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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.253 sec
: Elapsed time for training with 1000 events: 0.257 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00269 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: 0.000821 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00403 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: 0.000212 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000296 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 = 31495.1
: --------------------------------------------------------------
: 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 | 33053.7 31118.2 0.010046 0.00103578 88788 0
: 2 Minimum Test error found - save the configuration
: 2 | 32601 30625.2 0.00995584 0.00101025 89429.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31975.8 30038.4 0.0102357 0.00103286 86929.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31299.4 29454.5 0.0101669 0.00101957 87457 0
: 5 Minimum Test error found - save the configuration
: 5 | 30598.7 28774.7 0.0104455 0.00103457 85007.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29812.4 27886.1 0.0105206 0.0010763 84707.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 29094 27260.5 0.010209 0.00100848 86951.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28629.4 26875.9 0.0102159 0.00102513 87043.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 28265.6 26550.3 0.0101372 0.00100591 87611 0
: 10 Minimum Test error found - save the configuration
: 10 | 27941.3 26248.2 0.010114 0.00106094 88367.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27635.5 25963.2 0.0101587 0.00101051 87448.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27345.5 25688.7 0.0100513 0.000999695 88382.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 27067.2 25421.8 0.0100205 0.000990036 88588.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26788.8 25172.2 0.0100081 0.000993846 88748.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26530.3 24920.2 0.0100492 0.00100504 88454.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26271 24675.8 0.0100271 0.000992746 88551.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 26017.6 24437.5 0.00991652 0.000982276 89543.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25767.9 24206.3 0.0100945 0.000995586 87922.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25530.8 23970.6 0.0100006 0.000991934 88803.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 25288.7 23743.8 0.0102192 0.00100907 86861.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 25050.5 23525 0.00995002 0.000986505 89250.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24822.5 23304.1 0.01032 0.00103585 86168.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24593.5 23087.7 0.0102172 0.00100274 86820.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 24368.2 22874.9 0.00997135 0.000989026 89063.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 24149.5 22660.8 0.0103573 0.00100846 85572 0
: 26 Minimum Test error found - save the configuration
: 26 | 23925.1 22457.6 0.0100208 0.00100474 88730.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23710.1 22254.9 0.010411 0.00101059 85102.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23500.1 22049.4 0.0100889 0.00100862 88103.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23286.6 21850.3 0.0100764 0.00104236 88553.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 23078.7 21652.7 0.0101122 0.00100483 87841.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 22871.7 21458.7 0.0101533 0.00101361 87530.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22669.6 21264.6 0.01015 0.00102772 87697 0
: 33 Minimum Test error found - save the configuration
: 33 | 22467 21074.6 0.010142 0.0010247 87745.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 22268.4 20886 0.0100717 0.000999086 88177.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 22069.9 20701.7 0.0100454 0.000992786 88372.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21876.7 20516.8 0.0100593 0.000996145 88269.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21684.2 20333.7 0.00997856 0.000986425 88966.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21492.6 20154.1 0.0100513 0.00101649 88546.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21303.2 19977.3 0.0101021 0.000994536 87839.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 21118.7 19799.2 0.0102121 0.000998936 86832.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20931.2 19626.8 0.0110484 0.00102818 79838.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20750.6 19452.5 0.0101579 0.00100479 87401.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20568.6 19281.1 0.0101256 0.00101093 87770.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20388.7 19110.9 0.0101508 0.0010042 87463.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 20207.9 18940.1 0.0101857 0.00102104 87291.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 20028.2 18768.6 0.0102316 0.0010172 86821 0
: 47 Minimum Test error found - save the configuration
: 47 | 19855.1 18607.2 0.0101964 0.00101992 87179.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19680.8 18443.8 0.0102093 0.00101816 87040.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19504.2 18278.5 0.0101541 0.00101766 87561.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19338.9 18113.6 0.010242 0.00102009 86749.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 19164.4 17953.3 0.0101219 0.00101225 87819.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18995.2 17796.9 0.0102581 0.00102378 86633.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18831.3 17637.9 0.0101332 0.00100936 87682.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18664.9 17481.5 0.010218 0.00102232 86997.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18501.6 17325.1 0.0102849 0.00102493 86393.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18336 17174.1 0.0102091 0.00101939 87053.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18175.2 17017.4 0.0101801 0.00102136 87348.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 18017.9 16861.6 0.0105117 0.0010932 84938.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17856.4 16712.4 0.010413 0.00109272 85834.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17702 16563 0.0104214 0.00105573 85418.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17540 16413.9 0.0104632 0.00107426 85206.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17386.3 16264.6 0.0103146 0.00102946 86159.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17230 16121.3 0.0102781 0.00102629 86469.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 17078.6 15973.9 0.0103632 0.00106185 86009 0
: 65 Minimum Test error found - save the configuration
: 65 | 16925.6 15828.5 0.0104535 0.00117645 86234.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16773.1 15687.7 0.0103499 0.00103381 85872.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16626 15542.9 0.0103261 0.00104421 86189 0
: 68 Minimum Test error found - save the configuration
: 68 | 16475.2 15404.4 0.0104495 0.00103032 84933.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16328.5 15265.2 0.0103333 0.001035 86037.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 16184.8 15126.2 0.0102628 0.00102529 86603.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 16037.4 14990.1 0.0103789 0.00109831 86201.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15894.7 14854.4 0.0104402 0.00103563 85064.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15753.9 14719 0.0103833 0.00105565 85766.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15612.3 14584.9 0.0103445 0.00103109 85897.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15471.9 14454.2 0.0103772 0.00103196 85604.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15333.8 14323.9 0.0103866 0.00103114 85511.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15197.4 14193.7 0.0102716 0.00103622 86623.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 15062.1 14065.3 0.0103452 0.00103472 85924.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14926.9 13937.6 0.010344 0.00103228 85913.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14793.2 13812.5 0.0103258 0.00103766 86130.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14659.9 13689.7 0.0105482 0.00104455 84178.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14530.9 13565.2 0.0102907 0.00102846 86372.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14401.1 13441.3 0.0103019 0.00103193 86300.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14270.7 13321.5 0.0103024 0.00103817 86353.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 14145.3 13199.3 0.0104408 0.00105652 85249.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 14018.2 13078.6 0.0103776 0.00106247 85881.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13891.1 12962.4 0.0103998 0.00106541 85704.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13766.7 12846.9 0.0104926 0.0010509 84730 0
: 89 Minimum Test error found - save the configuration
: 89 | 13647 12727.5 0.010383 0.00103889 85615.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13520.6 12616.3 0.0103892 0.00104037 85571.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13403.8 12499.2 0.0102653 0.00102751 86600.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 13280.2 12388.6 0.010335 0.00104396 86104.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 13163.3 12276.6 0.0104019 0.00107202 85745.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 13044.1 12167 0.0103293 0.00104502 86166.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12929.9 12054.3 0.0104059 0.00104358 85448.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12811.9 11946.7 0.010433 0.00104339 85200.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12697.8 11838.3 0.0103472 0.00105685 86110.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12584.4 11731 0.0105145 0.00103965 84433.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12469 11627.8 0.0103289 0.00103365 86065.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12360.1 11521.9 0.0104799 0.00105856 84913.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12248.7 11417.3 0.0105048 0.00104882 84602.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 12137.9 11315.6 0.0103704 0.00107529 86066.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 12030.2 11212.3 0.0104353 0.00103823 85132.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11922.9 11110.3 0.0103904 0.00103785 85538.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11813.3 11012.1 0.0103314 0.00103122 86019.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11709.7 10911.3 0.0102784 0.00102909 86492.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11603.3 10813.2 0.0103532 0.00103958 85895.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11499.6 10715.3 0.0103546 0.00106426 86111.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11395.3 10619.4 0.0102909 0.00102817 86367.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11294.2 10523 0.010272 0.0010257 86521 0
: 111 Minimum Test error found - save the configuration
: 111 | 11191.6 10429 0.0103767 0.00105482 85819.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11092.3 10332.8 0.0103352 0.001034 86010.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10990.9 10240.7 0.0104097 0.00103481 85334.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10892.4 10148.7 0.0103607 0.0010366 85799.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10794.5 10056.8 0.0103495 0.00103663 85902.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10698.4 9964.22 0.0104143 0.00104084 85347.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10600 9875.44 0.0103389 0.00103283 85965.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10506.5 9783.95 0.0103031 0.00102868 86258.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10410 9696.55 0.0102922 0.00102617 86336.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10317.2 9607.42 0.0103289 0.00103604 86087.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10223.6 9520.59 0.0104505 0.00104078 85018 0
: 122 Minimum Test error found - save the configuration
: 122 | 10132.3 9432.61 0.0102582 0.00103192 86709.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 10039.2 9348.79 0.0102894 0.00102841 86383.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9949.72 9263.21 0.010275 0.00102683 86503.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9859.07 9179.89 0.0104907 0.00104922 84732 0
: 126 Minimum Test error found - save the configuration
: 126 | 9770.82 9095.44 0.0103946 0.00109054 85984 0
: 127 Minimum Test error found - save the configuration
: 127 | 9681.36 9013.62 0.0104666 0.0010533 84986.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9595.3 8930.36 0.0103588 0.00104937 85934.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9507.32 8850.5 0.0103383 0.00104152 86051.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9421.9 8769.46 0.0103441 0.0010393 85977.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9335.96 8690.3 0.0102901 0.00105734 86647.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9252.82 8609.4 0.0102877 0.00103219 86435.1 0
: 133 Minimum Test error found - save the configuration
: 133 | 9167.8 8531.94 0.0103431 0.00103397 85937.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 9085.64 8453.64 0.0103011 0.00103034 86293.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 9002.43 8376.69 0.0103037 0.00103094 86274.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8922.68 8298.79 0.0103722 0.0010425 85748 0
: 137 Minimum Test error found - save the configuration
: 137 | 8839.53 8224.04 0.0102738 0.00102521 86499.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8760.85 8147.87 0.0102684 0.00103023 86597.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8680.44 8074.26 0.0103575 0.00102852 85753.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8600.85 8002.39 0.0104767 0.00104724 84840.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8524.08 7928.66 0.0106196 0.0010723 83793.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8446.96 7855.33 0.0104855 0.00104027 84698.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8369.18 7784.25 0.0103526 0.00103584 85866.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8294.28 7711.8 0.0103902 0.00103721 85534.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8220.05 7638.78 0.0103303 0.00102898 86008.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 8141.96 7570.9 0.0105449 0.00106544 84392.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 8069.49 7501.2 0.0103549 0.00103202 85810.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 7997.49 7430.3 0.0103324 0.00104215 86111.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7922.01 7363.77 0.0103498 0.00103217 85858.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7850.95 7295.99 0.0103158 0.00102784 86133.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7779.41 7229.48 0.0104279 0.00106351 85430.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7707.44 7165.12 0.0104722 0.00106512 85042.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7639.17 7098 0.0104447 0.00106464 85287.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7570.08 7030.43 0.0103604 0.00103542 85791.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7499.42 6966.59 0.0103603 0.00105886 86008 0
: 156 Minimum Test error found - save the configuration
: 156 | 7430.6 6903.06 0.0105222 0.00104285 84393.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7364.58 6838.03 0.0103362 0.00103664 86025.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7296.52 6775.14 0.010451 0.00105415 85134.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7229.1 6713.22 0.0103353 0.00104932 86151.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7163.43 6652.29 0.0103414 0.00104904 86092.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 7098.82 6589.41 0.0105138 0.00106467 84664 0
: 162 Minimum Test error found - save the configuration
: 162 | 7033.66 6529.29 0.0102848 0.00102969 86438.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6969.45 6468.73 0.0102569 0.00103917 86789.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6904.53 6409.9 0.010335 0.00104192 86085.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6843.77 6349.14 0.0104397 0.00105274 85224.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6780.36 6289.02 0.0104311 0.00107763 85529.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6717.07 6232.2 0.010396 0.00103924 85499.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6656.06 6174.48 0.0104392 0.0010435 85145.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6595.13 6117.61 0.0104324 0.00106876 85437.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6534.9 6061.31 0.0104229 0.00105658 85412.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6474.22 6005.95 0.0103779 0.00104017 85673.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6417.75 5947.93 0.0103519 0.00103363 85852.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6356.44 5893.19 0.0103466 0.00103081 85875.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6297.89 5839.84 0.0103582 0.00103111 85771.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6240.35 5786.59 0.010366 0.00103625 85747.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6183.92 5731.44 0.0104676 0.00104111 84867.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6126.89 5677.9 0.0105364 0.00106646 84477.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6069.66 5626.24 0.0104677 0.00106609 85091.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 6016.09 5571.91 0.0104411 0.00106928 85362.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5959.42 5520.38 0.010431 0.00104127 85199.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 5903.66 5469.83 0.0106646 0.00114517 84038.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5850.13 5419.05 0.0104309 0.00104747 85256.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5796.74 5368.1 0.0104116 0.00104422 85402.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5742.82 5318.84 0.0103437 0.0010375 85964.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5690.16 5269.61 0.0104485 0.0010481 85102.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5638.89 5219.71 0.0103533 0.00104058 85904.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5585.02 5172.95 0.0103884 0.00105133 85679.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5535.46 5122.85 0.0103243 0.00105077 86267.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5483.23 5076.26 0.0103873 0.00107125 85873.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5434.63 5027.22 0.0103628 0.00104966 85900.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5383.04 4980.77 0.0103678 0.00104201 85783.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5333.06 4935.36 0.0104147 0.00104087 85343.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5284.13 4889.19 0.0104275 0.00104401 85256.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5236.16 4843.07 0.0103927 0.00105523 85676.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5187.51 4798.03 0.0104386 0.00104068 85125.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5139.1 4754.27 0.0105599 0.00109311 84506.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5092.04 4710.6 0.0104179 0.00104076 85313.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5047.33 4664.11 0.0103272 0.00103527 86096.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4998.52 4621.45 0.0104083 0.00105829 85561 0
: 200 Minimum Test error found - save the configuration
: 200 | 4952.1 4580.27 0.0103273 0.00103138 86059.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4907.57 4537.54 0.0102811 0.00102506 86430.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4863.16 4494.06 0.0102882 0.00103068 86416.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4818.26 4450.96 0.0103639 0.00103509 85755.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4772.29 4410.87 0.0102928 0.00103021 86368.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4729.48 4369.38 0.0103313 0.00103494 86055.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4685.77 4328.85 0.0103216 0.00103228 86120.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4642.39 4289.16 0.0103069 0.00102541 86192.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4600.4 4248.91 0.0103621 0.00104145 85830.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4557.54 4209.87 0.0105111 0.00108222 84845.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4516.1 4170.97 0.0103947 0.00104626 85575.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4474.24 4132.37 0.0104156 0.00104569 85379.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4433.52 4093.56 0.0105175 0.00109604 84912.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4392.42 4055.7 0.0105495 0.0010631 84331.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4352.61 4017.88 0.0105803 0.00105543 83990.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4312.61 3979.9 0.0104719 0.00105371 84941.5 0
: 216 Minimum Test error found - save the configuration
: 216 | 4272.85 3943.25 0.010434 0.00105805 85324.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4233.13 3907.27 0.0104432 0.00110819 85699.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4195.2 3870.3 0.0106959 0.00105175 82951.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 4156.46 3834.07 0.0104508 0.00107294 85307 0
: 220 Minimum Test error found - save the configuration
: 220 | 4119.17 3797.3 0.0104546 0.00104871 85053.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4079.96 3763.44 0.010775 0.00110709 82747.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 4043.87 3727.52 0.0103845 0.00103475 85564.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 4006.75 3692.32 0.0103758 0.00103799 85673.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3970.13 3657.71 0.0104091 0.00104528 85435.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3933.26 3624.33 0.0104179 0.00104128 85318.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3897.49 3590.89 0.010472 0.00105536 84956.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3862.59 3557.37 0.0104149 0.00104176 85350.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3826.54 3524.83 0.0103731 0.00103709 85689.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3792.31 3491.82 0.0104424 0.00105531 85223.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3757.6 3459.32 0.0103896 0.00103825 85549 0
: 231 Minimum Test error found - save the configuration
: 231 | 3723.92 3426.4 0.0105319 0.0010965 84787.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3689.5 3395.36 0.010515 0.00105258 84545 0
: 233 Minimum Test error found - save the configuration
: 233 | 3656.41 3363.34 0.0105139 0.00109931 84974.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3622.89 3332.72 0.0104931 0.00104375 84662 0
: 235 Minimum Test error found - save the configuration
: 235 | 3589.53 3302.43 0.0105159 0.00104674 84485 0
: 236 Minimum Test error found - save the configuration
: 236 | 3557.31 3271.29 0.0103696 0.00104821 85823.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3525.25 3240.4 0.0103715 0.00103358 85672.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3493.16 3209.8 0.0104135 0.00103691 85318.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3461.48 3179.76 0.0103874 0.00107959 85949.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3429.55 3150.45 0.0103648 0.00105091 85893.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3398.54 3121.43 0.0103427 0.00104028 85998.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3367.48 3093.41 0.010376 0.00105452 85822.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3337.28 3064.04 0.0103643 0.00103965 85794.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3306.94 3035.92 0.0103714 0.00103529 85689 0
: 245 Minimum Test error found - save the configuration
: 245 | 3277.71 3006.85 0.0104147 0.00103713 85309.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3247.04 2979.4 0.0103925 0.00104962 85627 0
: 247 Minimum Test error found - save the configuration
: 247 | 3218.17 2951.88 0.0104557 0.00104203 84982.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3188.4 2924.62 0.0103866 0.00105501 85730 0
: 249 Minimum Test error found - save the configuration
: 249 | 3159.75 2897.08 0.0104667 0.00106354 85077.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3130.92 2870.44 0.0103813 0.00104453 85683.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3102.77 2843.66 0.0103836 0.00105582 85765.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3074.59 2816.97 0.0103488 0.00103322 85877.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3046.23 2791.64 0.010316 0.00103101 86160.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3019.28 2765.14 0.0103203 0.00103035 86114.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2991.48 2740.04 0.0103676 0.00103515 85721.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2964.31 2715.06 0.0103664 0.00104115 85788.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2937.42 2690.23 0.0103837 0.00105906 85794.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2911.41 2664.82 0.0103728 0.00103892 85708.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2885.13 2639.92 0.010364 0.00104056 85805.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2858.93 2615.21 0.010424 0.00103203 85179.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2832.45 2591 0.0103583 0.00103983 85851.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2807.62 2566.99 0.0103773 0.00104589 85731.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2781.1 2543.95 0.0103713 0.00103313 85669.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2756.81 2520.35 0.0103548 0.00106883 86151.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2731.41 2497.5 0.0103676 0.00103724 85741.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2707.49 2474.04 0.0103338 0.00103546 86036.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2682.86 2450.68 0.0103389 0.00103764 86010 0
: 268 Minimum Test error found - save the configuration
: 268 | 2658.15 2428.27 0.0103207 0.00103226 86128.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2634.29 2405.66 0.0103933 0.00103564 85491.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2609.73 2384.34 0.0103597 0.00104042 85843.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2587.01 2362.04 0.0104192 0.00105922 85470.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2563.37 2341.11 0.0105659 0.00108273 84360.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2539.51 2320.04 0.0106129 0.0010999 84095.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2517.16 2298.77 0.0105084 0.00105491 84624.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2495.23 2276.52 0.0103836 0.00104749 85688.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2471.41 2256.09 0.0104191 0.00105743 85454.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2449.44 2235.21 0.0104771 0.00106576 85004 0
: 278 Minimum Test error found - save the configuration
: 278 | 2426.74 2215.03 0.0103621 0.00103863 85804.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2404.74 2195.19 0.0103288 0.00103863 86112.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2383.14 2174.79 0.0103562 0.00104106 85881.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2361.94 2154.42 0.0104037 0.00103975 85433.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2339.63 2135.13 0.0103553 0.00103858 85867.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2319.01 2114.66 0.0103492 0.00104282 85962.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2297.12 2095.56 0.0104642 0.00105763 85046.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2276.59 2076.13 0.0103676 0.00104076 85774.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2255.6 2057.04 0.010357 0.00106041 86052.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2234.83 2038.31 0.0104995 0.00106192 84767.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2214.54 2019.47 0.0103538 0.00103585 85855.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2194.18 2001.07 0.0103714 0.00104153 85746.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2174.08 1982.66 0.0104381 0.00105214 85233.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2153.75 1964.95 0.0103963 0.00104055 85508.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2134.29 1947 0.0103961 0.00103712 85479.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2114.66 1929.29 0.0103978 0.00105319 85610.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2095.45 1910.78 0.0103633 0.00103751 85783.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2075.81 1893.4 0.010368 0.0010345 85712.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2056.5 1876.44 0.0104026 0.00103601 85409.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2037.58 1859.31 0.0104905 0.00104715 84715.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 2018.91 1842.21 0.0104877 0.00105054 84771.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 2000.27 1825.18 0.0104454 0.00107661 85389.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1981.3 1808.91 0.0105549 0.00107298 84371.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1963.18 1792.25 0.0104505 0.00105595 85155.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1944.96 1775.9 0.0104483 0.00104782 85102.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1927.29 1759.05 0.0105061 0.00105719 84666.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1908.58 1743.5 0.0104269 0.00106438 85447.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1891.2 1727.69 0.0104489 0.00108658 85449.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1873.54 1711.68 0.0104394 0.00108572 85527.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1856.12 1695.84 0.0103734 0.00103982 85711.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1838.57 1680.68 0.0103608 0.00103264 85762.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1821.18 1665.78 0.0103975 0.00103787 85473.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1804.3 1650.45 0.0105279 0.00104659 84376.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1787.46 1635.16 0.0105359 0.00104369 84279.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1770.13 1621.42 0.0104771 0.00107211 85061.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1754.36 1605.89 0.0105373 0.00107314 84529 0
: 314 Minimum Test error found - save the configuration
: 314 | 1737.73 1591.16 0.0104603 0.00104616 84978.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1721.01 1576.37 0.010506 0.00104714 84576.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1705.02 1561.92 0.0104547 0.00104369 85006.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1687.93 1548.52 0.0104088 0.0010374 85365.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1673.21 1533.44 0.0103574 0.00103484 85813.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1656.76 1519.24 0.0103866 0.00103569 85552.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1640.85 1505.68 0.0104178 0.00106138 85503 0
: 321 Minimum Test error found - save the configuration
: 321 | 1625.77 1491.21 0.0104092 0.00103754 85363.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1609.67 1477.99 0.0106761 0.00105012 83108.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1594.72 1464.3 0.0105824 0.0011572 84878.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1579.19 1451.24 0.0104168 0.00103751 85294 0
: 325 Minimum Test error found - save the configuration
: 325 | 1564.3 1437.95 0.010606 0.0010587 83793.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1549.7 1424.35 0.0105018 0.00108144 84922.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1534.43 1411.53 0.0104119 0.00104621 85418 0
: 328 Minimum Test error found - save the configuration
: 328 | 1519.65 1398.68 0.0104081 0.00103836 85380.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1505.47 1385.56 0.0104435 0.00104031 85077.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1491.47 1372.07 0.010573 0.00107548 84232.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1476.47 1359.62 0.0104513 0.00106039 85188.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1462.39 1347.1 0.0104313 0.00104462 85227.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1448.43 1334.75 0.0104369 0.0010622 85335.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1434.46 1322.86 0.010448 0.00104664 85094.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1420.59 1310.73 0.0104162 0.00104141 85335.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1407.19 1298.53 0.0105168 0.00111516 85091.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1393.84 1286.68 0.0106203 0.00104704 83566.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1380.47 1274.53 0.0105077 0.00104951 84582.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1367.2 1262.2 0.0104606 0.00104118 84930.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1353.78 1251.14 0.0105291 0.00105612 84450.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1340.55 1239.34 0.0104001 0.00104083 85476.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1327.83 1227.64 0.010474 0.00107641 85128.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1314.74 1216.48 0.0105091 0.00104553 84534.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1302.29 1205.13 0.0104802 0.00104223 84763.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1289.57 1194.18 0.010395 0.00104193 85533.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1277.67 1182.84 0.0105143 0.00105424 84565.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1264.8 1171.57 0.0104886 0.0010601 84848.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1252.37 1160.86 0.0105982 0.00107535 84008.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1240.92 1149.5 0.0104756 0.00105323 84903.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1228.39 1138.99 0.0105351 0.00104005 84254 0
: 351 Minimum Test error found - save the configuration
: 351 | 1216.71 1128.7 0.0103789 0.00104367 85696.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1204.77 1118.02 0.0104139 0.00103923 85336 0
: 353 Minimum Test error found - save the configuration
: 353 | 1193.59 1107.07 0.0106753 0.0010557 83163.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1181.58 1097.03 0.010425 0.00104663 85302.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1170.62 1086.23 0.0104679 0.00105048 84949.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1158.53 1076.44 0.0104029 0.00104521 85491.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1147.77 1066.52 0.0120384 0.00106642 72913.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1136.71 1056.3 0.0120244 0.00107001 73030.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1125.9 1046.02 0.0105307 0.00104894 84372.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1114.68 1036.08 0.0107277 0.00105843 82736.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1103.55 1026.66 0.0104894 0.0010559 84804.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1093.24 1016.19 0.0104591 0.00106014 85116 0
: 363 Minimum Test error found - save the configuration
: 363 | 1082.14 1006.59 0.0105944 0.00115123 84717.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1071.67 996.943 0.0105656 0.0010684 84235.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1060.86 987.795 0.0105779 0.00108624 84284.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1051.03 978.519 0.0106306 0.001049 83493.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1040.78 968.793 0.0105899 0.00105106 83867.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1030.34 959.436 0.0106802 0.00109261 83441.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1020.19 950.473 0.0108503 0.00113427 82337.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1010.09 941.832 0.010922 0.0010681 81186.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 1000.83 932.55 0.0104277 0.00105481 85352.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 990.924 923.733 0.0104361 0.00104138 85154.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 980.967 914.25 0.0104536 0.00104067 84989.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 971.175 905.523 0.0104308 0.00104267 85213.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 961.804 896.704 0.0104361 0.00103264 85075.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 952.018 888.667 0.0103858 0.00103358 85541.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 942.905 879.788 0.0104327 0.00105944 85349.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 933.722 871.135 0.0104206 0.00104367 85315.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 924.541 862.348 0.0104579 0.00104898 85026 0
: 380 Minimum Test error found - save the configuration
: 380 | 915.102 854.483 0.0103659 0.00103852 85768.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 906.125 846.04 0.0103542 0.00103414 85836.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 897.406 837.595 0.0103046 0.00102447 86205.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 888.231 829.889 0.0103161 0.00103302 86178.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 879.792 821.921 0.0103136 0.00103045 86177.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 871.027 813.663 0.0103251 0.00103161 86082.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 862.451 806.115 0.0103455 0.00103567 85930.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 854.123 798.017 0.0103139 0.00103171 86186.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 845.321 789.572 0.0103201 0.00103177 86129.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 836.739 782.382 0.0103231 0.00103103 86095.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 828.374 774.475 0.0104515 0.00105365 85126.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 820.073 767.308 0.0103921 0.00103708 85515.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 812.192 758.788 0.0104314 0.00108947 85635.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 803.58 751.569 0.0103803 0.00103496 85603.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 796.017 743.741 0.0103317 0.00102754 85983.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 787.672 736.453 0.0104061 0.00112674 86213.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 780.061 729.212 0.0103661 0.00102602 85652.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 771.941 722.421 0.0102782 0.00104021 86598.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 764.549 714.642 0.0103524 0.00103069 85821.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 756.691 707.73 0.0103491 0.00102743 85821.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 749.327 700.117 0.0103263 0.00103784 86128.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 741.559 693.172 0.0103517 0.00103585 85875.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 733.778 686.458 0.010326 0.00102762 86036.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 726.563 679.817 0.0102887 0.0010279 86385.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 719.35 672.7 0.0102636 0.0010364 86700.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 712.336 666.199 0.0104523 0.00103932 84988.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 704.908 658.968 0.0106006 0.00112244 84404.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 697.896 652 0.010477 0.00106251 84975.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 690.993 645.207 0.010409 0.00103746 85364.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 683.598 638.95 0.0103982 0.00103455 85436.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 676.832 632.255 0.0114628 0.00162434 81313.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 670.06 625.67 0.0118934 0.00169369 78433.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 663.099 619.91 0.0143679 0.00109439 60270.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 656.409 613.797 0.010463 0.00103412 84845.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 649.472 607.238 0.0120464 0.00177016 77849.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 643.137 600.782 0.0112338 0.00112663 79151.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 636.385 594.564 0.010425 0.00108462 85649.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 630.143 588.999 0.0106434 0.00104041 83307.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 623.778 582.168 0.0104299 0.00104067 85203.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 617.171 576.25 0.0103779 0.00102971 85578.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 610.865 569.966 0.0106748 0.00109601 83517.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 604.372 564.189 0.0105494 0.00104708 84189.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 598.391 558.577 0.0104733 0.00103945 84801.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 592.101 552.622 0.0105169 0.00104468 84457.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 586.349 546.237 0.0104521 0.00103556 84957.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 579.858 540.613 0.010415 0.00104981 85422.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 573.822 535.055 0.0105503 0.00106785 84366.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 568.208 529.529 0.0105377 0.00110568 84817.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 562.185 523.862 0.0104156 0.00104507 85374.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 556.297 518.435 0.0103655 0.00104729 85853.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 550.664 512.979 0.0103529 0.00104215 85921.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 544.926 507.43 0.0103291 0.00104786 86195.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 539.196 502.175 0.010382 0.00104867 85714.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 533.451 497.016 0.0103664 0.00104086 85785.5 0
: 434 Minimum Test error found - save the configuration
: 434 | 528.456 491.823 0.0104238 0.00109758 85779.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 523.014 486.442 0.0109959 0.00109393 80791.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 517.415 481.118 0.0113431 0.00105006 77722.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 511.847 476.023 0.0110109 0.00107647 80527.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 506.565 471.238 0.0105779 0.00103873 83864.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 501.442 466.082 0.0103576 0.00103522 85815.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 496.069 460.958 0.0103703 0.00103573 85702.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 491.345 456.004 0.0103669 0.00103368 85715.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 485.923 451.359 0.0103763 0.00103956 85682.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 480.565 446.115 0.0103619 0.00102903 85718.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 475.636 441.663 0.0103442 0.00103117 85900.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 470.816 436.567 0.010377 0.00103181 85605.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 465.731 432.139 0.0103582 0.00102948 85756.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 460.965 427.124 0.0104078 0.00103525 85355.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 456.205 422.582 0.0103562 0.00103264 85804.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 451.406 417.906 0.0103575 0.00103762 85838 0
: 450 Minimum Test error found - save the configuration
: 450 | 446.617 413.11 0.010375 0.00103448 85648.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 441.679 408.916 0.010346 0.0010313 85885.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 437.433 404.7 0.0104318 0.00104608 85235.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.824 399.806 0.0103634 0.00103159 85728.3 0
: 454 Minimum Test error found - save the configuration
: 454 | 428.413 395.44 0.0103334 0.00104251 86106.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 423.729 391.087 0.0103501 0.00104878 86009.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 419.218 386.558 0.0103841 0.00104901 85698.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 414.84 382.463 0.0103536 0.00103384 85838.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.413 378.398 0.0103504 0.00103391 85868.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 406.242 373.958 0.0103556 0.00103261 85809.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 401.817 369.849 0.0103591 0.00103199 85771.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 397.645 365.911 0.0103419 0.00103183 85928.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.336 362.328 0.0104047 0.00103909 85419.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 389.386 357.826 0.0105631 0.00104115 84016.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 385.243 354.131 0.0103828 0.00104037 85630.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 381.073 350.832 0.0103443 0.00103812 85964.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 377.279 346.212 0.0103015 0.00103256 86309.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 373.075 342.13 0.0103548 0.00103535 85842.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 369.33 338.137 0.0103415 0.00103338 85946.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 365.135 334.372 0.0103832 0.00103506 85578.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 361.197 330.846 0.0103468 0.00103161 85880.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 357.416 326.858 0.0103831 0.00103849 85610.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 353.597 323.698 0.010419 0.0010413 85308.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.869 319.73 0.0103914 0.00103445 85497.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.095 316.153 0.0103544 0.00103739 85864.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 342.416 312.873 0.0103784 0.00103501 85621.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.835 308.938 0.0103884 0.00103806 85558.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 335.18 305.769 0.0103873 0.00103688 85557.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 331.58 302.124 0.0104712 0.00103766 84803.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 328.112 298.547 0.0103812 0.00104319 85671.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.507 294.917 0.0103724 0.00103811 85705.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.869 291.735 0.0104107 0.00104083 85380 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.484 288.521 0.0103656 0.00103586 85747.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 314.088 285.224 0.0103147 0.00103624 86221.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.829 282.089 0.0103194 0.00102597 86081.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.392 279.165 0.0103059 0.0010271 86217.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.036 275.804 0.0103393 0.00102851 85922 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.969 272.955 0.0103518 0.00103954 85908.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.716 269.311 0.0102875 0.00104102 86519.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.263 266.502 0.0102896 0.00105848 86663.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 291.012 263.191 0.010353 0.00105043 85998 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.822 260.001 0.0103379 0.00103117 85959.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.78 256.858 0.0103916 0.00103942 85541.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.785 255.42 0.0103547 0.0010339 85829.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.874 251.111 0.0103163 0.00102774 86127.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.426 248.349 0.0103184 0.00102713 86102.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.699 244.962 0.0103641 0.00103079 85714.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.524 242.813 0.0103443 0.00103666 85950.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.539 239.569 0.0103218 0.00102683 86067.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.609 236.829 0.0103501 0.00103506 85883 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.756 234.29 0.0103654 0.00103362 85728.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.116 232.608 0.0103365 0.00103874 86042.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.364 229.435 0.0103631 0.00103462 85759.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.668 226.988 0.0103913 0.00103561 85509.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.015 224.945 0.0103501 0.00103269 85860.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.206 221.245 0.0103555 0.00104438 85918.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.108 218.518 0.0103204 0.00103647 86170.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.502 215.659 0.0103485 0.00103846 85929.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.136 213.401 0.0103211 0.00102593 86066.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.103 210.474 0.01033 0.00102833 86005.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.704 208.465 0.0103577 0.00103662 85826.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.131 205.968 0.0103711 0.00102806 85624.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.541 203.732 0.0103857 0.0010379 85581.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.98 201.03 0.0103823 0.00106503 85861.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.66 199.191 0.0103712 0.00104907 85817.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.133 197.068 0.0104268 0.0010453 85273.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.942 193.825 0.0103441 0.00103233 85912.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.077 191.826 0.0103229 0.00103178 86104.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.071 189.399 0.0104385 0.00104216 85139.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.588 187.51 0.0103318 0.00103591 86059.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.067 185.328 0.0103266 0.00103719 86119.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.035 182.857 0.0103431 0.00103561 85952 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.609 180.805 0.0103462 0.00103409 85909.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.429 178.425 0.0103184 0.0010297 86126.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.039 176.535 0.0103129 0.00103255 86203.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.879 174.352 0.0103284 0.00103092 86044.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.808 172.817 0.0103193 0.00102961 86116.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.49 170.54 0.0104309 0.0010594 85365.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.456 168.658 0.0105003 0.00105208 84672.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.14 166.79 0.0104049 0.00104721 85491.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.206 164.338 0.0103874 0.0010415 85599.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.128 163.464 0.0104355 0.00104606 85201.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.136 160.571 0.0104987 0.00105081 84675.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.877 158.489 0.0110729 0.00106779 79958.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.873 157.04 0.0104109 0.00104605 85425.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.981 154.741 0.0103645 0.0010348 85748 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.711 153.182 0.0108255 0.00108304 82114.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.887 151.776 0.0106934 0.00105923 83037.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.856 149.449 0.0104554 0.0010675 85216.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.717 147.897 0.0108079 0.00105208 82002.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.026 146.274 0.0104616 0.0010824 85295.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.218 144.302 0.0104811 0.00107065 85011.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.165 142.132 0.0104915 0.0010973 85159 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.376 140.592 0.0104536 0.00104101 84992.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.565 139.202 0.0104348 0.00104124 85164.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.632 137.081 0.0104385 0.00104493 85165 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.554 135.629 0.0104142 0.00104683 85403.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.308 134.003 0.0105028 0.00107563 84861 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.016 132.251 0.0105387 0.00106753 84466.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.364 131.388 0.0104419 0.00106956 85357.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.731 129.456 0.0105226 0.00105681 84514.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.974 127.691 0.0104778 0.0010507 84861.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.205 126.302 0.0104486 0.00104705 85092.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.484 125.079 0.0104893 0.00105944 84837.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.716 123.461 0.0104501 0.00105222 85125.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.994 121.625 0.0105096 0.001046 84534.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.423 120.397 0.0103852 0.0010337 85547.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.034 119.305 0.010445 0.00104518 85107.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.508 117.537 0.0104985 0.00104937 84663.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.865 117.229 0.0105772 0.00109149 84337.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.249 114.473 0.0105242 0.00106787 84599.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.338 113.105 0.01048 0.00105761 84904.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.03 112.176 0.0103874 0.00103926 85578.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.442 110.26 0.010479 0.00104859 84831.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.907 109.202 0.0104813 0.00104919 84816.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.752 108.061 0.0104132 0.00104087 85357.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.043 106.532 0.010623 0.00106213 83674.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.847 104.874 0.0105536 0.00109931 84617.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.966 103.807 0.0105144 0.00104831 84512.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.565 102.507 0.0107938 0.00106727 82249 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.187 100.9 0.0104019 0.00104225 85473.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.828 100.22 0.0104512 0.00106276 85210.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.535 99.2482 0.0104863 0.00105934 84862.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.094 97.4804 0.0103841 0.00105872 85787 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.748 97.1481 0.0103938 0.00104758 85596.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.569 95.1585 0.0103756 0.00104091 85702.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.29 93.9091 0.0103943 0.00104273 85546.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.903 92.6437 0.0104265 0.00104661 85289.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.546 91.7481 0.0105178 0.00108193 84783 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.134 90.2464 0.0104701 0.0010505 84929.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.015 89.3753 0.0104689 0.00105114 84945.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.643 88.3214 0.0104891 0.00104914 84746.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.701 86.821 0.0104833 0.00104172 84731.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.275 85.6987 0.0104017 0.00103683 85426 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.1489 85.1491 0.01042 0.00104426 85326.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.9246 83.6178 0.0104605 0.00104507 84966.7 0
: 586 | 96.7507 83.6411 0.0104289 0.000999544 84841.6 1
: 587 Minimum Test error found - save the configuration
: 587 | 95.7658 81.7867 0.0106072 0.00105863 83782.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.6953 80.4275 0.0108602 0.00105723 81607.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.3865 79.411 0.0104356 0.00103843 85132.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.2465 78.2453 0.010396 0.00102914 85407 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.2135 77.5842 0.0104153 0.00103481 85283.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.0172 76.3234 0.0104711 0.00104191 84843.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.102 75.309 0.0103822 0.00103077 85548.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.9578 74.6627 0.010312 0.00103444 86229.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.0228 73.8834 0.0104154 0.00104216 85349.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.8164 72.7465 0.0104118 0.00103937 85356.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.9423 71.6996 0.0105111 0.00106197 84663.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.8939 70.7535 0.0104351 0.00106608 85387.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.0567 69.7237 0.0105254 0.00105816 84501.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.0142 68.8864 0.0103629 0.00103613 85774.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.133 68.2617 0.0104323 0.0010747 85492.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.2169 67.4578 0.0103828 0.00103789 85608 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.2674 66.214 0.0103899 0.00104243 85584.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.3203 65.7321 0.0103914 0.00104178 85564.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.1462 64.5676 0.0104381 0.00104254 85146.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.4129 64.1988 0.01044 0.00104281 85131.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.6697 63.5053 0.0105681 0.00107882 84306 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.5207 62.2105 0.0104395 0.00104422 85149.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.7933 61.1581 0.0103837 0.00104166 85634.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.9337 60.8469 0.0103771 0.00103368 85622.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.9581 59.8265 0.0104744 0.001045 84841 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.0993 59.4114 0.0107217 0.00104098 82638.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.2189 57.9058 0.0115257 0.00104623 76339.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.371 57.38 0.0104652 0.0010554 85018 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.8204 56.7855 0.0117711 0.00141701 77264.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.8649 56.1058 0.010462 0.00103851 84893.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.9224 55.2661 0.0104749 0.0010716 85076.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.1048 54.3868 0.0105174 0.00107079 84686.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.4927 53.6644 0.0104127 0.00105096 85454.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.4228 52.8764 0.0104258 0.00104073 85241.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.79 52.4158 0.0104701 0.00104243 84856.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.9087 51.2105 0.010432 0.00103669 85148.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.1052 50.5057 0.0104656 0.0010417 84890.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.479 49.9239 0.0104805 0.00104701 84804.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.6859 49.1732 0.0104625 0.00104406 84939.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.0976 48.7395 0.0105035 0.00105321 84653.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.3387 48.6935 0.0105778 0.00105544 84012.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.6676 47.5733 0.0105515 0.0010488 84186.4 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.2477 46.8817 0.0105549 0.00105223 84187 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.4171 45.7469 0.0104896 0.00107808 85002.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.6152 45.4313 0.0105262 0.00105012 84423.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.8243 44.9396 0.0104454 0.00105034 85151.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.2445 44.3175 0.0105321 0.00105371 84402.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.7109 43.5323 0.0105997 0.00105105 83781.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.0215 43.2407 0.0104934 0.00105592 84768.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.2187 42.1233 0.0104889 0.00104495 84710.1 0
: 637 | 52.5714 42.4032 0.0104861 0.00100851 84409.6 1
: 638 Minimum Test error found - save the configuration
: 638 | 52.1556 41.4597 0.0104704 0.00104917 84914.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.3083 40.92 0.0104595 0.00104686 84992.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.6897 40.4654 0.0107712 0.00110704 82779.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.1443 39.6857 0.0103918 0.00104435 85585 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.3845 38.988 0.0104418 0.0010433 85120.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.7611 38.2987 0.010396 0.00104328 85536.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.2507 37.9839 0.0104431 0.00103994 85077.5 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.5262 37.2605 0.010393 0.00103417 85480.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.0097 36.9535 0.0104448 0.00104009 85063.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.4762 36.0715 0.0104747 0.00104231 84814.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.8811 35.5352 0.010446 0.0010359 85015.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.3906 35.4449 0.0104709 0.00104496 84872.1 0
: 650 | 44.9913 36.5372 0.0105317 0.00112696 85063.2 1
: 651 Minimum Test error found - save the configuration
: 651 | 44.4603 34.3761 0.0104412 0.00104563 85146 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.8152 33.9662 0.010497 0.00104474 84635.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.1421 33.2444 0.0104908 0.00104938 84733 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.5223 33.2245 0.0105397 0.0011304 85021.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.5114 32.9142 0.0105342 0.00105381 84385 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.9557 32.0762 0.0105401 0.00105456 84338.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.3042 31.9659 0.0105246 0.00105522 84482.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.7858 30.8396 0.0104547 0.00104574 85025 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.3949 30.5058 0.0104734 0.00104191 84822 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.9475 30.2201 0.0104287 0.00105239 85321.6 0
: 661 | 39.2749 30.3689 0.0105637 0.00102019 83826.7 1
: 662 Minimum Test error found - save the configuration
: 662 | 38.8596 29.738 0.0104554 0.00106437 85188.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.2907 29.2728 0.0105614 0.0010526 84132.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.7596 28.0935 0.0105382 0.00108008 84583.6 0
: 665 | 37.3552 28.2451 0.0104684 0.00101034 84583.6 1
: 666 Minimum Test error found - save the configuration
: 666 | 36.8727 27.4094 0.0104455 0.00105199 85165.1 0
: 667 | 36.4739 27.5618 0.0105676 0.00100824 83687.8 1
: 668 Minimum Test error found - save the configuration
: 668 | 36.0591 26.537 0.0104755 0.0010447 84828.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.5679 26.3681 0.0104567 0.00104122 84966.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.1638 26.0449 0.0105263 0.00106423 84548.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.9167 25.9698 0.0104466 0.00103875 85035.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.5922 25.5169 0.0106774 0.00107543 83316.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.0136 24.4487 0.0105568 0.00105092 84158.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.3473 23.9488 0.0106534 0.00104984 83302.4 0
: 675 | 33.0999 24.15 0.0104555 0.00102195 84803.4 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.6008 23.5473 0.0105785 0.00107642 84191.6 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.2403 23.0192 0.0105498 0.00104688 84184.5 0
: 678 | 31.9102 23.2335 0.0104182 0.00100848 85018.5 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.651 22.7398 0.0105462 0.00104644 84212.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.1003 21.8105 0.0105564 0.00107648 84388.9 0
: 681 | 30.774 21.8277 0.0104657 0.00101419 84642.2 1
: 682 Minimum Test error found - save the configuration
: 682 | 30.3922 21.6982 0.0107048 0.00107638 83087.5 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.8491 21.1611 0.0104624 0.00106029 85087.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.5507 20.9239 0.010577 0.00105793 84041.4 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.3079 20.307 0.0106095 0.00108646 84007 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.6717 20.2006 0.0105668 0.00107253 84261.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.352 20.0482 0.0105008 0.0010513 84660.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.0214 19.1341 0.0104796 0.00104703 84812.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.5593 18.7937 0.010534 0.00105206 84371.1 0
: 690 | 27.261 18.9999 0.0104103 0.001006 85067.2 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.9661 18.5603 0.0105546 0.00108598 84489.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.4822 18.2201 0.010545 0.00105116 84264.7 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.1946 17.7587 0.0105158 0.00105933 84598.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.7383 17.4384 0.0105906 0.00105477 83893.8 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.4451 17.3621 0.0105211 0.00104473 84420.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.1159 17.187 0.0105999 0.00105522 83816.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.7782 16.5506 0.0106763 0.00116147 84079 0
: 698 | 24.4865 16.7016 0.0106042 0.00100606 83349.1 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.1742 16.4585 0.0106489 0.00105327 83371.2 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.9221 16.0807 0.0107587 0.00106496 82527.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.4957 15.725 0.0106634 0.00106131 83314.9 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.2918 15.4717 0.0106406 0.00108406 83712.3 0
: 703 | 23.1135 15.5656 0.0106716 0.00105948 83227.8 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.8261 15.3593 0.010631 0.00109374 83881.7 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.3247 14.9241 0.0106629 0.00106227 83328.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.0726 14.9003 0.0105503 0.00107879 84463.4 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.6943 14.1116 0.0106709 0.00104625 83119.5 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.3422 14.1115 0.0105126 0.00104757 84521.6 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.0965 13.9465 0.0105668 0.00106057 84155.5 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.7372 13.6099 0.0104911 0.00103914 84638.7 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.6391 13.5504 0.0104999 0.00106167 84761.4 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.2588 12.9947 0.0104949 0.00104903 84692.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.9989 12.9848 0.0104932 0.00105061 84722.7 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.7 12.7611 0.010677 0.0011017 83548.1 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.4894 12.7529 0.0108247 0.00108263 82118 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.3039 12.2904 0.0105678 0.0010661 84195.3 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.0061 12.2232 0.0106594 0.00106828 83410.4 0
: 718 | 18.7488 12.5038 0.0106049 0.00100786 83359.1 1
: 719 | 18.5909 12.267 0.0106306 0.00104018 83416.3 2
: 720 Minimum Test error found - save the configuration
: 720 | 18.1422 11.6489 0.010681 0.0010802 83326.4 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.9607 11.4202 0.0105415 0.00106515 84420.5 0
: 722 | 17.7815 12.2605 0.0105787 0.00104503 83913.1 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.566 11.0634 0.0107387 0.00109077 82919.1 0
: 724 | 17.1323 11.1722 0.0105877 0.00100477 83482 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.95 10.512 0.0104854 0.00104457 84738 0
: 726 | 16.7342 10.7796 0.010461 0.00102122 84747.8 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.5815 10.3066 0.0105459 0.00104275 84182.7 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.2893 10.048 0.0105929 0.0010494 83826.5 0
: 729 | 16.0858 10.4875 0.0105086 0.00102526 84358.2 1
: 730 | 15.8811 10.1648 0.0105806 0.00101756 83654.9 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.7704 9.81606 0.0105533 0.00105387 84215.3 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.6112 9.78917 0.0105663 0.00107097 84251.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.4482 9.58027 0.010801 0.00108143 82308.6 0
: 734 | 15.348 10.3195 0.0105506 0.00102473 83981.6 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.9848 8.79008 0.0105752 0.00105846 84062 0
: 736 | 14.795 9.34852 0.0107536 0.00104557 82406.1 1
: 737 | 14.6303 9.44071 0.0106457 0.00102902 83188.8 2
: 738 Minimum Test error found - save the configuration
: 738 | 14.3492 8.6947 0.0105334 0.00105919 84439.4 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.1809 8.38344 0.0106671 0.0010912 83542.8 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.8499 8.03265 0.0106047 0.00110899 84248.7 0
: 741 | 13.8996 8.59325 0.0107567 0.00109511 82802.2 1
: 742 | 13.7474 8.64496 0.0104808 0.00101925 84552.8 2
: 743 Minimum Test error found - save the configuration
: 743 | 13.608 7.7558 0.0104915 0.00105663 84791.6 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.1469 7.46899 0.0104792 0.00106071 84939.3 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.0832 7.35712 0.0104329 0.00104267 85194.7 0
: 746 | 12.9213 7.49258 0.0103899 0.00100633 85255.7 1
: 747 | 12.7925 7.40006 0.0103996 0.00101099 85209.3 2
: 748 Minimum Test error found - save the configuration
: 748 | 12.4043 6.7585 0.010458 0.00104605 84997.8 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.2998 6.54962 0.0104453 0.00103583 85020.3 0
: 750 | 12.1244 6.89661 0.0103715 0.00101279 85482 1
: 751 | 11.9405 6.58604 0.0104034 0.00100575 85127.5 2
: 752 | 11.8307 6.65956 0.0103823 0.00101069 85364.4 3
: 753 | 11.8591 6.87583 0.0104026 0.00100832 85157.9 4
: 754 | 11.9747 7.10237 0.0103894 0.00101003 85293.3 5
: 755 | 11.5692 7.44687 0.010434 0.00100571 84850.9 6
: 756 Minimum Test error found - save the configuration
: 756 | 11.2953 6.12057 0.0104598 0.00105627 85074.7 0
: 757 | 10.977 6.12416 0.0104355 0.00100816 84859.6 1
: 758 Minimum Test error found - save the configuration
: 758 | 11.1341 6.06427 0.0104832 0.00108265 85101 0
: 759 | 10.9006 6.28072 0.0103982 0.00101382 85247.7 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.8828 5.87338 0.0104348 0.00104276 85178.1 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.4899 5.57816 0.0105162 0.00105101 84519.7 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.2736 5.48364 0.010452 0.00104835 85073.4 0
: 763 | 10.1505 5.75182 0.0103916 0.0010031 85210.7 1
: 764 Minimum Test error found - save the configuration
: 764 | 10.0365 5.33609 0.0104362 0.00104631 85198.2 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.84054 4.97361 0.0104554 0.00103782 84947.7 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.77936 4.83756 0.0104048 0.00104286 85452.3 0
: 767 | 9.83593 5.071 0.0104067 0.00100344 85076.5 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.75812 4.8281 0.0104217 0.00104346 85303.6 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.35547 4.75906 0.0104175 0.00103995 85309.7 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.49605 4.51141 0.0104882 0.00110266 85237 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.41892 4.40603 0.0104103 0.00103733 85351.7 0
: 772 | 9.34285 4.77883 0.0103511 0.00100223 85572 1
: 773 | 8.84477 4.52973 0.0103492 0.0010026 85593 2
: 774 | 8.85999 4.87578 0.0103591 0.00100319 85507.3 3
: 775 Minimum Test error found - save the configuration
: 775 | 8.68697 3.92391 0.010401 0.00103882 85450.2 0
: 776 | 8.46569 4.46813 0.0103729 0.00100319 85381.5 1
: 777 Minimum Test error found - save the configuration
: 777 | 8.54273 3.85775 0.0104427 0.00105169 85187.4 0
: 778 | 8.47881 4.40363 0.0103668 0.00100723 85473.9 1
: 779 | 8.48706 5.36176 0.010372 0.00100351 85392.5 2
: 780 | 8.28049 4.16079 0.0103544 0.00100318 85549.9 3
: 781 | 7.98062 4.46779 0.0103618 0.00100226 85474.6 4
: 782 | 7.95546 4.28154 0.0103864 0.00100511 85276 5
: 783 | 7.76896 4.13346 0.0103577 0.00100054 85495.6 6
: 784 Minimum Test error found - save the configuration
: 784 | 7.96651 3.47455 0.0104023 0.00104094 85457.6 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.78417 3.41815 0.0103903 0.00104171 85574 0
: 786 | 7.62609 3.56694 0.0103537 0.00100428 85566.7 1
: 787 | 7.41616 3.61688 0.010364 0.00100424 85472.5 2
: 788 | 7.35286 4.08084 0.0103497 0.00100297 85591.5 3
: 789 | 7.21741 3.50062 0.0103693 0.00100232 85405.9 4
: 790 | 7.17568 3.83877 0.0103667 0.00100281 85434.4 5
: 791 | 6.97854 3.60219 0.0104403 0.00101695 84895.6 6
: 792 | 6.95031 3.50821 0.0104159 0.00100548 85011.8 7
: 793 | 6.81909 3.8022 0.0104166 0.00101766 85115.9 8
: 794 Minimum Test error found - save the configuration
: 794 | 6.76142 3.16088 0.0105041 0.00106591 84762.1 0
: 795 | 6.6891 3.6271 0.0103853 0.00100953 85326.3 1
: 796 | 6.43864 3.56306 0.0103771 0.00100739 85381.7 2
: 797 | 6.71369 3.68687 0.0104028 0.00100819 85155 3
: 798 | 6.41456 3.65559 0.0103971 0.00100672 85193.6 4
: 799 | 6.33301 3.64193 0.0103995 0.0010033 85141 5
: 800 | 6.34262 3.78752 0.0104206 0.00101209 85029.3 6
: 801 | 6.23359 3.2348 0.0104112 0.00100512 85051 7
: 802 | 6.28775 3.53298 0.0104028 0.00101092 85180.1 8
: 803 | 6.3646 3.21052 0.010396 0.00101566 85284.7 9
: 804 | 6.11682 4.55643 0.0103757 0.00100824 85402 10
: 805 | 5.89002 4.18892 0.0105597 0.00100996 83772 11
: 806 | 5.84195 3.3604 0.0104219 0.00100585 84961.6 12
: 807 | 5.81566 3.35263 0.0104303 0.0010117 84938.4 13
: 808 | 5.74416 4.66945 0.0104367 0.00100599 84829.3 14
: 809 | 5.70354 3.44451 0.0104998 0.00101647 84358.1 15
: 810 | 5.7224 3.64579 0.0103918 0.00100603 85235.6 16
: 811 | 5.64247 4.87657 0.0103783 0.00101343 85425.6 17
: 812 Minimum Test error found - save the configuration
: 812 | 5.40257 3.14899 0.0104459 0.00104845 85129.3 0
: 813 | 5.31918 3.18988 0.0103748 0.00100298 85361.8 1
: 814 | 5.31219 3.27183 0.0103889 0.00101026 85300 2
: 815 | 5.29239 3.72203 0.0103857 0.00100535 85284.4 3
: 816 | 5.2314 3.75753 0.0103891 0.00100511 85251.2 4
: 817 Minimum Test error found - save the configuration
: 817 | 5.14051 2.3578 0.0104803 0.00106419 84960.9 0
: 818 | 5.12252 4.65114 0.0103933 0.00100486 85210.7 1
: 819 | 5.11835 2.60795 0.0103739 0.00100346 85375.2 2
: 820 | 5.10137 2.60547 0.010354 0.000995646 85485 3
: 821 | 5.14834 4.19083 0.0103662 0.00100206 85432.5 4
: 822 | 5.03479 3.20319 0.0103014 0.000989056 85907.4 5
: 823 | 4.73097 4.00735 0.0103402 0.000997996 85632.5 6
: 824 | 4.72491 2.8904 0.0103248 0.000997306 85768.3 7
: 825 | 4.76107 4.29036 0.0103326 0.00100115 85731.7 8
: 826 | 4.82484 3.45295 0.0103505 0.0010039 85592.3 9
: 827 | 4.66603 2.94012 0.0103375 0.00100319 85705.8 10
: 828 | 4.52946 3.96061 0.010363 0.000998606 85429.8 11
: 829 | 4.44045 3.66537 0.0103679 0.00100153 85411.5 12
: 830 | 4.4673 2.57617 0.010339 0.000996266 85628 13
: 831 | 4.35587 2.63106 0.0103146 0.00100514 85933.9 14
: 832 | 4.51269 3.77104 0.010374 0.00100481 85385.8 15
: 833 | 4.23685 2.86796 0.0103359 0.000998766 85679.1 16
: 834 | 4.4076 3.70765 0.0103092 0.000994556 85886 17
: 835 | 4.3981 3.43281 0.0103612 0.000999346 85453 18
: 836 | 4.15961 3.14034 0.0103576 0.000995636 85452.5 19
: 837 | 4.149 3.38321 0.0103567 0.000996995 85472.5 20
: 838 | 4.14738 2.6959 0.0102984 0.000996745 86005.9 21
:
: Elapsed time for training with 1000 events: 8.76 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: 0.0111 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: 0.824 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.161 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= 3.33133e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10494e+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: 0.0394 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: 0.0364 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: 0.00134 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: 0.0954 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: 0.9 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: 0.0202 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00265 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: 0.0377 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00472 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0021 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000366 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: 0.0953 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: 0.903 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 : -0.972 -0.148 5.76 1.59 | 3.210 3.220
: 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 : -0.286 -0.117 2.09 1.10 | 3.366 3.353
: 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.