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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.257 sec
: Elapsed time for training with 1000 events: 0.26 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00386 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: 0.000717 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00478 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: 0.0002 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00114 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 = 31522.1
: --------------------------------------------------------------
: 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 | 33063.5 31137.7 0.0100847 0.00106141 88659.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32549.2 30529.4 0.0101184 0.000993526 87672.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31782.4 29804.6 0.0101037 0.00100187 87894.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 30993.4 29135.6 0.0102694 0.00100964 86395 0
: 5 Minimum Test error found - save the configuration
: 5 | 30233.9 28432.5 0.0101464 0.00100516 87515 0
: 6 Minimum Test error found - save the configuration
: 6 | 29419.6 27515.8 0.010217 0.0010154 86941.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28647.7 26812.8 0.0101763 0.00100013 87181.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28152.4 26419.3 0.0100453 0.000988005 88326.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27791.9 26089.9 0.00994978 0.000980795 89196.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27466.7 25790.4 0.0099462 0.000984186 89265.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27160.2 25511.7 0.0102942 0.00100927 86161.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 26872.6 25242.9 0.00999036 0.000981455 88801 0
: 13 Minimum Test error found - save the configuration
: 13 | 26596 24981.3 0.00997009 0.000984175 89028.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26328.1 24726.4 0.0100436 0.00107961 89246.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26067 24478.2 0.00998349 0.000981235 88866.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 25810.5 24237.6 0.0100426 0.000985105 88324.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25564.2 23998.1 0.0100784 0.00108882 88991.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25314.2 23770.9 0.0122085 0.00101004 71438.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25076.1 23544.7 0.00999992 0.000992736 88818 0
: 20 Minimum Test error found - save the configuration
: 20 | 24839.3 23322.8 0.00993626 0.000978755 89310.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24611.7 23097.9 0.0100035 0.00101591 89011.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24380.9 22880.1 0.00996138 0.000981456 89087.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24153.6 22668.6 0.00996487 0.000985286 89090.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 23930.8 22461 0.0100417 0.000990845 88389.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23714.6 22251.8 0.010126 0.000984755 87515.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23496.4 22048.4 0.0101176 0.000987295 87620.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23286.4 21842.9 0.0099967 0.00100005 88922 0
: 28 Minimum Test error found - save the configuration
: 28 | 23073 21644.1 0.010243 0.00125344 88992 0
: 29 Minimum Test error found - save the configuration
: 29 | 22863.8 21449.3 0.00996556 0.000980476 89036.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22657.7 21257.3 0.00994479 0.000984675 89284.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22458.5 21062.1 0.0100533 0.000986736 88236 0
: 32 Minimum Test error found - save the configuration
: 32 | 22254.6 20873.2 0.0100233 0.00100672 88725.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22056.4 20686 0.0099924 0.000994536 88910 0
: 34 Minimum Test error found - save the configuration
: 34 | 21860.7 20500.2 0.00995048 0.000979225 89173.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21664.8 20319.1 0.0100424 0.000987544 88350.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21476.9 20134.1 0.0101129 0.000991325 87704 0
: 37 Minimum Test error found - save the configuration
: 37 | 21282.3 19958 0.00998853 0.000982676 88831.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21098.2 19778.2 0.00995306 0.000982715 89182.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 20910.2 19603.5 0.00998197 0.000984805 88916.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 20726.6 19430.3 0.00997853 0.000992775 89029.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 20545.4 19257.8 0.00998915 0.000984905 88846.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20363.8 19089.7 0.0100224 0.00100145 88682.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20187 18921.4 0.0100185 0.000984396 88553.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20012 18753.2 0.00997167 0.000981215 88983.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 19834.3 18591.5 0.00996556 0.000990245 89133.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19662.1 18430.8 0.0100692 0.000995336 88165.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19494 18267.6 0.0100218 0.000984405 88521.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19322.5 18109.5 0.0101401 0.000992065 87450.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19155.8 17951.9 0.00998718 0.000986325 88880.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 18990.4 17795.5 0.00996754 0.000980225 89014.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18825.3 17642.1 0.00999693 0.000986365 88784.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18664.7 17487.9 0.010095 0.000991255 87875.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18503.3 17336 0.0102587 0.00101724 86566.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18343.8 17185.9 0.0100401 0.000996275 88458.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18185.3 17037.7 0.0100022 0.000987065 88740.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18024.9 16891.8 0.010179 0.000995065 87108.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17866.1 16733.3 0.0102244 0.00100855 86807.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17729.6 16581.7 0.0101115 0.000998845 87790.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17551.4 16445.6 0.0100881 0.000995795 87986.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17395.4 16294.3 0.0101594 0.000999787 87339.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17244.5 16144.5 0.0101083 0.00100042 87836.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17088.5 15998.1 0.0101068 0.000998975 87836.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 16935.3 15849.2 0.0101609 0.00101982 87516.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16785.6 15702.3 0.0101477 0.00100417 87493.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16637.7 15561.9 0.0101413 0.00100486 87561.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16484.1 15413.3 0.0101467 0.00100661 87526 0
: 67 Minimum Test error found - save the configuration
: 67 | 16336.3 15275.3 0.0101597 0.00101797 87511.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16189.6 15131.2 0.0101428 0.00101701 87663.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16044.3 14996.6 0.0101544 0.00101242 87508.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 15900.2 14860.6 0.0101991 0.00100881 87048.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15758.5 14721.1 0.0101686 0.0010076 87327.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15614.1 14586.5 0.0102709 0.00101684 86448.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15472 14455.4 0.0101848 0.00102618 87349.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15334.5 14320.7 0.0103069 0.00101467 86093.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15195.7 14190.4 0.0101822 0.00100694 87190.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15057.7 14060 0.0107121 0.00101531 82501.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 14919.1 13932.3 0.0101573 0.0010056 87415.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14784.7 13802 0.0101927 0.00105126 87513.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14648.5 13676.9 0.0102166 0.00101632 86954.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14518.2 13548.9 0.0101697 0.00101041 87342.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14384.6 13425.1 0.0102048 0.00101069 87012.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14253.9 13303.2 0.0101671 0.00101048 87368.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14125.6 13181.3 0.010263 0.00102881 86634.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 13997.7 13060.1 0.0101812 0.00100875 87217.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 13871.3 12940.3 0.0101854 0.0010089 87179 0
: 86 Minimum Test error found - save the configuration
: 86 | 13745.2 12822.1 0.0102022 0.00101146 87043.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 13620.2 12706.6 0.0101617 0.00100629 87380.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13498.4 12590.2 0.0101574 0.00101196 87475.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13375.3 12476.4 0.0102391 0.00101034 86685.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13256.3 12361.1 0.0102272 0.00100913 86785.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13135.4 12248.6 0.0102033 0.00101004 87020.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 13015.5 12139 0.0101751 0.00101312 87317.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 12899.1 12028.2 0.0103066 0.00103717 86304.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12783.2 11917.7 0.0101693 0.00100951 87338.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12668.6 11806.7 0.010164 0.00100854 87379.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12550.5 11702.3 0.0102255 0.00102769 86977.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12440.2 11593.8 0.010227 0.00101376 86831.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12327 11487.6 0.0101952 0.00101664 87159.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12214.4 11384.3 0.0101845 0.00100918 87190.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12104 11281.1 0.0101869 0.00100818 87158.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 11996.3 11176.5 0.010223 0.00101536 86884.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11886.6 11074.4 0.0101872 0.00101389 87209.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11778.4 10974.4 0.0101954 0.00101475 87139.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11673.1 10873.6 0.0102189 0.00102898 87051.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11567 10773.9 0.0101997 0.00101026 87056.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11461.8 10675.9 0.0102077 0.00101727 87047.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11358.1 10578.8 0.010506 0.00107318 84810 0
: 108 Minimum Test error found - save the configuration
: 108 | 11255.8 10481.4 0.0102935 0.00101277 86200.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11153.9 10385.1 0.0101939 0.00101343 87141.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11052.2 10290.4 0.0103136 0.00103336 86204.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 10951.7 10197.1 0.0102185 0.0010161 86933.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 10852.6 10104.4 0.0102571 0.00101738 86582.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10755.6 10010.8 0.0103252 0.00102177 85990.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10656.4 9919.82 0.0102392 0.00103053 86874.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10559.5 9830.21 0.0101914 0.00101165 87148.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10465 9739.3 0.0102471 0.00101907 86692.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10370.4 9648.71 0.0102294 0.00101221 86794.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10274.4 9561.49 0.0101892 0.00101101 87163.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10181.5 9474.71 0.0102072 0.00101486 87029.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 10090 9387.24 0.0102274 0.00101468 86836.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 9997.9 9301.13 0.0102244 0.00102098 86924.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 9906.9 9215.95 0.0102162 0.00101497 86944.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9816.14 9132.62 0.0102135 0.0010168 86987.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9727.37 9049.34 0.0102381 0.00103088 86888.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9640.68 8964.15 0.0102962 0.00103999 86428.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9549.9 8884.42 0.0102472 0.00102008 86701.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9465.34 8801.83 0.0106767 0.00101944 82839.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9378.7 8720.48 0.0102425 0.00102718 86812.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9292.73 8640.82 0.0102273 0.00102071 86894.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9208.9 8560.72 0.0102065 0.00101417 87028.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9123.12 8484.15 0.0102584 0.00102274 86621 0
: 132 Minimum Test error found - save the configuration
: 132 | 9042.56 8404.55 0.0101866 0.00101144 87191.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 8958.46 8328.2 0.0103199 0.00102355 86055 0
: 134 Minimum Test error found - save the configuration
: 134 | 8877.44 8251.29 0.0102369 0.00103586 86947.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8795.74 8176.3 0.0102292 0.00101843 86855.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8717.02 8099.65 0.0102592 0.00101877 86575.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8635.89 8026.23 0.0102252 0.00101918 86900 0
: 138 Minimum Test error found - save the configuration
: 138 | 8558.94 7950.59 0.0102392 0.00101723 86749.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8479.27 7877.98 0.0102849 0.00102071 86353.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8402.17 7805.47 0.0102132 0.00101753 86997.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8325.76 7733.12 0.0102413 0.00101789 86735.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8248.93 7662.6 0.0104346 0.00103225 85084.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8174.38 7591.52 0.0102258 0.00101435 86848.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8099.58 7521.29 0.0102629 0.00103413 86685.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8025.29 7452.05 0.0102219 0.00102304 86967.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 7951.86 7383.46 0.0102819 0.00101823 86358.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7878.76 7316.02 0.010242 0.00101628 86714.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7807.99 7247.26 0.0102272 0.00102877 86971.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7736.37 7179.44 0.0103132 0.0010324 86199.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7664.01 7114.41 0.0102736 0.00101975 86450.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7594.81 7048.55 0.0104267 0.00102775 85116.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7525.46 6982.97 0.0102407 0.00101665 86729.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7456.49 6918.09 0.0103326 0.00103501 86043.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7387.42 6854.86 0.0104703 0.00105538 84971.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7320.08 6791.56 0.0104087 0.00102703 85272.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7253.04 6728.87 0.0102859 0.00102115 86348.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7185.74 6667.88 0.0102276 0.00101779 86863.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7121.54 6604.75 0.0102328 0.00101671 86804.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7055.93 6542.67 0.0102272 0.0010127 86819.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 6989.91 6482.99 0.0102365 0.00101658 86769 0
: 161 Minimum Test error found - save the configuration
: 161 | 6926.87 6422.2 0.0105965 0.00104067 83718.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6863.05 6362.3 0.0102839 0.0010196 86352.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6799.8 6303.16 0.0102296 0.00101683 86836.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6736.74 6245.41 0.0102851 0.0010397 86529.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6676.72 6186.04 0.0102521 0.00101716 86627.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6613.33 6129.59 0.0102501 0.0010226 86697.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6552.95 6072.96 0.0102142 0.00101436 86957.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6493.28 6015.8 0.0102285 0.00101709 86849.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6432.34 5961.1 0.0102475 0.00104085 86893.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6374.22 5905.05 0.0104959 0.00102575 84476.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6315.59 5849.61 0.0102895 0.00102371 86339.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6256.45 5795.87 0.0102653 0.00101745 86506.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6199.34 5741.88 0.0102258 0.00101652 86869.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6142.53 5688.04 0.0107649 0.00104527 82307.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6085.64 5634.67 0.0102403 0.00101581 86725.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6030.21 5581.07 0.0103041 0.00102802 86243.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 5973.71 5529.2 0.0102619 0.00101896 86552.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5918.17 5478.38 0.0102713 0.0010183 86458.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5863.52 5428.15 0.0102553 0.00102022 86625.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5809.77 5377.85 0.0102558 0.00102152 86633.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5756.98 5326.54 0.0102722 0.00102293 86493 0
: 182 Minimum Test error found - save the configuration
: 182 | 5703.37 5276.6 0.0102519 0.00101727 86630.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5650.49 5227.52 0.0102487 0.00101793 86666.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5598.1 5179.2 0.0104283 0.00115131 86235 0
: 185 Minimum Test error found - save the configuration
: 185 | 5546.62 5130.87 0.0103223 0.00102158 86014.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5496.08 5081.88 0.0102724 0.00102707 86530.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5443.88 5035.87 0.010245 0.00101776 86699.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5394.87 4987.98 0.0102666 0.00101865 86506 0
: 189 Minimum Test error found - save the configuration
: 189 | 5344.01 4941.76 0.010302 0.00101946 86182.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5294.96 4895.99 0.0103873 0.00104288 85612.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5246.12 4850.22 0.0105692 0.0012276 85638.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5198.09 4804.31 0.0103142 0.00102948 86162.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5151 4757.58 0.0102566 0.00102435 86653.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5100.92 4714.84 0.0104248 0.0010602 85428.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5054.93 4671.11 0.0102726 0.00101811 86444.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5007.51 4628.46 0.0102711 0.00101949 86471.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 4962.76 4583.87 0.0102628 0.00101966 86551 0
: 198 Minimum Test error found - save the configuration
: 198 | 4916.31 4540.91 0.010253 0.00101791 86626 0
: 199 Minimum Test error found - save the configuration
: 199 | 4870.27 4499.22 0.0102386 0.00101858 86767.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4825.58 4457.59 0.0102745 0.00102274 86469.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4780.96 4416.71 0.0102556 0.00101853 86607.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4737.69 4374.51 0.0102487 0.00102014 86687.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4694.08 4332.92 0.0102435 0.00101389 86677.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4650.53 4291.94 0.0103225 0.00103588 86145.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4606.66 4252.96 0.0102951 0.00101821 86235.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4564.88 4213.51 0.0102682 0.0010209 86511.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4523.06 4173.58 0.0102438 0.0010164 86698.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4480.9 4135.04 0.0102698 0.00102036 86491.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4439.74 4096.72 0.0103263 0.00103111 86066.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4398.64 4059.38 0.0102724 0.00102054 86468.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4358.6 4021.13 0.0102748 0.00101936 86436 0
: 212 Minimum Test error found - save the configuration
: 212 | 4319 3983.19 0.0102623 0.00102079 86565.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4278.73 3945.69 0.010286 0.00101909 86328.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4239.24 3909.16 0.010355 0.00103484 85835.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4201.39 3871.59 0.0103024 0.00104016 86372.5 0
: 216 Minimum Test error found - save the configuration
: 216 | 4161.86 3835.61 0.0102457 0.00101588 86675.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 4123.25 3800.5 0.0102388 0.00101882 86768.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4086.02 3764.83 0.0102584 0.00101797 86576.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4048.81 3729.2 0.0102555 0.00101907 86613.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4010.84 3695.34 0.0102573 0.00101956 86601.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 3974.61 3660.85 0.0102695 0.0010214 86504.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 3937.67 3627.85 0.0102514 0.00101987 86659.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3902.62 3593.36 0.0102764 0.0010193 86420.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3866.41 3560.01 0.0102442 0.00101724 86702.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3831.33 3526.78 0.0103008 0.00103876 86373.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3796.81 3493.12 0.0102644 0.00102086 86547.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3761.58 3461.58 0.0102409 0.00101705 86731.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3727.62 3428.57 0.0103137 0.0010855 86690.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3692.77 3397.43 0.0160894 0.00175987 55828.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3660.13 3365.31 0.0136461 0.00107328 63629.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3626.35 3334.53 0.0105768 0.00107154 84164.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3593.64 3302.47 0.0105087 0.00108969 84934.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3560.13 3272.65 0.0112416 0.00107773 78710.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3528.66 3241.64 0.0108154 0.00108898 82250.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3496.06 3212.69 0.0109005 0.00110643 81682.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3464.19 3182.1 0.0107039 0.00103437 82733.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3432.83 3152.55 0.01053 0.00106802 84549.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3401.86 3122.98 0.0105822 0.00102735 83726.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3370.75 3094.09 0.0103551 0.00104553 85932.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3339.87 3065.38 0.0103483 0.00102579 85814.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3309.33 3037.87 0.0104136 0.00103451 85296.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3279.86 3010.07 0.0102952 0.00102287 86278.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3250.39 2981.6 0.0104127 0.00105058 85450.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3219.89 2954.21 0.0104815 0.00106682 84973.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3191.11 2926.64 0.0102742 0.00102039 86451.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3162.09 2899.01 0.0102611 0.00101822 86553 0
: 247 Minimum Test error found - save the configuration
: 247 | 3133.43 2872.17 0.0106622 0.00103867 83129.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3105.07 2845.11 0.0105755 0.00103498 83853.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3076.63 2818.61 0.0103007 0.00102998 86293.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3049.08 2791.96 0.0103335 0.00103808 86064 0
: 251 Minimum Test error found - save the configuration
: 251 | 3021 2767.22 0.0105673 0.00105433 84095.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 2993.47 2741.18 0.010422 0.00103103 85188.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 2966.85 2715.04 0.0104005 0.00102639 85341 0
: 254 Minimum Test error found - save the configuration
: 254 | 2939.62 2690.07 0.0103612 0.00104287 85852.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2912.4 2665.38 0.0111294 0.00102725 79191.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2886.37 2640.92 0.0110423 0.00115144 80882.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2861.05 2615.38 0.0102904 0.00102663 86358.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2834.06 2591.61 0.0103023 0.00103951 86366.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2808.91 2568.03 0.0103355 0.00102699 85942.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2783.8 2544.56 0.0102782 0.00102137 86422.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2757.53 2521.3 0.0103479 0.00105845 86119.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2733.67 2497.06 0.0103051 0.00102246 86182.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2708.61 2474.06 0.011316 0.00131524 79994 0
: 264 Minimum Test error found - save the configuration
: 264 | 2683.61 2451.58 0.0105066 0.00106105 84696.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2659.6 2428.97 0.0102958 0.00102592 86300.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2635.41 2406.78 0.0104218 0.0010255 85140 0
: 267 Minimum Test error found - save the configuration
: 267 | 2611.53 2385 0.010282 0.00102976 86465.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2588.19 2362.57 0.0104012 0.0010294 85362.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2564.46 2340.79 0.0109404 0.0013848 83720.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2541.61 2318.82 0.0103176 0.00102333 86074.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2517.84 2298.4 0.0102907 0.001021 86302.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2495.58 2276.83 0.0103411 0.00102964 85915.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2472.58 2256.15 0.0103934 0.0010278 85418.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2450.85 2234.96 0.0103103 0.00103885 86286.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2427.84 2214.46 0.0102756 0.00103949 86616.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2406.13 2194.32 0.0103086 0.00102226 86147.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2383.79 2175.14 0.0102665 0.00101545 86476.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2362.81 2154.44 0.0103137 0.00101973 86077.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2340.49 2135.1 0.0102845 0.00102135 86364.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2319.72 2115.06 0.0102846 0.00102301 86378.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2298.43 2095.65 0.0102751 0.00101691 86409.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2276.76 2077.15 0.010245 0.00102002 86720.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2256.86 2057.35 0.0103233 0.00102301 86018.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2235.85 2038.56 0.0103202 0.00103599 86168 0
: 285 Minimum Test error found - save the configuration
: 285 | 2215.14 2019.67 0.0103298 0.00105662 86270.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2195.02 2001.38 0.0103122 0.00102648 86153.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2175.24 1983.15 0.0105025 0.00104009 84544.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2154.69 1964.53 0.0103719 0.00104469 85770.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2134.9 1946.59 0.0104224 0.00102773 85154.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2115.23 1928.91 0.0103333 0.00103986 86082.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2096.26 1910.64 0.0104896 0.00102926 84563.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2076.33 1893.16 0.0104426 0.00102542 84951.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2057.14 1876.09 0.0104703 0.00102739 84719.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2038.42 1859.29 0.0103524 0.00104098 85916.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2019.88 1841.54 0.0102945 0.00102273 86283.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2000.48 1825.74 0.0102454 0.00101614 86680.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 1981.95 1808.78 0.0102947 0.00101958 86252.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1963.69 1792.25 0.010314 0.00102911 86161.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1945.75 1775.74 0.0103971 0.00103162 85419.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1928.08 1758.62 0.0103256 0.0010225 85992.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1909.6 1744.06 0.0102843 0.00101874 86340.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1891.63 1728.07 0.0102929 0.0010217 86288.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1874.1 1713.3 0.0102553 0.0010203 86627.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1857.01 1695.91 0.0103289 0.00105999 86309.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1839.47 1679.92 0.0102955 0.00102191 86266.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1821.47 1665.06 0.0102522 0.00102112 86663.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1804.8 1649.89 0.0102924 0.00101713 86250.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1787.87 1635.1 0.0103769 0.00109692 86206.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1770.69 1620.27 0.0102861 0.00102085 86343.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1754.43 1605.41 0.0104262 0.00102944 85135.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1737.89 1590.72 0.0104296 0.00102881 85099.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1721.33 1576.35 0.0102712 0.00102523 86524.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1705.32 1561.58 0.0103619 0.00102428 85675.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1688.82 1547.4 0.0102996 0.00104147 86410.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1673.12 1533.11 0.0102529 0.00101679 86616.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1657.15 1518.94 0.0102633 0.00101739 86524.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1641.17 1505.43 0.0102544 0.0010161 86595.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1625.89 1491.29 0.0102787 0.0010241 86443.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1609.95 1478.1 0.0102613 0.00101793 86548.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 1595.14 1464.07 0.0102591 0.00103036 86685.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1579.39 1451.24 0.0103048 0.00102053 86166.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1565.22 1437.14 0.0102541 0.00102093 86643.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1549.56 1424.06 0.0104258 0.0010481 85309.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1534.48 1411.39 0.0103134 0.00102534 86132.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1520.36 1398.12 0.0103188 0.00102082 86040.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1505.37 1385.44 0.0104208 0.0010234 85129.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1491.35 1372.67 0.0106883 0.0010594 83083.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1477.51 1359.18 0.0119026 0.00140778 76228.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1462.5 1347.19 0.0123438 0.00133009 72636.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1448.62 1334.7 0.0111267 0.00104373 79341.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1434.9 1322.37 0.0103967 0.00104656 85560.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1421.27 1309.7 0.0103419 0.00102673 85881 0
: 333 Minimum Test error found - save the configuration
: 333 | 1407.45 1297.42 0.0105424 0.00107554 84505.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1393.69 1285.65 0.0103094 0.00102217 86139.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1380.36 1274.01 0.0104516 0.00102637 84878.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1367.05 1262.86 0.0103933 0.001029 85430.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1354.05 1250.96 0.0103944 0.00102631 85396.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1341.1 1239.02 0.0107959 0.00105309 82112.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1327.93 1227.52 0.0116386 0.00104869 75543.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1315.27 1216.01 0.0105061 0.00103717 84487.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1302.6 1204.54 0.010518 0.00103345 84347.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1289.79 1193.51 0.0106136 0.00104937 83645.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1277.65 1182.08 0.0104095 0.00105097 85483.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1265 1171.27 0.010372 0.00102575 85595.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1252.81 1160.62 0.0103249 0.00104306 86190.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1240.87 1149.9 0.010423 0.00105962 85439.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1229.19 1138.94 0.0103877 0.00103321 85520 0
: 348 Minimum Test error found - save the configuration
: 348 | 1216.85 1128.35 0.0103165 0.00103998 86239.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1205.52 1117.43 0.0103555 0.00104771 85949.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1193.53 1107.13 0.01042 0.00112305 86049.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1182.42 1096.91 0.0104005 0.00104619 85522.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1170.6 1086.4 0.0104532 0.00115259 86015.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1159.24 1076.99 0.0104374 0.00106603 85366.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1148.36 1066.59 0.0103359 0.00104245 86082.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1137.21 1055.96 0.01035 0.00104873 86009.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1126.04 1045.95 0.0103451 0.00102997 85881.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1115.14 1035.92 0.0103615 0.00102319 85668.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1104.25 1026.38 0.0103136 0.00102596 86135.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1093.68 1016.84 0.0102996 0.00102523 86259 0
: 360 Minimum Test error found - save the configuration
: 360 | 1082.9 1006.87 0.010311 0.00102403 86142.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1072.95 997.139 0.0103245 0.0010322 86093 0
: 362 Minimum Test error found - save the configuration
: 362 | 1061.61 988.287 0.010358 0.00103038 85766.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1051.67 978.921 0.0104938 0.00104633 84678.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1041.58 969.052 0.0103565 0.00102494 85730.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1031.08 959.971 0.0106448 0.00115611 84310.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1021.05 950.968 0.0110324 0.00103521 80022.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1011.2 942.101 0.0104586 0.00105045 85032.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1001.04 932.856 0.0105925 0.00103265 83683.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 991.557 923.594 0.0104385 0.00104241 85142 0
: 370 Minimum Test error found - save the configuration
: 370 | 981.371 915.179 0.010353 0.00102761 85787.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 971.87 906.394 0.0103184 0.00103402 86166.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 962.612 897.846 0.0109434 0.00104929 80856.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 952.938 888.737 0.0103994 0.00108197 85860.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 943.562 880.297 0.0103089 0.00102593 86179.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 934.656 871.61 0.0103721 0.00104282 85751.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 925.219 863.463 0.010407 0.00103478 85358.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 916.275 854.566 0.0102875 0.00101882 86312 0
: 378 Minimum Test error found - save the configuration
: 378 | 906.807 846.529 0.0103133 0.00102715 86149.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 898.104 838.034 0.0103106 0.00102074 86115.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 889.073 829.801 0.0103164 0.00102217 86075 0
: 381 Minimum Test error found - save the configuration
: 381 | 880.118 821.678 0.0103383 0.00102294 85879.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 871.73 813.583 0.0104915 0.00102706 84527 0
: 383 Minimum Test error found - save the configuration
: 383 | 862.754 806.232 0.0104015 0.00104217 85476 0
: 384 Minimum Test error found - save the configuration
: 384 | 854.521 797.99 0.0103625 0.0010628 86024.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 846.056 790.148 0.0104362 0.00105711 85296.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 837.382 782.276 0.0104186 0.00105363 85424.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 829.112 774.554 0.0105106 0.0010424 84493.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 820.697 767.155 0.0104208 0.00110282 85855.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 812.666 759.427 0.0104018 0.00106785 85708.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 804.523 751.923 0.0103509 0.00104481 85964.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 796.508 744.408 0.0103143 0.00104185 86277.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 788.442 737.078 0.0105054 0.00103581 84480.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 780.671 729.755 0.0104016 0.001095 85960.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 773.033 722.321 0.010411 0.00102802 85260.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 765.154 715.171 0.0104991 0.00112085 85303.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 757.287 708.146 0.0104233 0.00103986 85256.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 749.788 701.224 0.010368 0.00102552 85630.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 742.297 694.244 0.0103547 0.0010408 85893 0
: 399 Minimum Test error found - save the configuration
: 399 | 734.994 686.982 0.0103987 0.00103349 85422.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 727.435 680.084 0.0104126 0.00103782 85335.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 720.096 672.948 0.0105007 0.00103306 84497.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 712.561 666.655 0.0103685 0.00102763 85645.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 705.734 659.707 0.0106841 0.00107453 83250.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 698.705 653.182 0.010529 0.00110707 84908.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 691.886 645.648 0.0103932 0.00102337 85380 0
: 406 Minimum Test error found - save the configuration
: 406 | 684.354 639.315 0.0103111 0.00102163 86119.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 677.477 632.844 0.0103077 0.00102312 86164 0
: 408 Minimum Test error found - save the configuration
: 408 | 670.706 626.147 0.0111132 0.00103864 79407.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 663.398 620.201 0.0103486 0.00103041 85853.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 657.157 614.147 0.0103957 0.00102753 85395.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 650.862 608.3 0.01055 0.00102902 84025 0
: 412 Minimum Test error found - save the configuration
: 412 | 643.472 601.203 0.0105596 0.00107443 84341.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 636.92 594.985 0.0104928 0.00104765 84699.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 631.009 588.784 0.0104824 0.00103092 84642.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 624.209 582.485 0.0103604 0.00102494 85694.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 617.663 576.938 0.0103915 0.00102761 85434.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 611.35 570.787 0.0105907 0.00104798 83833.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 605.067 564.867 0.0103586 0.00104864 85929.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 599.17 558.925 0.0105082 0.0010432 84522.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 592.963 553.276 0.0104866 0.00107051 84960.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 587.061 546.92 0.0105225 0.00107557 84683.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 580.792 541.911 0.0103255 0.0010471 86221.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 575.049 536.624 0.0104708 0.00107354 85130.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 569.006 530.841 0.0103875 0.00102707 85466.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 562.747 524.827 0.0104395 0.00102764 84999.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 557.246 519.319 0.0103754 0.00103583 85656.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 551.227 513.606 0.0103167 0.00102409 86090.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 545.812 508.028 0.0103395 0.00103481 85978.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 539.896 502.831 0.0112806 0.00103846 78108.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 534.443 497.203 0.0106451 0.00102973 83199.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 528.649 492.061 0.0105189 0.00105543 84535.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 523.623 486.787 0.0106053 0.00106821 83882.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 517.94 481.452 0.0104995 0.00104881 84650.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 512.372 476.358 0.0103269 0.00102298 85985.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 507.198 471.57 0.0107803 0.0010276 82028.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 501.956 466.435 0.0103871 0.0010225 85427.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 496.842 461.682 0.0103054 0.00102031 86160.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 491.566 457.068 0.0108193 0.00102248 81659 0
: 439 Minimum Test error found - save the configuration
: 439 | 486.587 451.465 0.0103706 0.00102553 85606.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 481.186 447.032 0.010906 0.00135187 83733.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 476.397 441.988 0.0110774 0.00104129 79712.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 471.564 437.101 0.0111385 0.00123864 80809.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 466.496 432.89 0.0114373 0.00142968 79939.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 461.815 427.345 0.0109372 0.0010399 80830 0
: 445 Minimum Test error found - save the configuration
: 445 | 456.773 423.511 0.0105041 0.0010303 84443.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 451.997 418.241 0.0103711 0.00103197 85660.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 447.225 413.923 0.0103305 0.00102504 85971 0
: 448 Minimum Test error found - save the configuration
: 448 | 442.627 409.886 0.0105271 0.00102965 84233.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 437.903 404.807 0.0104923 0.00117374 85850.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 433.324 400.179 0.0103247 0.00103355 86103.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 428.748 396.349 0.0103321 0.00102258 85933.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 424.484 391.833 0.0104723 0.00104653 84874 0
: 453 Minimum Test error found - save the configuration
: 453 | 419.771 388.13 0.0103457 0.00103198 85895.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 415.602 383.243 0.0103345 0.001024 85924.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 411.021 378.951 0.010297 0.00102005 86235.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 406.905 374.476 0.0103102 0.0010197 86109 0
: 457 Minimum Test error found - save the configuration
: 457 | 402.569 370.617 0.0103184 0.00101951 86031.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 398.631 366.947 0.0103175 0.00102574 86097.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 394.162 362.576 0.0103217 0.00102681 86068.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 389.945 358.489 0.0103555 0.00102312 85723.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 385.778 354.449 0.0110276 0.00103049 80023.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 381.433 350.297 0.0103962 0.00104819 85579.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 377.461 346.754 0.0105202 0.00102824 84282.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 373.7 342.766 0.0103448 0.00102254 85816.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 369.861 338.984 0.0106116 0.00103721 83556.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 365.612 335.222 0.0104722 0.00121406 86410.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 361.84 331.438 0.0103178 0.00102178 86058.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 358.169 327.992 0.0104609 0.00103093 84836 0
: 469 Minimum Test error found - save the configuration
: 469 | 354.287 324.269 0.0103438 0.00102184 85819 0
: 470 Minimum Test error found - save the configuration
: 470 | 350.377 320.544 0.0103333 0.00102052 85903.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 346.545 316.766 0.0105457 0.00108131 84527.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 342.904 313.164 0.010467 0.00104323 84891.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 339.217 309.787 0.0103287 0.00102324 85971 0
: 474 Minimum Test error found - save the configuration
: 474 | 335.684 306.286 0.0103316 0.00105373 86226.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 332.094 302.812 0.0103366 0.00104878 86134.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 328.723 299.148 0.0103338 0.0010577 86243.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 325.226 295.477 0.0103358 0.00106036 86249.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 321.6 292.314 0.0106832 0.00104395 82994 0
: 479 Minimum Test error found - save the configuration
: 479 | 318.389 289.9 0.0103404 0.00102503 85880 0
: 480 Minimum Test error found - save the configuration
: 480 | 314.546 286.573 0.0103867 0.00107666 85928.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 311.466 282.897 0.0103852 0.00102215 85442.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 307.897 279.655 0.0103662 0.00105375 85906.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 304.892 276.003 0.0103188 0.00102112 86043.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.378 273.14 0.010339 0.00104024 86032.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.414 269.521 0.0103228 0.00102297 86022.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 294.853 266.82 0.0103113 0.00102532 86151.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.904 263.94 0.0103093 0.00102285 86147.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.444 260.809 0.0104157 0.00102491 85190.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 285.25 257.506 0.010334 0.00102514 85939.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 282.17 255.521 0.0103268 0.00103891 86134 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.563 251.825 0.0104085 0.00105846 85561.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.682 249.615 0.0105868 0.00104884 83875.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.591 246.423 0.0103423 0.00102202 85834.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.286 243.009 0.0103402 0.00102296 85862.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.093 240.706 0.0103101 0.00103454 86248.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.363 237.6 0.0103647 0.00107057 86075.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.414 234.661 0.0104216 0.00102888 85172.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 258.413 232.957 0.0103472 0.00102414 85808.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 255.736 229.339 0.0109314 0.00103085 80803.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 252.811 226.553 0.0105203 0.00115679 85438.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.016 224.364 0.0103043 0.00102129 86178.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.712 221.167 0.0103577 0.00106076 86049.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 244.514 218.666 0.0103214 0.00102119 86019.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 241.796 217.054 0.0103037 0.00101947 86167.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.251 214.913 0.0103552 0.00104821 85957.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 236.629 211.749 0.0103507 0.00102888 85820.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.142 209.847 0.0111244 0.00102762 79233.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 231.909 206.832 0.0119283 0.00116776 74345.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.156 204.905 0.0138123 0.00169434 66017.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.501 202.421 0.0131583 0.00105521 66098.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 223.809 200.445 0.0104486 0.00103231 84958.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.453 198.22 0.0103416 0.00102762 85892.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.228 195.914 0.0103589 0.001052 85958.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 216.618 193.225 0.0104794 0.00104737 84817.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.225 190.622 0.0106575 0.00127768 85289.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 211.711 188.76 0.0104392 0.00104292 85140.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.467 187.183 0.0103595 0.00107577 86172.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.269 184.593 0.0103836 0.00103524 85576.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 204.986 182.213 0.0104524 0.00107226 85286.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.573 180.133 0.0103774 0.00106916 85945.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.435 178.576 0.0104377 0.00110359 85707.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.396 176.102 0.0103579 0.00106492 86086.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.061 174.083 0.0108912 0.00106123 81383.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.701 171.861 0.0105613 0.00102526 83892.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.592 170.458 0.010637 0.00103357 83303.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.579 168.287 0.0103959 0.0010217 85340.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.262 166.262 0.0103315 0.0010218 85931.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.207 164.67 0.0104278 0.00102109 85045.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.401 162.461 0.0104688 0.00104687 84908.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.161 160.712 0.0103498 0.00102314 85776 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.035 158.41 0.0105264 0.00104768 84399.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.118 156.397 0.0103273 0.001021 85962.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.892 154.917 0.0108464 0.00102331 81440.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.026 153.524 0.0103453 0.00102767 85858.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 170.851 152.177 0.0103623 0.00102002 85632.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.413 150.242 0.0103267 0.00101893 85950 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.355 148.558 0.0104798 0.001026 84621.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.235 146.533 0.0104704 0.00102743 84719.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.251 144.089 0.0103266 0.00102925 86045.9 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.483 142.132 0.0103486 0.00102283 85783.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.609 141.036 0.0103737 0.00103671 85680.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.884 138.956 0.0103583 0.00102344 85700.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.881 138.817 0.010352 0.00102052 85731.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.223 135.699 0.0103147 0.00101749 86046.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.398 134.849 0.0103989 0.00106202 85682 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.543 133.251 0.0103361 0.00102257 85896.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.251 133.219 0.0103464 0.00102096 85786.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.207 129.678 0.0104337 0.00102537 85031.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.459 128.595 0.0103418 0.00103421 85951.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.651 126.46 0.0106188 0.00104696 83578.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.243 126.228 0.0105254 0.00106637 84574.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.506 123.607 0.0103978 0.00105859 85659.9 0
: 553 | 138.872 123.662 0.0103142 0.00102943 86163.1 1
: 554 Minimum Test error found - save the configuration
: 554 | 137.245 120.98 0.0105349 0.00108033 84614.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.857 119.864 0.010405 0.00104874 85504.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.013 117.817 0.0110374 0.00119663 81294.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.955 117.055 0.0103853 0.00106918 85872.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.465 115.137 0.0104065 0.00102619 85284.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.494 113.784 0.0104941 0.00102863 84518.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.261 113.279 0.0106997 0.00136999 85747.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.707 112.582 0.0121761 0.00106757 72016.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.991 112.134 0.0103713 0.00102323 85579.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.544 109.73 0.0103632 0.00102454 85665.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.03 108.666 0.0105147 0.00103221 84365.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.98 107.284 0.0103298 0.00102023 85932.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.242 106.312 0.0103744 0.00102249 85544.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.635 104.118 0.010419 0.00102403 85151.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.09 102.505 0.0105035 0.00116848 85698.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.878 100.953 0.0103941 0.00102268 85366.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.387 100.149 0.0103809 0.00102757 85531 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.537 99.1201 0.0103161 0.00103899 86233.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.08 98.1666 0.0102978 0.00101592 86189.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.442 96.8584 0.0102478 0.00101264 86625.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.179 94.7225 0.0103489 0.00102522 85802.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.85 93.873 0.0103016 0.00101405 86137.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.563 93.6184 0.0102644 0.00102515 86587.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.383 91.8858 0.010258 0.00101856 86585.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.959 90.0779 0.0102758 0.00101785 86412 0
: 579 | 101.755 90.4808 0.0102711 0.000981346 86116.5 1
: 580 Minimum Test error found - save the configuration
: 580 | 100.687 88.8336 0.0103163 0.00101994 86055.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.5542 87.2678 0.0102986 0.00103486 86358.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.2696 85.7784 0.0103154 0.00101659 86032.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.059 84.7978 0.0102718 0.00101628 86435.2 0
: 584 | 96.0675 84.9483 0.0102399 0.000985426 86444.3 1
: 585 Minimum Test error found - save the configuration
: 585 | 95.0778 82.588 0.0103114 0.00101866 86088.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.5224 82.2686 0.0102946 0.00102415 86295.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.451 80.815 0.0103644 0.00102014 85614 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.306 79.0691 0.0103166 0.0010183 86037.4 0
: 589 | 90.1839 79.9865 0.0102475 0.000982045 86342.4 1
: 590 Minimum Test error found - save the configuration
: 590 | 89.1827 77.8448 0.0103874 0.0011064 86197.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.218 77.4949 0.0103068 0.00103486 86281.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.2899 75.5792 0.0102907 0.00101406 86237.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.1797 75.1776 0.0102726 0.00101724 86435.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.2333 74.4174 0.010264 0.00101586 86504.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.1588 72.9261 0.0102803 0.00102192 86407.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.1275 72.5558 0.0102678 0.00102931 86594.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.6252 72.0849 0.0102619 0.00101446 86510.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.5417 70.834 0.0102603 0.00101812 86559.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.1696 69.8895 0.0102794 0.00101688 86369.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.6555 68.6393 0.0103059 0.00101998 86151.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.6424 68.2151 0.010318 0.00103403 86170.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.5559 66.7566 0.010288 0.0010193 86311.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.6359 66.0061 0.0103145 0.00102581 86125.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.6929 65.3744 0.01032 0.00101794 86002.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.6951 64.428 0.010265 0.00101478 86484.8 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.0182 63.3142 0.0103154 0.00102019 86066.3 0
: 607 | 73.4927 63.5868 0.0102365 0.000985726 86479 1
: 608 Minimum Test error found - save the configuration
: 608 | 72.7228 61.6226 0.0102589 0.00101345 86528.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.68 60.9316 0.0103039 0.00101825 86154 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.5635 60.1033 0.0102867 0.00101821 86314.3 0
: 611 | 69.5739 60.3678 0.0103391 0.000998056 85643.1 1
: 612 Minimum Test error found - save the configuration
: 612 | 68.9056 58.7312 0.0102761 0.00102195 86447.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.0449 58.1043 0.0102734 0.00101786 86434.8 0
: 614 | 67.3306 58.3332 0.0102605 0.000991326 86307.6 1
: 615 Minimum Test error found - save the configuration
: 615 | 66.5239 56.4783 0.0102649 0.0010183 86518.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.55 56.0446 0.0102713 0.00101345 86413.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.1088 54.5603 0.0102704 0.00101847 86468.3 0
: 618 | 64.4681 54.8971 0.0103412 0.000988456 85536.5 1
: 619 Minimum Test error found - save the configuration
: 619 | 63.4316 53.9165 0.0102987 0.00102404 86256.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.6817 52.8957 0.0103075 0.00102045 86141 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.7446 51.9333 0.0102689 0.0010176 86474.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.0955 51.0388 0.0103299 0.00103144 86035.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.318 50.8528 0.0103402 0.00102348 85867 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.5365 49.7605 0.0103061 0.00101744 86126.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.9874 48.6837 0.0102693 0.00101826 86476.5 0
: 626 | 58.1837 48.8063 0.0102675 0.000992625 86254.1 1
: 627 | 57.5518 49.3052 0.0102512 0.000981935 86307 2
: 628 Minimum Test error found - save the configuration
: 628 | 56.9425 47.7951 0.0102615 0.0010179 86546.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.1176 46.4775 0.0103348 0.00102239 85907 0
: 630 | 55.3799 46.6101 0.0103366 0.00105727 86212.8 1
: 631 Minimum Test error found - save the configuration
: 631 | 54.7316 45.3182 0.0104405 0.00103068 85017.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.1291 45.0684 0.0103447 0.00102596 85848.3 0
: 633 | 53.6091 45.2798 0.0102646 0.000984015 86201 1
: 634 Minimum Test error found - save the configuration
: 634 | 53.0556 44.6602 0.0102804 0.00101944 86384.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.2308 42.8397 0.0103526 0.00102374 85755.8 0
: 636 | 51.4879 43.6154 0.0102542 0.000985976 86316.8 1
: 637 Minimum Test error found - save the configuration
: 637 | 50.9862 42.1449 0.010315 0.00102188 86084.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.3632 41.4168 0.0102913 0.00101282 86220.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.955 41.0204 0.0103311 0.00103165 86026.1 0
: 640 | 49.129 41.3643 0.0102254 0.000983126 86559.2 1
: 641 Minimum Test error found - save the configuration
: 641 | 48.5931 40.1173 0.0103256 0.00103958 86150.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.2064 39.0096 0.0103265 0.00103545 86104.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.3512 38.5927 0.0102957 0.00102275 86272.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.1217 38.5697 0.0103239 0.00101983 85983.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.8491 38.0273 0.0103161 0.00102256 86081.5 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.4547 37.2568 0.0102611 0.0010139 86512.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.2318 37.123 0.0102769 0.00101936 86416.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.5237 36.305 0.0103021 0.00102647 86247.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.103 36.1801 0.0103262 0.00102119 85975.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.6156 35.3153 0.010273 0.00101687 86429.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.9817 34.3207 0.0103878 0.00102837 85475.6 0
: 652 | 42.5756 34.4064 0.0102966 0.000985905 85922.4 1
: 653 Minimum Test error found - save the configuration
: 653 | 42.1098 33.4143 0.0102786 0.00102269 86430.9 0
: 654 | 41.3331 33.6048 0.0103087 0.000982965 85784.1 1
: 655 Minimum Test error found - save the configuration
: 655 | 40.9602 32.9312 0.0103062 0.00102957 86238.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.7489 31.762 0.010304 0.00102916 86255 0
: 657 | 40.2162 31.8592 0.0102412 0.000985665 86434.5 1
: 658 | 39.6483 31.9785 0.0102731 0.000983986 86122.4 2
: 659 Minimum Test error found - save the configuration
: 659 | 39.1173 31.1516 0.0102965 0.00102703 86305 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.6477 30.85 0.0102683 0.00102297 86530 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.3141 30.0906 0.0102802 0.00102159 86406 0
: 662 | 37.9831 30.8645 0.0102602 0.000985626 86257.1 1
: 663 Minimum Test error found - save the configuration
: 663 | 37.4206 28.9258 0.0102757 0.00102196 86451.5 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.8322 28.8104 0.0103126 0.00101717 86063.7 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.4302 28.1882 0.0102746 0.00101658 86411.1 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.9739 27.8054 0.0102799 0.00101687 86364.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.4964 27.7377 0.0102985 0.00102034 86223.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.1567 27.5394 0.0103016 0.00101706 86164.6 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.7052 26.8893 0.0102836 0.00101968 86356.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.3902 26.3359 0.0102805 0.00101811 86370.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.921 25.8215 0.010396 0.00102633 85382.3 0
: 672 | 33.3879 25.8395 0.0103083 0.000985915 85815.3 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.2016 25.1222 0.0102797 0.00101863 86383 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.4236 24.581 0.0103105 0.00101782 86089.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.2487 24.4923 0.0102827 0.00102185 86385.5 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.7217 24.0008 0.0102721 0.00101851 86452.7 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.5743 23.3423 0.0102745 0.00102117 86455.4 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.0869 23.1601 0.0103139 0.00102102 86087.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.6146 22.9665 0.0102791 0.00101968 86398.1 0
: 680 | 30.1526 23.0908 0.0102607 0.000984686 86243.9 1
: 681 Minimum Test error found - save the configuration
: 681 | 29.9037 22.5341 0.010292 0.00102074 86287.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.3687 21.8095 0.0103134 0.00103705 86240.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.8171 21.6292 0.0102831 0.00101971 86361.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.8708 21.0792 0.0103443 0.00102049 85802 0
: 685 | 28.6198 21.2165 0.0102854 0.000989886 86062.9 1
: 686 | 28.1894 21.2378 0.010247 0.000983956 86364.7 2
: 687 Minimum Test error found - save the configuration
: 687 | 27.6918 20.1927 0.0102775 0.00102369 86450.8 0
: 688 | 27.3034 20.7378 0.0102873 0.000986355 86013 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.2202 19.8821 0.0102768 0.00101847 86408.7 0
: 690 | 26.4482 20.0963 0.0102496 0.000987825 86376.9 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.2907 19.581 0.0103998 0.00103615 85437.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.9127 19.061 0.0103219 0.00103871 86177.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.7068 18.5534 0.0102742 0.00101666 86415.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.17 18.4019 0.0103193 0.00101903 86018.8 0
: 695 | 24.7618 19.1804 0.0102379 0.000985126 86460.4 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.4568 17.9447 0.0102835 0.00102048 86365.3 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.1904 17.2231 0.0102799 0.00101918 86385.9 0
: 698 | 23.8512 17.3672 0.0102991 0.000985405 85894.8 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.6002 16.7927 0.010365 0.00105703 85947.4 0
: 700 | 23.1082 17.2253 0.0104133 0.000987506 84873.8 1
: 701 Minimum Test error found - save the configuration
: 701 | 22.762 16.1734 0.0103069 0.00102488 86188.6 0
: 702 | 22.4642 16.4426 0.0102803 0.000985475 86069.2 1
: 703 | 22.2044 16.6185 0.0102411 0.000985635 86435.6 2
: 704 Minimum Test error found - save the configuration
: 704 | 22.1657 16.0257 0.010318 0.00103374 86167.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.9675 15.7651 0.0102873 0.00101959 86320.8 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.4371 15.2801 0.0102811 0.00101741 86358.6 0
: 707 | 21.1163 15.3634 0.0107277 0.000985285 82115.4 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.6946 15.2261 0.0103136 0.0010303 86175.8 0
: 709 | 20.5464 15.4819 0.0102609 0.000986685 86260.7 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.5718 14.4829 0.010306 0.00102272 86176.7 0
: 711 | 19.9897 14.7069 0.0102493 0.000984785 86351.2 1
: 712 | 19.6745 14.5874 0.0103931 0.000986205 85044.4 2
: 713 Minimum Test error found - save the configuration
: 713 | 19.3546 14.1487 0.0102837 0.00102337 86390.2 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.1261 14.128 0.0102781 0.00101686 86381.3 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.9238 14.0342 0.0103068 0.00102011 86144.7 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.7966 13.3158 0.0103545 0.0010269 85767 0
: 717 | 18.6975 13.4596 0.0102578 0.000985685 86280.2 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.2477 12.636 0.0103195 0.00103121 86129.6 0
: 719 | 18.0138 12.8077 0.0102652 0.00100435 86384.9 1
: 720 | 17.689 12.6835 0.010311 0.000987975 85808.6 2
: 721 | 17.4691 12.7149 0.0102497 0.000985286 86351.8 3
: 722 Minimum Test error found - save the configuration
: 722 | 17.2211 12.2032 0.0103159 0.00104074 86252.3 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.9991 11.9739 0.0102969 0.00101838 86220.3 0
: 724 | 16.6853 12.2855 0.0102469 0.000985126 86376.3 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.5721 11.6534 0.0103067 0.00101796 86125.9 0
: 726 | 16.4634 12.6743 0.0102683 0.000986946 86194.5 1
: 727 | 16.7843 11.9589 0.0102517 0.000987005 86349.3 2
: 728 | 16.1851 11.9292 0.0102499 0.000983666 86334.7 3
: 729 Minimum Test error found - save the configuration
: 729 | 15.8079 10.9967 0.0103046 0.00102041 86168.4 0
: 730 | 15.5311 11.0599 0.0102565 0.000984705 86283.3 1
: 731 | 15.3104 11.0136 0.0102609 0.000985775 86252 2
: 732 | 15.2713 11.2734 0.0104053 0.000995385 85016.3 3
: 733 | 14.9973 11.0751 0.0102656 0.000987005 86220 4
: 734 Minimum Test error found - save the configuration
: 734 | 14.7198 10.3037 0.0103002 0.00102559 86256.9 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.5106 10.1798 0.0102938 0.00101739 86240.4 0
: 736 | 14.3244 10.5583 0.010262 0.000990155 86283 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.0274 10.098 0.0102867 0.00101928 86323.8 0
: 738 | 14.0927 11.56 0.0102512 0.000984286 86328.5 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.0175 9.57497 0.0103236 0.00101758 85965.4 0
: 740 | 13.7312 9.94602 0.0102535 0.000984346 86307.6 1
: 741 | 13.3434 9.70299 0.0102445 0.000985155 86399.4 2
: 742 | 13.5343 9.66432 0.0102701 0.000986426 86172.7 3
: 743 Minimum Test error found - save the configuration
: 743 | 13.1591 9.14101 0.0103412 0.00103923 86003.2 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.7871 8.97415 0.0102713 0.0010171 86447 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.6039 8.58772 0.0103448 0.00103053 85889.4 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.3824 8.57687 0.0103345 0.00101892 85877.3 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.1551 8.27582 0.0102783 0.00102108 86418.9 0
: 748 | 12.0096 8.40256 0.0102516 0.000983725 86319.7 1
: 749 | 11.9721 8.4495 0.0102676 0.000985496 86187.8 2
: 750 Minimum Test error found - save the configuration
: 750 | 11.9461 8.11751 0.0103092 0.00102155 86136.2 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.6801 7.96021 0.0102814 0.00101998 86379.8 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.5591 7.86561 0.0103767 0.00102389 85535.6 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.4558 7.43444 0.010334 0.00104172 86092.7 0
: 754 | 11.2315 8.25419 0.0103417 0.000983775 85488.6 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.2484 6.92297 0.010288 0.00101983 86316.6 0
: 756 | 10.9102 7.20149 0.0102529 0.000985495 86323.8 1
: 757 | 10.8821 7.91894 0.0102378 0.000986396 86473.4 2
: 758 Minimum Test error found - save the configuration
: 758 | 10.8851 6.5988 0.0103222 0.0010245 86042.7 0
: 759 | 10.4847 6.70691 0.0102704 0.000984776 86154.9 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.3592 6.2681 0.0102747 0.00101885 86431.7 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.0684 6.21557 0.0103288 0.00103621 86089.7 0
: 762 | 10.2339 6.65916 0.01028 0.000985906 86076.3 1
: 763 | 10.0087 6.34849 0.0102636 0.000985285 86222.5 2
: 764 Minimum Test error found - save the configuration
: 764 | 10.0857 6.15608 0.0102877 0.00102307 86350.1 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.80225 5.78274 0.0102882 0.00102172 86332.5 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.7631 5.46905 0.0102985 0.0010215 86234.3 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.48013 5.23875 0.0102819 0.00102235 86397.1 0
: 768 | 9.36775 5.43617 0.0102578 0.000986075 86284.3 1
: 769 | 9.23809 5.59779 0.0102985 0.000985094 85897.7 2
: 770 | 9.12704 5.42511 0.0102549 0.000986725 86317 3
: 771 Minimum Test error found - save the configuration
: 771 | 8.99989 4.63165 0.0102814 0.00102287 86407.2 0
: 772 | 8.86808 4.92699 0.0103619 0.000988236 85345.2 1
: 773 | 8.96909 4.70315 0.0102903 0.0010111 86214.5 2
: 774 | 8.68652 4.81361 0.0102581 0.000985015 86271.1 3
: 775 | 8.95738 4.67608 0.010295 0.000993015 86003.5 4
: 776 Minimum Test error found - save the configuration
: 776 | 8.64892 4.41649 0.0102827 0.00102308 86396.3 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.44549 4.29838 0.01029 0.00102135 86312.2 0
: 778 | 8.26663 5.0062 0.0102636 0.000979385 86167.4 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.10828 4.18807 0.0103917 0.00102907 85445.9 0
: 780 Minimum Test error found - save the configuration
: 780 | 7.89047 3.80123 0.0103074 0.00101837 86123.1 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.80525 3.77244 0.0103588 0.00102191 85681.3 0
: 782 | 7.87926 3.88609 0.010314 0.000989705 85797.7 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.79634 3.56618 0.0103289 0.00104038 86127.9 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.56308 3.44632 0.0103059 0.00102794 86226.1 0
: 785 | 7.42931 3.50942 0.0102648 0.00100063 86354.3 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.31962 3.41691 0.0102883 0.00102064 86322 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.31695 3.18807 0.0102857 0.0010277 86411.5 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.20655 3.17057 0.0103179 0.00102057 86046 0
: 789 Minimum Test error found - save the configuration
: 789 | 6.98094 3.09775 0.0102701 0.00102078 86492.4 0
: 790 Minimum Test error found - save the configuration
: 790 | 6.96436 3.0114 0.010342 0.00102305 85846.5 0
: 791 | 7.11469 3.2208 0.0102669 0.000985755 86196.5 1
: 792 | 7.09505 3.04418 0.0103373 0.000986646 85555.6 2
: 793 Minimum Test error found - save the configuration
: 793 | 6.91221 2.87136 0.0103175 0.00104041 86233.5 0
: 794 | 6.61863 2.87629 0.0102659 0.000985855 86206.5 1
: 795 | 6.7038 3.17348 0.0102387 0.000986045 86461.3 2
: 796 Minimum Test error found - save the configuration
: 796 | 6.73289 2.4742 0.0102883 0.00102374 86350.8 0
: 797 | 6.55921 2.66861 0.0102803 0.000985045 86065.7 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.49242 2.2182 0.0103662 0.00104055 85784.9 0
: 799 | 6.32968 2.77843 0.0102597 0.000988685 86290.3 1
: 800 | 6.2016 2.2393 0.0102559 0.000991875 86355.7 2
: 801 | 6.12424 2.36839 0.0102604 0.000987915 86276.8 3
: 802 Minimum Test error found - save the configuration
: 802 | 5.98448 2.16269 0.010295 0.00102863 86334 0
: 803 | 5.89219 2.38929 0.0102876 0.00100515 86184.1 1
: 804 | 5.92574 2.26083 0.0102704 0.000976805 86080.4 2
: 805 | 5.99774 2.88229 0.0102763 0.000985915 86110.9 3
: 806 Minimum Test error found - save the configuration
: 806 | 5.83297 2.01944 0.0102824 0.00102311 86399.4 0
: 807 | 5.62973 2.03363 0.0102723 0.000993595 86219.2 1
: 808 | 5.60193 2.26198 0.0102821 0.000986515 86062.2 2
: 809 | 5.68654 2.24511 0.010239 0.000985106 86450.1 3
: 810 Minimum Test error found - save the configuration
: 810 | 5.53195 1.71444 0.0103037 0.00102387 86208.8 0
: 811 | 5.5337 1.8876 0.0102502 0.000986875 86361.8 1
: 812 Minimum Test error found - save the configuration
: 812 | 5.34817 1.70614 0.0104046 0.00112458 86206.9 0
: 813 | 5.32316 1.85549 0.0102969 0.000984145 85903.6 1
: 814 | 5.2655 1.88299 0.0102527 0.000987536 86344.7 2
: 815 | 5.25164 1.96688 0.0102524 0.000985876 86332.6 3
: 816 | 5.16426 1.8156 0.0102641 0.000987975 86243.3 4
: 817 | 5.09951 2.73021 0.0102667 0.000985575 86196.7 5
: 818 | 5.27016 2.30677 0.0102677 0.000985005 86181.6 6
: 819 | 5.13375 2.32503 0.010245 0.000987016 86412 7
: 820 | 4.89117 2.13947 0.0102451 0.000986485 86406.2 8
: 821 Minimum Test error found - save the configuration
: 821 | 4.82701 1.6694 0.0103148 0.00102958 86158.5 0
: 822 | 4.9641 1.67754 0.0102728 0.000987846 86161.2 1
: 823 | 4.98211 2.2299 0.0102624 0.000989786 86275.3 2
: 824 | 5.05207 1.88512 0.0102789 0.000989186 86116.8 3
: 825 | 4.76136 1.7537 0.0102582 0.000987035 86288.9 4
: 826 Minimum Test error found - save the configuration
: 826 | 4.54625 1.64585 0.0102954 0.00102495 86295.4 0
: 827 | 4.46128 1.95002 0.0103311 0.00103696 86075.6 1
: 828 | 4.52302 2.05473 0.0102977 0.000985445 85908.3 2
: 829 Minimum Test error found - save the configuration
: 829 | 4.38759 1.49565 0.0103748 0.00102898 85599.9 0
: 830 | 4.41182 1.6054 0.0102508 0.000986775 86355.8 1
: 831 | 4.32356 1.67475 0.0102654 0.000978366 86141.5 2
: 832 | 4.33941 1.67747 0.0102834 0.000987326 86057.7 3
: 833 | 4.20711 1.68359 0.0103543 0.000997415 85498.8 4
: 834 | 4.25818 1.5971 0.0102803 0.000990115 86112.5 5
: 835 | 4.31054 1.70484 0.0102664 0.000987065 86212.6 6
: 836 Minimum Test error found - save the configuration
: 836 | 4.10054 1.48754 0.0102956 0.00102749 86317.2 0
: 837 | 4.08898 1.60184 0.0102678 0.000985896 86189.1 1
: 838 | 3.98002 1.94982 0.0102599 0.000986186 86265.6 2
: 839 | 4.01341 1.5187 0.010276 0.00100439 86285 3
: 840 | 3.92189 2.07638 0.0102917 0.000987245 85980.6 4
: 841 Minimum Test error found - save the configuration
: 841 | 3.88284 1.44172 0.0102966 0.00102852 86317.5 0
: 842 | 3.82036 2.00268 0.0102751 0.000995515 86210.6 1
: 843 | 3.77626 1.54089 0.0102828 0.000991395 86100.8 2
: 844 | 3.93126 2.03992 0.010283 0.000986675 86055.2 3
: 845 | 3.83159 2.36434 0.0102701 0.000987395 86181.5 4
: 846 | 3.91993 1.92119 0.0102603 0.000990536 86301.7 5
: 847 | 3.66783 1.73041 0.0102692 0.000986305 86179.6 6
: 848 | 3.56395 1.69427 0.0102771 0.000987176 86114.6 7
: 849 | 3.51878 2.0549 0.0102473 0.000986335 86384.4 8
: 850 | 3.57978 2.27912 0.0102518 0.000990765 86383.7 9
: 851 | 3.54721 1.64137 0.0102735 0.000985945 86136.9 10
: 852 | 3.38977 1.61556 0.0102834 0.000984435 86031.2 11
: 853 | 3.46814 1.64392 0.0104616 0.000987165 84438.1 12
: 854 | 3.47893 1.66824 0.0102613 0.000984705 86238.2 13
: 855 | 3.35768 1.66448 0.0102795 0.000989275 86111.9 14
: 856 | 3.45546 2.0523 0.0102713 0.000998426 86273.4 15
: 857 | 3.56766 2.43072 0.0102623 0.000985815 86239.6 16
: 858 | 3.33589 1.68405 0.0102521 0.000987906 86353.7 17
: 859 | 3.27674 2.36721 0.0102702 0.000986786 86175.5 18
: 860 | 3.25343 1.81499 0.0102502 0.000985265 86347 19
: 861 | 3.19195 2.07855 0.0102585 0.000988285 86297.8 20
: 862 | 3.12502 1.81094 0.0103362 0.000985525 85555.1 21
:
: Elapsed time for training with 1000 events: 8.94 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: 0.0125 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: 0.822 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.16 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= 3.2646e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.04177e+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: 0.0325 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: 0.0355 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: 0.00133 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: 0.0944 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: 0.886 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: 0.0219 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0033 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: 0.037 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00506 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: 0.00296 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00045 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0952 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0114 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: 0.899 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 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 : -0.795 -0.0453 5.29 1.58 | 3.222 3.228
: 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 : -0.110 0.0216 1.82 1.14 | 3.365 3.360
: 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.