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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 file, usually with extension .root, that stores data and code in the form of serialized objects in ...
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:4149
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:1312
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: 0.251 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: 0.00248 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: 0.000709 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00385 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: 0.000202 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0003 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 = 31505.7
: --------------------------------------------------------------
: 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 | 32985 31041 0.00990966 0.00101323 89923.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32408.2 30459.6 0.0100289 0.00100525 88655.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31733.5 29858.4 0.010093 0.000996315 87944.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31080 29298.8 0.0100485 0.000995924 88372.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30427.8 28675.3 0.0100473 0.000997345 88397.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29667.7 27795.4 0.0100375 0.000999424 88514.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 28867 27024.1 0.00998326 0.000983214 88888.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28359.3 26615.5 0.00994143 0.000979573 89267.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 27986.8 26287.1 0.00992845 0.000977675 89377.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27667.4 25979.7 0.00989985 0.000968585 89573 0
: 11 Minimum Test error found - save the configuration
: 11 | 27360.4 25695.3 0.00990686 0.000976674 89583.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 27068.2 25427 0.00990617 0.000976254 89586.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26790.2 25166.8 0.00989596 0.000976293 89689.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26526.1 24907 0.00990169 0.000979823 89667.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26256.4 24664.3 0.00992521 0.000976775 89401.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26002.7 24423.2 0.00991557 0.000980034 89530.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25755.6 24182.3 0.00989766 0.000979144 89701.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25509.5 23947.5 0.00989365 0.000975884 89708.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25265.6 23720.8 0.00988473 0.000978496 89824.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 25027.9 23498.8 0.00990301 0.000975705 89612.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24794.7 23280 0.0098852 0.000978945 89824.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24567 23061.3 0.00991136 0.000975965 89531.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24340.2 22846.3 0.00989078 0.000974026 89718.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24115.7 22636.3 0.00989746 0.000981325 89725 0
: 25 Minimum Test error found - save the configuration
: 25 | 23897 22426.7 0.00992789 0.000983306 89439.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23680.1 22219.5 0.00991118 0.000974815 89521.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23464.7 22016.4 0.00989939 0.000975845 89650.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23253.6 21815 0.00990063 0.000977294 89652.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 23043.3 21617.6 0.0104541 0.000986634 84499.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22836 21423.5 0.00991666 0.000979294 89511.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22631.3 21232.1 0.00991839 0.000977204 89473.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22430.6 21040.8 0.00991535 0.000977724 89509.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22231.9 20850.4 0.0099149 0.000983684 89573.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 22033.2 20664 0.00995503 0.000978844 89124.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21837.7 20480.3 0.00991808 0.000977574 89480.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21646.9 20295.2 0.00992365 0.000977264 89421.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21452.7 20116.8 0.00992396 0.000978014 89425.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21265.7 19937.6 0.00992376 0.000982146 89469.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21077.2 19762.5 0.0099265 0.000977684 89397.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20894.2 19586.4 0.00992684 0.000979004 89407.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20709.9 19414 0.00992573 0.000983144 89459.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20528.2 19244.3 0.00993807 0.000979215 89297.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20349 19076.4 0.00993777 0.000981595 89323.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20171.8 18909.8 0.00993438 0.000979734 89339.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 19997.1 18743.3 0.00994903 0.000987625 89271.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19823.6 18577.9 0.00994976 0.000981495 89203.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19649.3 18415.7 0.00995815 0.000983355 89138.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19478.8 18248.8 0.00997678 0.000987614 88996 0
: 49 Minimum Test error found - save the configuration
: 49 | 19302.4 18088.4 0.0100968 0.0010094 88034.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19134.4 17931.1 0.0114556 0.00100377 76541.6 0
: 51 Minimum Test error found - save the configuration
: 51 | 18965.4 17767.9 0.0100681 0.000992853 88151.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18801.8 17616.8 0.0106001 0.00100179 83347.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18639.2 17457.2 0.0100561 0.000999734 88335.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18473.3 17309.1 0.0100444 0.000992875 88383.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18311 17151.7 0.0100381 0.000993044 88445.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18150.9 16996.7 0.0100515 0.000995114 88335.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 17989.2 16847.7 0.010049 0.000994575 88354.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17838.9 16700.5 0.0100757 0.000997154 88120.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17675.4 16552.8 0.0100935 0.000997574 87951.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17517.6 16396.9 0.010085 0.00100396 88095.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17366.6 16242.4 0.0100965 0.000999945 87945.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17206.3 16098.6 0.0100971 0.00100168 87956.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17053.5 15957.8 0.0100998 0.00100237 87937.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 16904.5 15808.6 0.0100961 0.0010034 87982.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16756.8 15666.8 0.0101439 0.00101618 87645.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16602.9 15526.5 0.0100977 0.00100214 87955.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16457.1 15386.2 0.0101388 0.00101448 87677.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16309 15245.8 0.0101095 0.00100211 87841 0
: 69 Minimum Test error found - save the configuration
: 69 | 16162.2 15107.8 0.0101175 0.00100666 87807.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16018.4 14972.2 0.0101301 0.00100595 87679.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 15875.7 14834.9 0.0101502 0.00100677 87495 0
: 72 Minimum Test error found - save the configuration
: 72 | 15734.4 14697.8 0.0101354 0.00100719 87640 0
: 73 Minimum Test error found - save the configuration
: 73 | 15591.6 14562.1 0.0101515 0.00100429 87458.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15448.5 14433.6 0.0101403 0.00100657 87587.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15310.8 14302.5 0.0101632 0.00101019 87402.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15174.4 14169.5 0.0101528 0.0010061 87463.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15038.2 14037.5 0.0101457 0.00100726 87542.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14899.8 13911.3 0.010162 0.00100818 87395 0
: 79 Minimum Test error found - save the configuration
: 79 | 14765.6 13786 0.0101548 0.00100553 87438.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14634.9 13658.3 0.0101583 0.00100921 87440.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14502.3 13533.3 0.0101702 0.00100797 87315.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14368.7 13414.8 0.0101573 0.0010087 87445.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14242.1 13293.3 0.010173 0.00101158 87322.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14114.5 13172 0.0101719 0.00100985 87316.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 13987.5 13052.8 0.0101907 0.00101348 87172 0
: 86 Minimum Test error found - save the configuration
: 86 | 13862.3 12934.1 0.0101812 0.00100862 87216.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13739.7 12813.6 0.0101818 0.00100769 87201.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13613.5 12698.6 0.0101747 0.00101031 87294.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13491.7 12584.2 0.0101821 0.00101283 87247.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13371.6 12469.6 0.0101854 0.00100482 87140.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13251.4 12356.3 0.0101809 0.00101357 87266.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13130.8 12245.9 0.010187 0.00100992 87174.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 13013.3 12136.1 0.0101755 0.00100923 87276.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 12898.9 12023.4 0.0101937 0.00101261 87135.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12780.6 11915.4 0.0101973 0.00101224 87098 0
: 96 Minimum Test error found - save the configuration
: 96 | 12666 11807.8 0.0101935 0.00101352 87145.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12552.5 11700.6 0.0102041 0.00101377 87047.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12440.3 11593.7 0.0101968 0.00101337 87113.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12329.4 11486.2 0.0102037 0.00101623 87075.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12215.5 11384.2 0.010218 0.0010117 86897.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12107 11281 0.0102019 0.00101094 87041.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 11999.1 11177.1 0.010202 0.00101753 87103.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11890.2 11075.6 0.0102144 0.00101498 86962.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11782.7 10975.7 0.0102077 0.00101448 87020.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11678.1 10874.6 0.0102211 0.00101388 86888.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11571.3 10776.8 0.0102216 0.00101284 86874.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11467.9 10678.7 0.0102232 0.00101866 86914.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11363.6 10582.7 0.0102161 0.00101308 86928.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11260.9 10488.2 0.0102246 0.00101545 86869.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11161.3 10391.4 0.0102171 0.00101495 86935.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11060.4 10296.1 0.0102366 0.00101898 86789.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 10958.7 10204.3 0.0102128 0.00101527 86979.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10860.1 10113.2 0.0102167 0.00101565 86947 0
: 114 Minimum Test error found - save the configuration
: 114 | 10764.3 10019.3 0.0102366 0.00101351 86739 0
: 115 Minimum Test error found - save the configuration
: 115 | 10665.6 9928.55 0.0102355 0.00101588 86771.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10568.8 9839.26 0.0102271 0.00101627 86854 0
: 117 Minimum Test error found - save the configuration
: 117 | 10475.5 9747.58 0.0102226 0.0010155 86889.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10380.1 9657.65 0.0102198 0.00101522 86913.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10283.7 9572.38 0.0102271 0.00101792 86869.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10192 9486.04 0.0102208 0.00101629 86913.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10101.2 9397.98 0.0102236 0.00101422 86867.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 10008.9 9312.05 0.0102471 0.00101567 86660.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9918.06 9227.16 0.0102489 0.00101322 86620.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9827.52 9144.15 0.0102356 0.00101727 86784 0
: 125 Minimum Test error found - save the configuration
: 125 | 9738.6 9061.82 0.010239 0.00101631 86742.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9651.16 8978.74 0.0102262 0.00102205 86917.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9565.57 8893.71 0.0102305 0.00101581 86817.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9476.62 8812.57 0.0102309 0.00101737 86829 0
: 129 Minimum Test error found - save the configuration
: 129 | 9389.52 8733.89 0.010226 0.0010221 86919.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9306.42 8652.87 0.0102234 0.0010177 86902.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9221.1 8573.71 0.0102426 0.00101401 86686.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9137.69 8494.87 0.0102426 0.00101903 86734.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9053.18 8419.08 0.0102385 0.00101565 86741.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 8974.21 8339.19 0.0102224 0.00101556 86891.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8890.44 8263.1 0.0102442 0.00101809 86710.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8810.29 8186.84 0.0102479 0.00101686 86664.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8728.87 8113.21 0.0102228 0.00101906 86921.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8650.19 8039.47 0.0102354 0.00101767 86789.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8571.87 7965.48 0.0102411 0.00101738 86733.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8494.41 7891.51 0.0102315 0.00101949 86843.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8416.29 7819.3 0.0102303 0.00101801 86840.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8340.24 7746.94 0.0102292 0.00101455 86818.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8262.82 7677.38 0.0102337 0.00101758 86804.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8188.99 7606.19 0.0102371 0.00101483 86746.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8114.65 7535.46 0.0102234 0.00101787 86904.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8039.58 7466.8 0.010251 0.00101736 86640.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 7966.62 7398.26 0.010242 0.00101563 86708.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7894.63 7329.35 0.0102488 0.00102558 86737.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7822.04 7261.82 0.010245 0.00101687 86691.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7750.61 7195.03 0.0102396 0.00101776 86750.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7679.41 7129.53 0.0102353 0.00101606 86774.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7610.7 7062.55 0.010244 0.00101949 86725.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7539.35 6998.87 0.0102397 0.00101893 86760.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7472.24 6933.26 0.0102347 0.00102028 86820.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7402.54 6870.27 0.0102525 0.00101389 86592.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7335.55 6807 0.0102474 0.00101561 86656.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7268.62 6743.94 0.0102462 0.00101883 86698.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7201.76 6682.01 0.0102499 0.00101719 86648.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7136.2 6620.39 0.0102411 0.00101632 86722.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7070.77 6559.14 0.0102458 0.00101726 86687.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7006.7 6497.66 0.0102507 0.00101883 86656.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 6941.67 6437.99 0.0102365 0.00101837 86785.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6878.86 6377.7 0.0102596 0.00101717 86557.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6815.9 6318.04 0.0102452 0.0010168 86689.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6752.37 6260.32 0.0102606 0.00102048 86579.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 6690.35 6203.54 0.010249 0.00101865 86670.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6630.22 6145.3 0.0102401 0.00101685 86737.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6569.25 6087.86 0.0102402 0.00101949 86761.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6507.95 6032.19 0.0102453 0.00101932 86712 0
: 170 Minimum Test error found - save the configuration
: 170 | 6449.6 5975.31 0.0102418 0.00101957 86746.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6389.56 5919.81 0.0102435 0.00101727 86709.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6330.56 5865.36 0.0102383 0.00101571 86743.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6272.54 5811.38 0.0102483 0.00102194 86708.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6215.29 5757.05 0.010257 0.00101644 86574.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 6157.73 5703.92 0.0102568 0.00101832 86594.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6102.03 5649.69 0.0102544 0.00101674 86602.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6045.03 5597.54 0.0102469 0.00101889 86692.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5990.39 5544.15 0.0102487 0.00101995 86685.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5934.08 5493.35 0.0102519 0.00101754 86632.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5879.05 5443.48 0.0102624 0.00101424 86503.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5826.26 5391.87 0.0102522 0.00101972 86650.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5772.08 5341.67 0.0102494 0.00101929 86673 0
: 183 Minimum Test error found - save the configuration
: 183 | 5717.89 5293.46 0.0102529 0.00101731 86621 0
: 184 Minimum Test error found - save the configuration
: 184 | 5666.49 5243.67 0.0102549 0.00102031 86631 0
: 185 Minimum Test error found - save the configuration
: 185 | 5614.49 5194.06 0.0102529 0.00101884 86635.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5562.24 5145.56 0.0102477 0.0010175 86671.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5510.35 5098.43 0.0102605 0.00101827 86559.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5460.42 5050.39 0.010251 0.00101596 86626.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5409.69 5003.55 0.0102474 0.00101971 86695.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5359.94 4956.59 0.010249 0.00101684 86653.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5310.25 4910.7 0.0102505 0.00101583 86630.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5262.26 4863.65 0.0102402 0.00101812 86748 0
: 193 Minimum Test error found - save the configuration
: 193 | 5212.17 4819.43 0.0102507 0.00101688 86638.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5164.88 4774.82 0.0102533 0.00102016 86644.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5117.38 4729.8 0.0102405 0.00101803 86745 0
: 196 Minimum Test error found - save the configuration
: 196 | 5069.82 4686.01 0.0102548 0.00101576 86589.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 5022.94 4642.66 0.0102428 0.00101728 86716.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4977.63 4598.73 0.0102495 0.00102428 86718.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4931.22 4555.34 0.0102387 0.00101563 86738.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4885.33 4513.05 0.0102518 0.00101847 86642.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4840.57 4471.16 0.0102512 0.00102135 86675.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4795.99 4429.19 0.0102439 0.00101727 86705.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4751.61 4387.98 0.0102473 0.00102115 86710 0
: 204 Minimum Test error found - save the configuration
: 204 | 4707.06 4348.29 0.0102362 0.00101311 86738.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4664.85 4307.11 0.0102462 0.0010159 86671.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4622.13 4266.23 0.010254 0.00101655 86604.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4578.8 4226.8 0.0102479 0.00101614 86657.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4536.42 4188.43 0.0102386 0.00101789 86761.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4495.19 4149.16 0.0102543 0.00102936 86721.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4453.46 4111 0.0102474 0.0010157 86657.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4413.68 4071.58 0.0102475 0.00101793 86678.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4371.85 4033.99 0.0102563 0.00101987 86613.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4331.71 3997.13 0.010247 0.00101432 86648.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4292.5 3959.77 0.0102639 0.0010196 86540 0
: 215 Minimum Test error found - save the configuration
: 215 | 4252.74 3922.63 0.0102552 0.00101745 86600.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4214.56 3885.18 0.0102459 0.001017 86684 0
: 217 Minimum Test error found - save the configuration
: 217 | 4175.15 3849.54 0.0102595 0.00101797 86565.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4136.26 3814.28 0.0102563 0.00101765 86592.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4100.37 3776.89 0.0102389 0.00101789 86758.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4061.32 3742.11 0.0102579 0.00102054 86604.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4023.68 3708.59 0.010247 0.00101464 86651.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 3987.26 3674.09 0.0102625 0.00102021 86558.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3951.03 3640.06 0.0102802 0.00101712 86364.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3915.4 3605.48 0.0102485 0.0010171 86660.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3879.34 3572.16 0.0102499 0.00102166 86690.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3843.54 3540.19 0.0102647 0.00101749 86512.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3808.65 3506.44 0.0102532 0.00102099 86653.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3773.99 3473.54 0.0102666 0.00101961 86515 0
: 229 Minimum Test error found - save the configuration
: 229 | 3739.98 3440.87 0.0102687 0.00103479 86636.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3705.63 3408.52 0.0102614 0.00102501 86613.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3670.89 3378.07 0.0102478 0.00101881 86683.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3638.55 3346.17 0.0102526 0.00101727 86624.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3605.48 3314.63 0.0102529 0.00101852 86633.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3572.59 3283.21 0.0102644 0.00101742 86514.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3539.72 3252.89 0.0102416 0.00101753 86729.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3507.91 3222.86 0.0102498 0.00101769 86654.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3475.77 3193.31 0.0102543 0.00101451 86582.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3444.25 3163.17 0.0102582 0.00101967 86594.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3412.42 3134.59 0.0102642 0.00101825 86524.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3381.75 3105.84 0.0102529 0.00102009 86647.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3352.02 3075.74 0.0102575 0.00101801 86585.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3320.85 3047.13 0.0102597 0.00102195 86601.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3290.08 3019.64 0.0102517 0.00102011 86659 0
: 244 Minimum Test error found - save the configuration
: 244 | 3261.12 2992.26 0.0102512 0.00102191 86680.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3231.44 2963.34 0.0102752 0.00101537 86394.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3201.47 2936.35 0.0102673 0.00102234 86533.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3173.27 2908.23 0.0102628 0.0010213 86565.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3144.03 2881.91 0.0102488 0.001017 86656.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3114.56 2856.5 0.010257 0.00101596 86570.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3088.64 2828.25 0.010249 0.00102177 86700.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3059.27 2801.8 0.0102557 0.00101772 86599.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3031.42 2775.97 0.0102653 0.00101735 86505.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3003.88 2750.42 0.0102646 0.00101811 86519 0
: 254 Minimum Test error found - save the configuration
: 254 | 2976.64 2725.16 0.0102518 0.00101647 86623.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2949.67 2700.27 0.0102678 0.00102115 86517.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2923.43 2674.64 0.010277 0.00101599 86383.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2896.73 2649.66 0.0102564 0.0010199 86613.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2870.1 2625.45 0.010251 0.0010176 86642.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 2844.1 2601.76 0.0102437 0.00101817 86716.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2819.13 2577.03 0.0102551 0.00101813 86608.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2792.77 2553.52 0.0102687 0.00101864 86485.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2768.11 2529.29 0.0102625 0.00101804 86538.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2742.16 2506.99 0.0102447 0.00101906 86714.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2718.46 2483.19 0.0102595 0.00101709 86557.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2693.18 2460.3 0.0102629 0.00101837 86537.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2669.04 2437.79 0.0102543 0.00101899 86624.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2644.54 2415.76 0.0102531 0.00102367 86679 0
: 268 Minimum Test error found - save the configuration
: 268 | 2621.05 2393.42 0.0102605 0.00102819 86652.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2597.04 2371.63 0.0102464 0.00101841 86692.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2574.05 2349.33 0.0102436 0.00101429 86680.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2550.24 2328.41 0.0102577 0.00101803 86583.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2527.46 2306.25 0.0102743 0.00101866 86434 0
: 273 Minimum Test error found - save the configuration
: 273 | 2504.37 2285.22 0.0102625 0.00101823 86540.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2481.27 2264.88 0.0102614 0.00101836 86551.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 2459.7 2242.98 0.0102873 0.00101995 86324.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2436.59 2222.98 0.0102626 0.00102106 86565.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2414.33 2202.84 0.0102498 0.0010202 86678 0
: 278 Minimum Test error found - save the configuration
: 278 | 2392.82 2182.25 0.0102573 0.00101673 86574.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2370.67 2162.74 0.0102649 0.00102126 86546.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2349.23 2142.67 0.0102728 0.00101743 86435.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2327.58 2123.49 0.0102711 0.00101867 86463.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2306.82 2103.36 0.0102571 0.00101972 86604.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2285.59 2084.44 0.0102611 0.00101927 86563.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2264.83 2065.17 0.0102512 0.00102019 86664.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2244.46 2045.99 0.0102642 0.00101929 86534.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2222.8 2027.57 0.0102645 0.00101567 86497.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2203.46 2008.28 0.0102937 0.00101985 86263.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2182.59 1990.19 0.0102723 0.0010187 86452.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2163.04 1971.52 0.0102661 0.00101935 86517.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2142.32 1953.97 0.0102704 0.00102498 86529.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2123.4 1936.12 0.0102675 0.00102112 86520 0
: 292 Minimum Test error found - save the configuration
: 292 | 2103.1 1918.75 0.0102491 0.00101936 86675.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2084.63 1900.04 0.0102627 0.00102763 86625.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2064.47 1883.34 0.0102577 0.00101851 86587.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2046.34 1865.23 0.0102525 0.0010161 86613.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2026.11 1849.21 0.0102563 0.00102163 86629.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2008.63 1831.38 0.0102683 0.00101456 86451.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1989.33 1814.87 0.010261 0.00101624 86535.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1971.07 1798.42 0.0102687 0.00101988 86497.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1952.23 1782.6 0.0102604 0.00101659 86544.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1934.99 1765.74 0.01027 0.00101782 86465.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1916.27 1749.81 0.0102624 0.0010177 86536.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1898.85 1733.59 0.0102611 0.00101815 86552.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1880.99 1717.65 0.0102798 0.00102249 86418.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1863.4 1702.06 0.0102678 0.00101705 86479.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1846.07 1686.37 0.0102617 0.00101893 86554.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1828.43 1670.95 0.0102626 0.00101895 86546.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1811.09 1656.25 0.0102684 0.00101805 86483.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1794.8 1640.59 0.0102603 0.00101852 86563.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1777.41 1625.87 0.0102711 0.00101779 86455.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1761 1610.7 0.0102593 0.00101673 86555.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1743.87 1596.65 0.0102717 0.00102003 86470.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1728.36 1581.43 0.0102769 0.00101962 86418.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1711.62 1567.9 0.0102576 0.00101961 86599.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1695.99 1552.56 0.0102613 0.00101797 86548.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1679.05 1538.47 0.0102817 0.00102907 86462.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1663.2 1524.79 0.0102654 0.00102355 86563.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1647.65 1510.64 0.0102549 0.00101954 86623.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1632.03 1496.6 0.0102733 0.00101466 86405.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1616.37 1483.44 0.0102757 0.00102163 86448.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1600.95 1470.54 0.0102732 0.00101816 86439.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1586.13 1456.37 0.0102635 0.00101949 86542.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1571.07 1442.69 0.0102692 0.00102004 86494.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1556 1429.26 0.0102832 0.00101999 86363.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1540.73 1416.56 0.0102627 0.0010199 86553.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1526.49 1403.35 0.0102672 0.00101951 86508.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1511.64 1390.58 0.0102629 0.00101746 86528.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1497.41 1377.37 0.0102808 0.00102216 86406 0
: 329 Minimum Test error found - save the configuration
: 329 | 1482.44 1365.53 0.010267 0.00102023 86516.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1468.66 1352.78 0.0102844 0.00101775 86331.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1454.69 1340.21 0.0102751 0.00102113 86449.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1440.11 1328.6 0.0102664 0.00101964 86516.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1427.29 1315.62 0.0102596 0.00102039 86587.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1413.07 1303.21 0.010265 0.00101776 86512.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1399.08 1292.1 0.0102692 0.00101757 86470.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1386.72 1279.14 0.0102727 0.00102169 86476.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1372.92 1267.17 0.0102729 0.00101708 86431.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1359.17 1255.63 0.0102652 0.00101922 86523.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1346.45 1244.05 0.0102608 0.00101963 86569 0
: 340 Minimum Test error found - save the configuration
: 340 | 1333.37 1232.99 0.0102678 0.0010224 86529.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1320.9 1221.1 0.0102725 0.00102057 86468.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1308.3 1209.48 0.010276 0.00102028 86433.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1295.4 1198.26 0.0102651 0.00101851 86518.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1282.76 1187.46 0.0102631 0.00101914 86543.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1270.48 1176.24 0.010275 0.00101923 86432.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1258.28 1165.3 0.0102745 0.00101867 86432.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1246.12 1154.53 0.010266 0.00101895 86513.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1234.05 1143.56 0.0102676 0.00102331 86539.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1222.03 1133.17 0.0102711 0.00101793 86456.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1210.43 1122.51 0.0102609 0.001019 86562 0
: 351 Minimum Test error found - save the configuration
: 351 | 1198.85 1112 0.0102833 0.0010264 86421.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1187.35 1101.58 0.0102732 0.00101877 86444.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1175.44 1092.05 0.0102849 0.00102029 86350.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1164.54 1081.12 0.010273 0.00102039 86461.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1153.08 1070.74 0.0102635 0.00101866 86534.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1141.75 1061 0.0102755 0.00102773 86507.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1130.81 1050.97 0.0102688 0.00101893 86487.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1119.97 1041.1 0.010257 0.00102087 86616.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1109.22 1030.86 0.0102779 0.00101917 86405.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1098.11 1021.24 0.0102767 0.00101989 86423.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1087.73 1011.56 0.010278 0.00102337 86443.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1077.23 1001.77 0.0102667 0.00101814 86500 0
: 363 Minimum Test error found - save the configuration
: 363 | 1066.7 992.428 0.0102724 0.00101886 86453 0
: 364 Minimum Test error found - save the configuration
: 364 | 1056.41 982.906 0.0102856 0.00102405 86378.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1046.19 973.059 0.0102687 0.00101918 86491.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1035.76 963.711 0.010272 0.00101903 86458.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1025.43 955.012 0.0102786 0.00102046 86410.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1015.71 945.38 0.0102674 0.00101868 86498.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 1005.28 936.512 0.0102794 0.00102285 86425.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 995.89 927.257 0.0102865 0.00102041 86336.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 985.809 918.74 0.0102822 0.00102436 86413.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 976.399 909.722 0.0102646 0.00101996 86537.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 966.409 901.441 0.0102819 0.00103257 86492.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 957.22 892.734 0.0102717 0.00102023 86472.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 947.84 883.962 0.0102706 0.00102191 86498.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 938.807 875.309 0.0102697 0.00101826 86473.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 929.239 866.742 0.010282 0.00102225 86395.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 919.904 859.255 0.0102858 0.00101888 86328.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 911.464 851.057 0.0102808 0.00101984 86383.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 902.241 842.572 0.0102875 0.00103157 86430.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 893.288 834.264 0.0102836 0.00101783 86339.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 884.78 825.167 0.0102596 0.00102157 86598.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 875.213 817.7 0.0102763 0.00101921 86420.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 867.109 809.867 0.010278 0.00101654 86379.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 858.744 801.882 0.0102792 0.00101991 86399.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 849.978 793.829 0.0102767 0.00101908 86415.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 841.392 785.952 0.0102765 0.00102071 86432.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 832.825 778.645 0.0102837 0.00102679 86421.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 824.663 770.826 0.0102736 0.00102158 86467.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 816.459 762.82 0.0102725 0.00102042 86466.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 808.207 755.856 0.0102739 0.00102099 86459.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 800.114 748.351 0.0102774 0.00101801 86398.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 792.357 740.445 0.010277 0.00101968 86418.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 784.396 732.778 0.0102779 0.0010209 86421.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 776.228 725.529 0.0102887 0.00101626 86277.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 768.778 718.398 0.0102749 0.00101843 86425.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 760.898 711.187 0.010284 0.00102276 86381.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 753.282 704.28 0.0102816 0.00101957 86374.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 746.278 696.877 0.0102894 0.00102246 86328.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 738.104 690.079 0.0102714 0.00101833 86458.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 730.742 683.297 0.0102664 0.00101795 86501.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 723.323 676.399 0.0102862 0.00101925 86328.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 715.936 670.096 0.010289 0.00102009 86309.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 709.371 662.311 0.0102582 0.00101838 86582 0
: 405 Minimum Test error found - save the configuration
: 405 | 701.545 656.28 0.0102738 0.00101957 86447.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 694.992 648.695 0.0102824 0.00101962 86366.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 687.588 642.367 0.0102705 0.00101925 86474.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 680.666 635.811 0.0102755 0.00101704 86407.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 673.784 629.287 0.0102811 0.00101955 86379 0
: 410 Minimum Test error found - save the configuration
: 410 | 667.049 622.883 0.0102936 0.00102121 86277.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 660.109 616.365 0.0102797 0.00101853 86382.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 653.223 610.799 0.0102672 0.00101847 86498.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 646.655 604.483 0.0102777 0.00102037 86417.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 640.538 597.741 0.0102782 0.00101939 86404.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 633.394 591.834 0.0102665 0.00101923 86511.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 627.204 585.91 0.0102887 0.00102108 86322.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 620.784 579.469 0.0102773 0.00101693 86389.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 614.44 573.629 0.0102854 0.00102146 86356.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 608.116 567.62 0.0102889 0.00101705 86283 0
: 420 Minimum Test error found - save the configuration
: 420 | 601.762 561.324 0.0102828 0.00101899 86357.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 595.523 555.695 0.0102784 0.0010187 86396.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 589.723 550.346 0.0102834 0.00102191 86379.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 583.377 544.832 0.0102884 0.00102116 86325.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 577.617 538.712 0.0102845 0.00101839 86336.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 571.455 532.782 0.010276 0.00101657 86398 0
: 426 Minimum Test error found - save the configuration
: 426 | 565.647 527.189 0.0102884 0.00102043 86318.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 559.627 521.322 0.0102835 0.00102011 86361.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 553.799 516.136 0.0102861 0.00102136 86348.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 548.227 510.297 0.0102782 0.00102115 86420.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 542.446 505.396 0.0102899 0.00102044 86304.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 536.898 499.904 0.0102637 0.00102021 86547 0
: 432 Minimum Test error found - save the configuration
: 432 | 531.329 494.639 0.0102754 0.00102471 86479.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 525.791 489.161 0.0102779 0.00101622 86377.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 520.729 484.417 0.0102867 0.00101954 86326.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 515.061 478.901 0.0102831 0.00101873 86352.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 509.82 473.617 0.0102837 0.0010188 86346.9 0
: 437 Minimum Test error found - save the configuration
: 437 | 504.336 468.835 0.0102789 0.0010197 86400.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.153 464.319 0.0102852 0.00101909 86336.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 493.926 458.691 0.0102645 0.00101739 86513.2 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.052 453.537 0.0102867 0.00102048 86334.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 483.684 449.288 0.0102764 0.0010177 86404.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 478.794 444.366 0.010286 0.00102103 86346.5 0
: 443 Minimum Test error found - save the configuration
: 443 | 473.631 439.67 0.0102885 0.00102148 86327.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.786 434.405 0.0102841 0.00101911 86346.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 463.974 429.976 0.0102762 0.00101947 86423.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 458.996 425.169 0.0102777 0.00102212 86434.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.168 420.567 0.0102759 0.00101806 86413.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.341 415.792 0.0102801 0.00102142 86405.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 444.882 411.341 0.0102811 0.00101792 86363.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.194 406.898 0.0102773 0.00101899 86408.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.628 402.493 0.0102928 0.00101965 86270.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 430.529 398.201 0.0102977 0.00102301 86256.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.559 393.493 0.0102739 0.00101911 86442 0
: 454 Minimum Test error found - save the configuration
: 454 | 421.705 389.508 0.0102904 0.00101976 86293.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.307 385.502 0.0102881 0.0010199 86316.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.193 381.417 0.0102758 0.00102001 86432.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 408.568 376.941 0.010289 0.00102143 86322.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.486 373.08 0.0102979 0.00101782 86205.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 399.824 368.512 0.0102805 0.00102372 86423.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 395.943 363.963 0.0102781 0.00102031 86414 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.412 360.541 0.0102837 0.00101946 86353.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 387.751 355.811 0.0102857 0.00101992 86338.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.166 352.587 0.0102784 0.00101872 86396 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.355 347.856 0.0102924 0.00102596 86333.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.017 344.494 0.010291 0.00102044 86295.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 371.421 340.539 0.0102855 0.00101997 86341.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.152 336.697 0.0102908 0.0010206 86298 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.299 333.153 0.0102842 0.00101711 86326.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 359.56 329.567 0.0102883 0.00101958 86312.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 355.716 325.738 0.0102718 0.00102043 86474 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.749 321.715 0.0102929 0.00101714 86246.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.076 318.396 0.0102957 0.00102102 86256 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.378 314.332 0.0102949 0.00102206 86273.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 340.4 310.805 0.0102819 0.0010172 86349.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 336.939 307.439 0.0105079 0.00103563 84457.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.487 303.815 0.0102988 0.00101968 86214.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 329.688 300.243 0.0102925 0.00101833 86261.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.989 296.941 0.0102935 0.0010253 86316.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 322.622 294.274 0.0102867 0.0010205 86335.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.293 290.154 0.0102768 0.00102177 86439.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.678 286.876 0.0102897 0.00101906 86294.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.392 283.847 0.0102829 0.00101908 86357.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.224 280.486 0.0102886 0.00102269 86337.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 305.81 277.201 0.0102996 0.00102129 86222.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.348 274.105 0.0102823 0.00101833 86356.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.013 270.889 0.010283 0.00102271 86390.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.976 267.586 0.010278 0.00101879 86400.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 292.506 265.066 0.0102921 0.00101967 86277.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.833 262.2 0.0102914 0.00102037 86290.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.509 259.181 0.0102816 0.00101804 86359.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.33 255.357 0.0102889 0.00101882 86298.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.133 252.438 0.0102932 0.0010187 86258.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.076 250.379 0.0102957 0.00102034 86249.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.953 246.729 0.0102862 0.00102113 86345.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.945 243.967 0.0102918 0.00102125 86294.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.038 241.231 0.0102862 0.00102074 86342.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.368 238.244 0.010281 0.00102639 86443 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.127 235.599 0.0103002 0.00101864 86192.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.376 232.629 0.0102864 0.00101971 86330.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.611 230.232 0.0102934 0.00101965 86264.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.854 227.574 0.0102998 0.00101909 86200.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.938 225.065 0.0102841 0.00101972 86352.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.14 222.737 0.0102829 0.00102288 86393.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.614 219.815 0.0102719 0.00101782 86448.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.932 217.528 0.0102828 0.00102329 86397.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.188 214.9 0.0102929 0.00101849 86258.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.477 212.559 0.0102941 0.00101884 86251.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.131 209.603 0.0103 0.00102046 86211.5 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.425 207.012 0.0103156 0.00101874 86051 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.898 204.612 0.0102852 0.00102078 86352.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.162 202.588 0.0102947 0.00101971 86253.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.814 200.437 0.0102896 0.00101982 86302 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.238 197.444 0.0103055 0.0010484 86420.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.973 195.005 0.0103017 0.00103527 86332.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.486 192.967 0.010287 0.00101695 86299 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.925 190.277 0.0102933 0.00102294 86296.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.417 188.089 0.0102835 0.00102029 86363.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.17 186.2 0.0102904 0.00102063 86302.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.749 184.104 0.0102878 0.00102144 86334.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.503 181.712 0.0102797 0.00102108 86405.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.484 179.549 0.0102835 0.00102068 86366.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.021 177.34 0.0103002 0.00102152 86219.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.746 175.527 0.010283 0.00101927 86357.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.523 172.975 0.0102921 0.0010245 86322.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.532 171.002 0.0103084 0.00102519 86176.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.97 168.908 0.0102789 0.00102106 86413.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.974 167.191 0.0102849 0.001022 86366.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.83 165.067 0.0102956 0.00101886 86237.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.505 162.847 0.0102919 0.00102275 86307.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.739 160.818 0.0102908 0.00102209 86312.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.351 159.351 0.0102925 0.00101754 86253.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.38 157.438 0.0103004 0.0010217 86218.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.21 155.8 0.0102855 0.00101932 86335.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.218 153.687 0.0102794 0.00101991 86397.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.305 151.688 0.010291 0.00102016 86291.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.401 149.833 0.0102929 0.00102041 86277.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.47 147.884 0.0104029 0.00103256 85375.3 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.501 146.246 0.010335 0.00102892 85965.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.36 144.574 0.0102888 0.00101889 86300.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.675 142.995 0.0103061 0.00102396 86187.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.746 141.043 0.0103046 0.00101902 86154.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.932 139.531 0.0102814 0.00101867 86367.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.022 138.397 0.0102856 0.00102247 86364.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.232 136.089 0.0102923 0.00101988 86277.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.839 135.46 0.0102852 0.00102033 86347.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.201 133.356 0.0102793 0.00101924 86392.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.723 131.86 0.0102869 0.00101887 86318 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.106 129.823 0.010299 0.00102058 86221.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.244 128.144 0.0103049 0.00102314 86190.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.67 126.663 0.0102906 0.00102056 86299.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.051 125.213 0.0102857 0.00101908 86331.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.987 123.692 0.0102823 0.0010199 86371.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.605 122.606 0.0102928 0.00102196 86291.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.938 120.965 0.0102901 0.00102922 86385.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.473 119.495 0.0102823 0.00101643 86337.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.868 117.608 0.0102897 0.00102094 86311.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.247 116.63 0.0103212 0.00102498 86056.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.729 115.124 0.0102904 0.00101955 86291.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.156 114.094 0.0102885 0.00101862 86300.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.409 112.42 0.0103031 0.00102501 86224.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.065 111 0.0102845 0.0010175 86327.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.386 109.75 0.0102837 0.00102103 86368.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.649 108.066 0.0103022 0.00101875 86175.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.301 106.596 0.0102889 0.00102477 86354.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.99 105.209 0.0102911 0.00102362 86323.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.525 104.09 0.0102895 0.00101886 86293.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.884 102.855 0.0102818 0.00101933 86370.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.446 101.56 0.0102866 0.00101913 86323.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.126 100.444 0.010282 0.00101928 86368.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.621 99.6139 0.0102723 0.00102028 86467.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.475 97.8154 0.0102895 0.00102027 86307.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.193 96.9083 0.0102988 0.00101707 86190.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.789 95.7736 0.0102807 0.00102199 86405.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.436 94.2716 0.0102953 0.00102802 86325.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.091 93.0596 0.0102927 0.00101988 86273.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.748 91.8751 0.0102895 0.00102128 86316.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.698 90.8789 0.0102884 0.00102027 86316.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.239 89.6739 0.0103152 0.00102117 86077.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.078 88.5849 0.010293 0.00102133 86284.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.107 87.1798 0.0102821 0.00102011 86374.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.516 86.7045 0.0102987 0.00103341 86343.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.4848 85.293 0.0102962 0.00102027 86245 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.1948 83.87 0.0102905 0.00102093 86304.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.1302 83.174 0.0102848 0.00102024 86351 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.0254 81.955 0.0102959 0.00102252 86268.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.7976 81.6228 0.010288 0.00102024 86321 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.6562 79.5729 0.0102903 0.00102173 86313.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.4954 79.3259 0.0102824 0.00101596 86332.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.6476 78.1433 0.0102927 0.0010228 86300.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.2634 76.8284 0.0103009 0.00102483 86243.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.2824 75.7793 0.0102814 0.00101826 86364.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.3479 75.1166 0.0102968 0.00101939 86231.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.2435 73.9427 0.0102831 0.00102137 86377.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.1098 72.9113 0.0102981 0.00102923 86310.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.9986 72.3856 0.0102915 0.00101968 86282.6 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.0393 71.1921 0.0103077 0.00102464 86178.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.1613 70.0462 0.0103215 0.00102864 86087.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.4951 69.2438 0.0103197 0.00102329 86055.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.2107 68.4371 0.0102943 0.00102016 86261.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.1472 67.3561 0.0102788 0.00102096 86413.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.3951 67.074 0.0102879 0.00102483 86364.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.4338 66.3897 0.0102788 0.00101892 86394.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.8826 65.4215 0.0102704 0.00101995 86482.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.7699 64.2873 0.0102808 0.00101831 86369.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.7988 63.911 0.0102931 0.00102155 86285.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.8835 63.2198 0.0102871 0.0010203 86329.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.9335 63.0708 0.0102857 0.00102166 86355.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.3328 61.2201 0.0102865 0.0010202 86334.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.1901 59.8939 0.0103191 0.00102097 86039 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.1869 59.0741 0.010279 0.00102238 86425.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.402 59.0466 0.0102819 0.00102176 86391.8 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.692 57.6914 0.0103126 0.00101939 86084.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.0539 57.6859 0.0102822 0.00102381 86408.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.2603 56.4128 0.0102913 0.00102564 86340 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.1823 55.39 0.0103064 0.00101968 86144.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.2706 54.6656 0.0102812 0.00102078 86389.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.486 53.9133 0.0103281 0.00103312 86067.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.8688 53.1007 0.0102965 0.00102133 86251.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.0017 52.6336 0.0102845 0.00102232 86372.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.2669 52.4012 0.0102812 0.00101809 86364.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.5026 51.4284 0.0103 0.00101991 86206.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.755 50.5185 0.0103023 0.00102768 86256.5 0
: 623 | 60.9885 50.8053 0.0102541 0.000987264 86329.1 1
: 624 Minimum Test error found - save the configuration
: 624 | 60.4247 49.1419 0.0102857 0.00102176 86356.4 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.5599 48.3727 0.0102917 0.0010211 86294 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.7946 47.4763 0.0103073 0.00102121 86150.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.3597 46.9854 0.0102739 0.0010199 86449.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.4092 46.5784 0.0103069 0.00102255 86166.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7642 45.9198 0.0102928 0.00102209 86293 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.103 45.1471 0.0102986 0.00102315 86248.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.5885 44.5636 0.0103034 0.00102118 86186.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.8222 43.6804 0.0103021 0.00102078 86194.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.1294 43.6377 0.0102938 0.00102183 86281.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3935 42.8015 0.0102966 0.00102023 86241.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8572 42.0878 0.0103103 0.00103129 86216.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.091 41.8271 0.0103026 0.0010232 86212.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.5979 40.8689 0.0102833 0.00101803 86343.9 0
: 638 | 50.9775 41.0186 0.0102624 0.000988965 86268.1 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.3201 39.9308 0.010287 0.00101797 86309 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.7419 39.188 0.0102861 0.00102071 86342.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0098 38.7518 0.010286 0.00102016 86338.5 0
: 642 | 48.478 38.867 0.0102642 0.000986364 86227.2 1
: 643 Minimum Test error found - save the configuration
: 643 | 47.9582 37.6594 0.0102999 0.00102287 86234.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.2994 37.1771 0.0102921 0.00102521 86328.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.5848 36.6127 0.0103435 0.00102304 85832.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.0584 36.0987 0.0103204 0.00102355 86050.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6036 35.3372 0.0102993 0.00102077 86220.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.9552 35.0516 0.0103327 0.00102366 85937.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.6318 34.9148 0.0103092 0.00103065 86220.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.2193 34.3929 0.0102886 0.00101959 86309.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.4631 34.1097 0.0102987 0.00102601 86275.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.0301 32.8843 0.0103026 0.00102308 86211.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.348 32.4475 0.0102792 0.00102144 86414 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.7873 31.9896 0.0102928 0.00102296 86300.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.3597 31.5771 0.0102976 0.00102128 86241.5 0
: 656 | 41.0027 31.6871 0.0102741 0.000998094 86244 1
: 657 Minimum Test error found - save the configuration
: 657 | 40.9856 31.1252 0.0102787 0.0010222 86425.8 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.0237 30.1048 0.0103065 0.00101914 86138.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.2927 29.582 0.0103107 0.00102282 86133.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.8878 29.5347 0.010326 0.00102841 86043.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.5202 29.2275 0.0102954 0.00101967 86246.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.1232 28.4245 0.0103074 0.00102152 86152.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.5527 28.3933 0.0102988 0.00102815 86293.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.044 27.3915 0.0102857 0.00102253 86363.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.705 27.1542 0.010294 0.00102714 86329 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2771 26.7474 0.0103052 0.00102362 86191.9 0
: 667 | 35.7557 26.9683 0.0103036 0.000990584 85901 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.466 26.0748 0.0103023 0.00103337 86309.8 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.8387 25.5163 0.0102958 0.0010209 86254.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.531 25.0508 0.0103236 0.00102225 86008.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.9886 24.7972 0.0103263 0.0010223 85984.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.5829 24.3746 0.0103102 0.00102254 86135.6 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.0893 24.2822 0.0102932 0.00102044 86274.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.9039 23.5039 0.0103398 0.00102405 85876.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.2931 22.9468 0.0103084 0.0010211 86138.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.9573 22.5699 0.010316 0.0010223 86079.7 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.6062 22.2939 0.0103089 0.00101797 86105.4 0
: 678 | 31.3127 22.9355 0.0102553 0.000987254 86318.1 1
: 679 Minimum Test error found - save the configuration
: 679 | 30.8831 21.9268 0.0103106 0.00102193 86126.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.5522 21.7416 0.0102977 0.00102176 86244.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.1169 20.9125 0.0103075 0.0010198 86135.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.9067 20.762 0.0102822 0.00102023 86374.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.3509 20.0506 0.010338 0.00102239 85877.3 0
: 684 | 28.9481 20.1444 0.010277 0.000989585 86137.9 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.5915 19.683 0.0103125 0.00102097 86099.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.3555 19.1594 0.0103006 0.00101807 86183.1 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.8793 19.0193 0.010303 0.00102259 86202.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.5031 18.7157 0.0103121 0.00102127 86106.3 0
: 689 | 27.1665 19.2712 0.0102507 0.000987474 86362.8 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.6857 17.8618 0.0103006 0.00102096 86210.3 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.3466 17.6556 0.0102875 0.00102172 86339.1 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.9392 17.6467 0.010313 0.00102511 86133.5 0
: 693 | 25.6869 18.0173 0.0102605 0.000986784 86265 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.6795 17.2276 0.0102962 0.00102117 86253 0
: 695 | 25.1398 17.4644 0.0102737 0.000994065 86210.5 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.8011 16.9241 0.0103071 0.00102019 86143.2 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.3575 16.0871 0.0103006 0.00102067 86207.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.2206 16.0395 0.0103037 0.00102043 86176.4 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.0481 16.0292 0.0102933 0.00102045 86273.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.5935 15.4096 0.0103374 0.00103308 85981.6 0
: 701 | 23.3189 15.5038 0.010274 0.000991056 86179.9 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.0953 15.2525 0.0103253 0.00102158 85987.4 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.6008 14.7951 0.0102854 0.00102207 86362.2 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.2949 14.5484 0.0102993 0.00101988 86212.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.0045 14.2891 0.0102875 0.00102045 86327.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.6985 14.1606 0.0103003 0.00102073 86211 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.5708 13.5324 0.0102897 0.00102029 86305.1 0
: 708 | 20.9975 13.6748 0.0102829 0.000990105 86088.4 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.8801 13.3311 0.0102885 0.00102138 86326.6 0
: 710 | 20.7071 13.9206 0.0102567 0.000987434 86306.7 1
: 711 | 20.4644 14.0623 0.0102686 0.00100023 86315.5 2
: 712 Minimum Test error found - save the configuration
: 712 | 20.3921 12.9677 0.0103269 0.00102328 85987.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.8166 12.3853 0.0102881 0.00102116 86328.1 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.4447 12.29 0.0103213 0.00103109 86112.5 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.193 12.2434 0.0103129 0.00101991 86086.6 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.0662 12.1491 0.0102909 0.00102237 86313.3 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.663 12.0864 0.0103114 0.00102877 86182.6 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.4549 11.3155 0.0102998 0.00101875 86197.1 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.1306 11.2245 0.0102923 0.00102151 86292.8 0
: 720 | 18.0668 11.3225 0.0102805 0.000986094 86073.6 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.7335 10.7198 0.0103689 0.00102721 85637.2 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.5648 10.5011 0.0102752 0.00102114 86448.4 0
: 723 | 17.1386 10.7209 0.0102537 0.000987324 86333.8 1
: 724 | 17.0822 10.8563 0.0102827 0.000988864 86078.5 2
: 725 Minimum Test error found - save the configuration
: 725 | 16.7523 9.99169 0.0103326 0.00102711 85970.6 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.7142 9.59587 0.0102931 0.00102845 86349.5 0
: 727 | 16.3642 9.64068 0.0102678 0.000982604 86159 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.0911 9.30323 0.0102966 0.00102217 86258.9 0
: 729 | 15.8261 9.71574 0.0102462 0.000986325 86394.6 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.654 8.99412 0.0102949 0.00102048 86258.5 0
: 731 | 15.3617 9.39903 0.0102822 0.000989364 86088 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.1656 8.66796 0.010302 0.00103648 86341.7 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.0468 8.48343 0.0103563 0.00103246 85801.5 0
: 734 | 14.9175 9.06512 0.0102949 0.000987955 85957.6 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.6514 8.2006 0.0103049 0.00102151 86175.8 0
: 736 | 14.379 8.35319 0.0102942 0.000988284 85967 1
: 737 | 14.5139 8.73553 0.0102685 0.000987444 86196.8 2
: 738 | 14.1419 8.65519 0.0102786 0.000989333 86120.8 3
: 739 Minimum Test error found - save the configuration
: 739 | 13.9568 7.52952 0.0103199 0.00102701 86087.7 0
: 740 | 13.7214 7.71559 0.0102673 0.000987334 86207.1 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.6068 7.11048 0.0102951 0.00102166 86268 0
: 742 | 13.3262 7.40778 0.0102638 0.000988984 86255.4 1
: 743 | 13.0617 7.15598 0.0102624 0.000988324 86261.6 2
: 744 Minimum Test error found - save the configuration
: 744 | 12.9042 7.10372 0.0102972 0.00102622 86291 0
: 745 | 12.7499 7.63208 0.0102649 0.000997934 86328.6 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.8917 6.90275 0.0102786 0.00102162 86420.9 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.4602 6.50775 0.0103057 0.00102255 86177.6 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.46 6.4019 0.0103025 0.00101993 86183.1 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.2129 6.04163 0.0102851 0.00102373 86380.2 0
: 750 | 11.9355 6.41242 0.0102702 0.000988874 86194.3 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.807 5.96845 0.0103017 0.00102096 86200.3 0
: 752 | 11.7026 6.71013 0.0102634 0.000989494 86263.7 1
: 753 | 11.5475 6.04364 0.0102689 0.000988534 86203.8 2
: 754 | 11.4593 6.53958 0.0103127 0.000990394 85815.3 3
: 755 Minimum Test error found - save the configuration
: 755 | 11.3262 5.63219 0.0103231 0.0010281 86067.7 0
: 756 | 11.0117 5.94597 0.0102986 0.00100164 86049.7 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.856 5.37885 0.0103174 0.00103784 86211.3 0
: 758 | 10.7516 5.91037 0.0102735 0.000989054 86165.5 1
: 759 | 10.5883 5.53141 0.0102665 0.000988305 86223.9 2
: 760 Minimum Test error found - save the configuration
: 760 | 10.5859 5.16978 0.0103085 0.00102385 86163.3 0
: 761 | 10.3503 5.39089 0.0102781 0.000987944 86112.8 1
: 762 | 10.1786 5.28306 0.0102626 0.000989334 86269.7 2
: 763 Minimum Test error found - save the configuration
: 763 | 10.1688 5.11607 0.010315 0.00103647 86220.7 0
: 764 | 10.0325 5.14538 0.0103055 0.000988623 85866.1 1
: 765 | 10.1487 5.13478 0.0102561 0.000988016 86317.4 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.86817 4.90105 0.0103011 0.00102387 86232.7 0
: 767 | 9.50722 4.97753 0.0102785 0.000987075 86100.8 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.33028 4.36331 0.0103348 0.00102969 85974.7 0
: 769 | 9.39404 4.52631 0.0102711 0.000998056 86271.2 1
: 770 | 9.23676 4.73906 0.0102847 0.000987964 86051.9 2
: 771 Minimum Test error found - save the configuration
: 771 | 9.1083 4.21773 0.010332 0.00102827 85986.8 0
: 772 | 8.94503 4.65466 0.0102749 0.000985865 86123.4 1
: 773 | 8.7297 4.62778 0.0102551 0.000986775 86315.1 2
: 774 | 8.81016 4.61459 0.0102697 0.000997355 86278.1 3
: 775 Minimum Test error found - save the configuration
: 775 | 8.69496 4.17499 0.0102898 0.00102156 86316.1 0
: 776 | 8.45788 4.92321 0.0102719 0.000989255 86182.7 1
: 777 | 8.43253 4.60671 0.0102664 0.000988753 86228.9 2
: 778 | 8.2653 4.89996 0.0102575 0.000988564 86309.7 3
: 779 | 8.33319 4.45952 0.0102591 0.000992865 86334.6 4
: 780 | 8.08072 4.53186 0.0102639 0.000981094 86180.5 5
: 781 | 7.87674 4.43527 0.0102752 0.000988073 86140.3 6
: 782 | 7.82777 4.35913 0.0102814 0.0010153 86336.1 7
: 783 | 7.83446 4.21268 0.0102917 0.000987774 85985.2 8
: 784 Minimum Test error found - save the configuration
: 784 | 7.64837 3.66531 0.0103056 0.00102721 86221.8 0
: 785 | 7.47588 4.08232 0.0102942 0.000989734 85980.2 1
: 786 | 7.58513 4.73839 0.0102578 0.000986106 86284.2 2
: 787 | 7.50544 5.55753 0.0102796 0.000988653 86104.9 3
: 788 | 7.498 4.31553 0.0102686 0.000989034 86210.8 4
: 789 | 7.18064 5.072 0.01026 0.000988035 86281.5 5
: 790 | 7.11129 3.81314 0.0102609 0.000987324 86267 6
: 791 | 6.9793 3.93098 0.0102758 0.000996634 86215 7
: 792 | 7.01118 4.36007 0.0102987 0.000995925 85995.6 8
: 793 | 6.99363 3.99831 0.0102568 0.000989044 86320.4 9
: 794 | 6.83753 4.39441 0.010287 0.000991845 86066.7 10
: 795 | 6.60749 3.9803 0.0102667 0.000990375 86240.9 11
: 796 | 6.56446 4.43175 0.0102892 0.00100537 86171.4 12
: 797 | 6.6202 4.04293 0.0102655 0.000986494 86216.3 13
: 798 | 6.67344 3.86484 0.0102648 0.000991904 86273 14
: 799 | 6.57093 4.30449 0.0102673 0.000988356 86217.1 15
: 800 | 6.44224 4.11604 0.0102987 0.000989783 85939.2 16
: 801 | 6.2445 4.26086 0.0103173 0.000989485 85764.8 17
: 802 Minimum Test error found - save the configuration
: 802 | 6.10601 3.60299 0.010324 0.00102897 86067.2 0
: 803 | 6.11055 3.89017 0.010257 0.000989574 86324.3 1
: 804 Minimum Test error found - save the configuration
: 804 | 5.95617 3.59277 0.0102977 0.00102139 86241.6 0
: 805 | 5.88656 3.77875 0.0102719 0.000987274 86164.2 1
: 806 | 5.9721 3.89787 0.010246 0.000989515 86425.7 2
: 807 Minimum Test error found - save the configuration
: 807 | 5.73365 2.8694 0.0103124 0.00102333 86123.1 0
: 808 | 5.69473 3.34696 0.0102621 0.000987764 86259.2 1
: 809 | 5.61634 3.85711 0.0102786 0.000991164 86137.8 2
: 810 | 5.57017 3.28084 0.0102732 0.000987794 86156.5 3
: 811 | 5.60095 3.32588 0.0102924 0.000988595 85985.9 4
: 812 | 5.58458 3.58162 0.0102655 0.000990215 86250.3 5
: 813 | 5.40768 4.58451 0.0102535 0.000991695 86376.1 6
: 814 | 5.48026 3.84056 0.0102713 0.000997395 86263.7 7
: 815 | 5.38119 3.71181 0.0102751 0.000987904 86139.9 8
: 816 | 5.23472 4.11867 0.0102838 0.000988695 86066.9 9
: 817 | 5.09232 4.32805 0.010377 0.000995475 85273.9 10
: 818 | 5.12559 4.00922 0.0102618 0.000987375 86258.9 11
: 819 | 5.05892 4.88298 0.0102711 0.000988544 86183.4 12
: 820 | 4.93812 3.75719 0.0102912 0.0010217 86304.2 13
: 821 | 5.17438 3.60402 0.0102897 0.000986815 85994.8 14
: 822 | 4.86787 4.21748 0.0102508 0.000989484 86380.8 15
: 823 | 4.98496 3.92867 0.0102639 0.000987405 86239.1 16
: 824 | 4.82604 3.90446 0.0102776 0.000990264 86139.2 17
: 825 | 4.858 4.67319 0.0102599 0.000991675 86316.5 18
: 826 | 4.57884 4.79727 0.0102687 0.000988554 86205.7 19
: 827 | 4.62833 4.68065 0.0102534 0.000987294 86335.9 20
: 828 | 4.87066 5.27426 0.0102572 0.000990704 86332.6 21
:
: Elapsed time for training with 1000 events: 8.5 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: 0.0108 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: 0.818 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= 3.29374e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.0691e+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: 0.0297 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: 0.0359 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: 0.00127 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: 0.88 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: 0.0205 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00247 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: 0.00418 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: 0.00182 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00029 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: 0.0952 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 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: 0.883 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 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 : -0.744 0.173 6.07 1.70 | 3.207 3.218
: 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 : 0.0199 0.267 2.28 1.14 | 3.346 3.340
: 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.