum Test error found - save the configuration
: 663 | 38.6405 28.9106 0.0102339 0.00101751 86801.5 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.293 28.5711 0.0102225 0.00101832 86916.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.7593 28.3281 0.0102113 0.00102148 87052.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.0443 27.5889 0.010226 0.00102317 86929.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.5329 27.2493 0.0102342 0.00103295 86945.1 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.0873 26.3601 0.0102162 0.00101861 86979.3 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.7383 26.0338 0.0102157 0.00101648 86963.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.4785 25.7816 0.0102105 0.0010184 87031.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.9595 25.7603 0.0102045 0.00101605 87065.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.5638 25.1271 0.0102305 0.00102397 86895.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.2038 24.557 0.0102286 0.00101996 86875.4 0
: 674 | 33.828 24.7281 0.0101828 0.000986651 86992.8 1
: 675 Minimum Test error found - save the configuration
: 675 | 33.3653 23.6634 0.010226 0.00102319 86930 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.7311 23.3476 0.0102395 0.00101913 86764.4 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.4571 23.288 0.0102071 0.00101691 87049.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.0894 22.9545 0.0102163 0.00101981 86989.8 0
: 679 | 31.7916 23.2465 0.0101802 0.000986452 87015.6 1
: 680 Minimum Test error found - save the configuration
: 680 | 31.3357 22.0918 0.01022 0.00102066 86962.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.774 22.0244 0.010228 0.00101979 86879.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.5034 21.2255 0.0102196 0.00102444 87001.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.1127 21.012 0.0102196 0.001021 86970.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.5474 20.6781 0.0102385 0.00101953 86777.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.3015 20.6702 0.0102319 0.00101479 86795.3 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.928 20.0557 0.0102086 0.00101622 87028.9 0
: 687 | 28.5681 20.064 0.0101974 0.000986172 86850.4 1
: 688 Minimum Test error found - save the configuration
: 688 | 28.1601 19.4765 0.0102183 0.00101946 86967.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.8441 19.221 0.0102111 0.00101844 87025.7 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.3587 18.8956 0.0102344 0.00102405 86859.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.1052 18.7554 0.0102284 0.00102228 86899 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.6118 18.305 0.0102303 0.00102692 86924.9 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.321 18.2437 0.0102169 0.00101754 86962.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.2672 17.8774 0.010284 0.0010213 86367.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.7096 17.6677 0.0102214 0.0010203 86946.1 0
: 696 | 25.5654 17.8089 0.0102023 0.000986371 86806.1 1
: 697 Minimum Test error found - save the configuration
: 697 | 25.1812 17.0622 0.0102379 0.00101894 86778.1 0
: 698 | 24.7165 17.5369 0.010202 0.000986812 86813.1 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.4179 16.6985 0.0102299 0.00102913 86949.4 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.151 16.5498 0.0102265 0.00101911 86886.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 24.1187 16.3868 0.0102312 0.0010253 86901 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.6432 16.3098 0.0102316 0.00102584 86901.9 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.2109 15.76 0.0102215 0.00101696 86913.9 0
: 704 | 22.8543 16.2819 0.0101869 0.000986461 86952.2 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.7005 15.1009 0.0102341 0.00102004 86824.1 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.2504 15.0842 0.0102423 0.00102207 86765.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.9572 14.612 0.01024 0.0010233 86799 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.6424 14.4001 0.0102539 0.00102073 86643.7 0
: 709 | 21.4192 14.5004 0.010214 0.000987482 86706.6 1
: 710 Minimum Test error found - save the configuration
: 710 | 21.0889 14.1765 0.010228 0.00101694 86851.8 0
: 711 | 20.6946 14.2719 0.010194 0.000984273 86864.4 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.4249 13.5987 0.0102394 0.00102049 86778 0
: 713 | 20.1782 13.6662 0.0101911 0.00098534 86901.7 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.9407 13.4215 0.0102245 0.00101929 86907.5 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.8414 13.1925 0.0102577 0.00102731 86670.2 0
: 716 | 19.6952 14.5169 0.0101947 0.000987042 86884 1
: 717 | 19.3579 13.1978 0.0102524 0.00098526 86326.9 2
: 718 Minimum Test error found - save the configuration
: 718 | 19.0275 12.7445 0.01025 0.00102059 86679.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.8074 12.6787 0.0102676 0.00103065 86609.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.5295 12.3279 0.0102293 0.00101887 86857.6 0
: 721 | 18.2931 12.5457 0.0101869 0.000985392 86942.1 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.8552 12.1027 0.0102156 0.00102014 86999.9 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.661 11.8454 0.0102407 0.00103633 86915.2 0
: 724 | 17.6616 12.137 0.0101978 0.000985833 86843.6 1
: 725 Minimum Test error found - save the configuration
: 725 | 17.3674 11.8307 0.0102388 0.00101988 86778 0
: 726 Minimum Test error found - save the configuration
: 726 | 17.1868 11.4928 0.0102233 0.00101822 86908.1 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.9464 11.456 0.0102295 0.00101717 86840.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.5265 11.325 0.0102344 0.00101919 86812.7 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.4064 11.314 0.0102258 0.00101999 86901.5 0
: 730 | 16.3772 11.4095 0.01021 0.00098545 86725.5 1
: 731 Minimum Test error found - save the configuration
: 731 | 16.2424 11.2235 0.0102275 0.0010249 86932.3 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.8653 10.504 0.0102452 0.00101964 86715.6 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.458 10.3887 0.0102303 0.0010237 86894.2 0
: 734 | 15.2284 10.6002 0.0102038 0.000986071 86788.9 1
: 735 | 15.1575 10.5662 0.0101845 0.000986102 86971.7 2
: 736 Minimum Test error found - save the configuration
: 736 | 15.0784 10.1663 0.010234 0.00102221 86845.2 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.8117 9.96748 0.0102357 0.00101555 86766.9 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.4554 9.84508 0.0102219 0.0010153 86894 0
: 739 | 14.3536 10.0262 0.0101842 0.000986591 86978.8 1
: 740 Minimum Test error found - save the configuration
: 740 | 14.128 9.6452 0.0102298 0.00102324 86894.6 0
: 741 Minimum Test error found - save the configuration
: 741 | 14.0762 9.46176 0.0102387 0.00102116 86791.4 0
: 742 | 13.7862 9.6585 0.0102072 0.000984841 86746 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.6886 8.96427 0.0102215 0.00101558 86900.9 0
: 744 | 13.4764 9.14587 0.0101837 0.000987153 86989 1
: 745 | 13.2185 9.12701 0.0101894 0.000986262 86927.3 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.9548 8.74743 0.0102425 0.00102125 86755.7 0
: 747 | 12.8715 9.52891 0.0102062 0.000984422 86751.6 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.7247 8.302 0.010233 0.00102565 86887.2 0
: 749 | 12.5538 8.42561 0.0101962 0.000987811 86877.6 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.4009 7.95841 0.0102379 0.00101954 86783.2 0
: 751 | 12.1607 8.22978 0.0102021 0.000987721 86820.4 1
: 752 Minimum Test error found - save the configuration
: 752 | 12.2354 7.71721 0.0102334 0.0010177 86808.5 0
: 753 Minimum Test error found - save the configuration
: 753 | 12.0264 7.62801 0.0102126 0.00101647 86993.3 0
: 754 | 11.6489 8.24443 0.0102102 0.000987121 86738.7 1
: 755 | 11.6431 8.23388 0.0102119 0.000983592 86689.6 2
: 756 | 11.5544 8.3384 0.0101861 0.000984192 86938.4 3
: 757 | 11.3147 7.71435 0.0101948 0.000987442 86886.9 4
: 758 Minimum Test error found - save the configuration
: 758 | 11.0892 7.17166 0.0102378 0.00102212 86808.9 0
: 759 | 10.9743 7.43058 0.0102004 0.00098586 86818.9 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.9398 7.04658 0.0102117 0.001021 87044.1 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.8024 6.91997 0.0102213 0.0010185 86930.4 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.5803 6.16498 0.0102155 0.00101796 86979.5 0
: 763 | 10.6663 6.20975 0.0101838 0.000987291 86989.4 1
: 764 Minimum Test error found - save the configuration
: 764 | 10.5167 6.09697 0.0102471 0.00102761 86772.6 0
: 765 | 10.158 6.60539 0.0101822 0.000986442 86996.2 1
: 766 | 9.93391 6.20697 0.0102023 0.000985392 86797 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.80924 5.92495 0.0102155 0.00101711 86971.3 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.69831 5.39066 0.0102292 0.00101528 86825.6 0
: 769 | 9.76072 5.99177 0.010192 0.000986012 86900 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.5539 5.00007 0.010214 0.00101891 87002.9 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.34536 4.88843 0.0102209 0.00101838 86932.5 0
: 772 | 9.26544 5.18056 0.0101826 0.000985981 86988.7 1
: 773 | 8.99695 5.26957 0.0101952 0.000986942 86878.9 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.87229 4.60862 0.0102335 0.00102734 86898.3 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.90075 4.59281 0.010224 0.00101812 86900.6 0
: 776 | 8.8505 5.8422 0.0101873 0.000985832 86942.4 1
: 777 | 9.09319 4.63371 0.0101947 0.000990751 86918.8 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.58609 4.52445 0.0102188 0.00101738 86943.1 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.36376 4.01173 0.0102304 0.00101918 86850.7 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.3787 3.87962 0.0102204 0.00102307 86981.8 0
: 781 | 8.17459 4.3945 0.010195 0.000988311 86893.8 1
: 782 | 8.12563 3.97315 0.0101962 0.000986971 86869.6 2
: 783 | 8.11724 4.90106 0.0101934 0.000986731 86894 3
: 784 | 8.1782 4.62313 0.0101968 0.000986263 86857.4 4
: 785 | 8.02683 4.20824 0.0101837 0.000986442 86982.4 5
: 786 Minimum Test error found - save the configuration
: 786 | 7.66109 3.77744 0.0102179 0.00101971 86973.6 0
: 787 | 7.6485 3.83418 0.010206 0.000989271 86798.7 1
: 788 | 7.48568 3.98655 0.010178 0.000986171 87033.9 2
: 789 Minimum Test error found - save the configuration
: 789 | 7.4904 3.74518 0.0102211 0.0010231 86975.9 0
: 790 | 7.42203 3.74609 0.0101991 0.000987561 86847.5 1
: 791 Minimum Test error found - save the configuration
: 791 | 7.17407 3.43096 0.010238 0.00102794 86861.7 0
: 792 | 7.25584 3.84062 0.0101911 0.000986801 86915.8 1
: 793 | 7.29025 3.43651 0.0101988 0.000989512 86869 2
: 794 Minimum Test error found - save the configuration
: 794 | 7.04899 3.15602 0.0102177 0.00101849 86964.3 0
: 795 | 6.84597 3.3014 0.0101911 0.000987182 86919.1 1
: 796 | 6.77354 3.15941 0.0102189 0.000986772 86653.7 2
: 797 | 6.60046 3.40139 0.0101947 0.000985552 86870.6 3
: 798 | 6.4691 3.34812 0.0101953 0.000987152 86879.1 4
: 799 | 6.4629 3.19045 0.010198 0.000988372 86865.8 5
: 800 | 6.38178 3.45417 0.0102012 0.000992471 86874 6
: 801 | 6.32887 3.16179 0.0102059 0.000988751 86794.4 7
: 802 Minimum Test error found - save the configuration
: 802 | 6.19019 3.09961 0.0102196 0.00102262 86985.1 0
: 803 Minimum Test error found - save the configuration
: 803 | 6.06926 2.60172 0.0102371 0.00102921 86881.7 0
: 804 | 6.06396 3.05478 0.0101923 0.000987902 86914.5 1
: 805 | 6.17395 2.85033 0.0101865 0.000974861 86846.4 2
: 806 | 6.02186 2.9315 0.0101912 0.000987931 86925.5 3
: 807 | 5.82332 2.8985 0.0102146 0.000987132 86698.1 4
: 808 | 5.87388 3.16733 0.0101807 0.0009863 87009.9 5
: 809 | 5.74636 2.73967 0.0101958 0.000987912 86881.8 6
: 810 | 5.6972 2.65505 0.0102121 0.00098635 86713.5 7
: 811 | 5.51976 2.60272 0.0101931 0.000986842 86897 8
: 812 | 5.53355 2.8414 0.0101957 0.000990151 86904.2 9
: 813 | 5.65528 3.15881 0.0102128 0.000987732 86720.2 10
: 814 | 5.47178 3.05808 0.0101875 0.0009904 86984.2 11
: 815 Minimum Test error found - save the configuration
: 815 | 5.35533 2.25645 0.0102496 0.00102759 86748.8 0
: 816 | 5.27402 2.40756 0.0101993 0.000986952 86839.8 1
: 817 | 5.14102 2.83831 0.0101888 0.000989782 86966.1 2
: 818 | 5.2612 2.76655 0.0101934 0.000987082 86896.6 3
: 819 | 5.06687 2.37107 0.0101928 0.000987431 86905.5 4
: 820 | 4.99141 2.77767 0.0102058 0.000987092 86780.2 5
: 821 | 5.04479 2.68336 0.0101926 0.000988151 86914.9 6
: 822 | 4.90764 2.84909 0.010183 0.000987291 86996.7 7
: 823 | 5.29848 3.36246 0.010191 0.00099143 86960.8 8
: 824 | 5.18003 3.17487 0.0102171 0.000988151 86683.8 9
: 825 | 4.78775 2.39568 0.0102029 0.000988452 86819.8 10
: 826 | 4.86772 2.68249 0.0101966 0.000988261 86877.4 11
: 827 Minimum Test error found - save the configuration
: 827 | 4.6568 2.23102 0.0102262 0.00102278 86924.2 0
: 828 | 4.61711 2.49805 0.0101848 0.000987441 86981.8 1
: 829 | 4.4513 2.41554 0.0102173 0.000991202 86710.7 2
: 830 | 4.3907 2.35701 0.0101905 0.00098846 86937 3
: 831 Minimum Test error found - save the configuration
: 831 | 4.39272 2.14005 0.0102311 0.00102489 86897.8 0
: 832 | 4.42471 2.55401 0.0102056 0.000986861 86779.8 1
: 833 | 4.29904 2.1499 0.0101911 0.000989132 86937.5 2
: 834 | 4.36034 2.75918 0.0102153 0.000989431 86712.3 3
: 835 Minimum Test error found - save the configuration
: 835 | 4.22174 2.067 0.0102312 0.00102115 86861.7 0
: 836 | 4.15767 2.42443 0.0101963 0.000988051 86878.5 1
: 837 | 4.26604 2.17335 0.010198 0.000988382 86866 2
: 838 | 4.01941 2.2866 0.0101966 0.000986821 86864 3
: 839 | 4.04211 2.32435 0.0102012 0.000988721 86838.6 4
: 840 Minimum Test error found - save the configuration
: 840 | 4.09055 2.03308 0.0102393 0.00102444 86815.9 0
: 841 | 4.00889 2.30847 0.0102129 0.00098701 86712.6 1
: 842 | 3.91258 3.14556 0.0101956 0.000987392 86878.9 2
: 843 | 4.05662 2.7044 0.0102098 0.0009876 86747.3 3
: 844 | 3.84513 2.13428 0.0101951 0.000988052 86890 4
: 845 | 3.75405 2.21539 0.0102015 0.000989941 86847.4 5
: 846 | 3.71188 2.55651 0.0102022 0.000988382 86826.3 6
: 847 | 3.70413 2.49527 0.0102017 0.000989033 86837.4 7
: 848 | 3.62093 2.28566 0.0102067 0.000988881 86788.3 8
: 849 | 3.60437 2.77833 0.0101974 0.000987972 86867.4 9
: 850 | 3.71673 2.64371 0.010202 0.00098739 86818.5 10
: 851 | 3.67476 2.85109 0.0101893 0.000986422 86929.5 11
: 852 | 3.46125 2.84749 0.0101965 0.00098596 86856.7 12
: 853 | 3.46871 3.02198 0.0101909 0.000987222 86921.3 13
: 854 | 3.57807 2.45594 0.0101979 0.000988141 86864 14
: 855 | 3.49553 2.14178 0.0101906 0.000988122 86933.3 15
: 856 | 3.41457 2.42336 0.0101929 0.000988212 86912.6 16
: 857 | 3.32882 3.0762 0.0102072 0.000985682 86753.2 17
: 858 | 3.46192 2.78536 0.0102091 0.000987662 86754.4 18
: 859 | 3.40794 2.18875 0.0101919 0.00098722 86911.9 19
: 860 | 3.21462 2.49707 0.0101863 0.000987652 86969.5 20
: 861 | 3.07641 2.62233 0.0102028 0.00099022 86838.2 21
:
: Elapsed time for training with 1000 events: 8.78 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: 0.0109 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: 0.816 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.152 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= 3.32251e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09575e+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: 0.0286 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: 0.0362 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: 0.00137 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: 0.0937 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: 0.868 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: 0.0194 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00249 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: 0.0368 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00429 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: 0.00178 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000327 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: 0.0944 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.885 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.099 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.518 0.208 5.36 1.58 | 3.226 3.219
: 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 : 0.112 0.239 1.89 1.15 | 3.344 3.339
: 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.