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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4121
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:1309
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
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: 0.266 sec
: Elapsed time for training with 1000 events: 0.27 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0028 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: 0.000887 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00423 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: 0.000252 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000343 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 = 31432.8
: --------------------------------------------------------------
: 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 | 32948.4 30956.9 0.0104274 0.00106193 85419.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32328.6 30350.7 0.0106688 0.00121111 84587.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31618.3 29732.8 0.0122586 0.00106699 71482.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 30940.5 29103.9 0.010581 0.00105014 83938.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30218 28380.9 0.0105456 0.00131032 86624 0
: 6 Minimum Test error found - save the configuration
: 6 | 29390.4 27493.9 0.0105299 0.00106427 84516.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28663.4 26843.5 0.0102543 0.00101672 86602.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28195.6 26463.1 0.0125623 0.00106613 69588.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27841 26141 0.0101413 0.00101391 87648.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 27518.6 25846.9 0.0101313 0.00100788 87686.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27218.9 25567.7 0.0101441 0.00103588 87832.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 26932.8 25299.5 0.0101093 0.00101007 87919 0
: 13 Minimum Test error found - save the configuration
: 13 | 26657.5 25039.1 0.0101081 0.00100229 87856.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26391.3 24785.1 0.010044 0.000997066 88427.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26129.8 24538.9 0.0100926 0.00101541 88132.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 25875.4 24298.8 0.0100672 0.0010065 88293.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25626.5 24063.9 0.0101013 0.00101383 88032.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25382.6 23833 0.0101837 0.00101485 87252.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25144.6 23604.2 0.0102662 0.00101648 86489.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 24906.4 23382.9 0.0100898 0.00100644 88073.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24675.7 23163.3 0.0101435 0.00105309 88004.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24444.6 22950.5 0.0111801 0.00105569 79016.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24223.3 22734.9 0.0101501 0.00103702 87785.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24002.1 22521.3 0.0104841 0.00102597 84583 0
: 25 Minimum Test error found - save the configuration
: 25 | 23780.2 22314.8 0.0102259 0.00100857 86792.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23562.6 22113 0.0101583 0.00104198 87755.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23350.9 21911 0.0102585 0.00103652 86749.2 0
: 28 Minimum Test error found - save the configuration
: 28 | 23143.7 21706.7 0.0114534 0.00114794 77629 0
: 29 Minimum Test error found - save the configuration
: 29 | 22928.4 21515.3 0.0119271 0.00168304 78094.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22725.5 21321.6 0.0118744 0.00144433 76701.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 22523.1 21128.7 0.0118892 0.00149082 76935.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22322.5 20937.4 0.0110064 0.00112971 80998.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22124.2 20747.8 0.0101963 0.00101125 87098.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 21927.2 20561.5 0.0100425 0.00100136 88484.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21733.4 20376.6 0.0100439 0.000996045 88418.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21537.5 20199.4 0.0100768 0.00104481 88573.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21351.6 20017.7 0.0101146 0.00100425 87812.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21162.5 19839.7 0.0100366 0.000996035 88490.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 20976.2 19664.2 0.0100241 0.000998415 88635.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20791.8 19491 0.0100325 0.000999045 88559.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20611.1 19317.7 0.00999363 0.000991885 88871.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20427.4 19151.2 0.0100812 0.00100464 88138.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20250.8 18983.4 0.0119272 0.00102377 73371.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20075.2 18815.7 0.0101371 0.00101337 87683.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 19899.1 18651.1 0.0103902 0.00127303 87746.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19726 18486.2 0.010209 0.00102529 87110.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19551.4 18319.8 0.0101468 0.00102224 87675.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19373.4 18154.5 0.0101582 0.00101581 87504.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19209.5 17994 0.0101744 0.00102569 87444.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19035.5 17833.3 0.0103026 0.00103642 86335.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 18867.1 17676.2 0.01164 0.00116649 76383.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 18704.2 17516 0.0108457 0.00109065 82008.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18544.6 17375.6 0.0109398 0.00109642 81272.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18380.2 17211.8 0.011019 0.00112214 80833.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18213.2 17056.6 0.0104441 0.00105417 85197.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18052.1 16904.1 0.010263 0.00103346 86678.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 17895.8 16755.5 0.0104001 0.00109478 85972.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17736.1 16604.9 0.0110953 0.00104206 79576.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17577 16451.6 0.0104391 0.00103049 85028.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17420.1 16304.3 0.0105347 0.00107788 84595 0
: 61 Minimum Test error found - save the configuration
: 61 | 17265.2 16149.3 0.0110338 0.00110972 80612.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17110.6 16004.9 0.0113185 0.00104411 77863.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 16957.3 15857.3 0.0103099 0.00103777 86280.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 16804.2 15713.4 0.0102006 0.00101931 87133.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16653.1 15571.7 0.0107011 0.00106393 83011.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16505.1 15431.8 0.0103146 0.00103616 86221.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16356.4 15290.5 0.0102912 0.00105303 86597.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16209 15151 0.0108738 0.00104975 81432.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16064.5 15012.4 0.0113881 0.00125862 78977.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 15919 14876.6 0.0115415 0.00121436 77465.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 15776.1 14740.2 0.0102746 0.00103054 86541.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15634 14607.1 0.0103777 0.00107482 85994.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15494.1 14473.4 0.0103185 0.00103976 86218.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15353.6 14343.5 0.0102822 0.00103022 86467.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15217 14212.4 0.0102637 0.00102873 86627.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15078.9 14084.4 0.0103412 0.00105332 86133.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 14944.7 13956.3 0.0103605 0.00103768 85811.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 14808.7 13832.4 0.0103176 0.0010363 86194.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14677.6 13705.6 0.0103043 0.00103709 86326 0
: 80 Minimum Test error found - save the configuration
: 80 | 14546.8 13579.9 0.0102595 0.00103787 86752.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14414.8 13456 0.0103747 0.00104287 85727.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14285.2 13334.9 0.0102684 0.00102523 86550.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14155 13216.8 0.0102995 0.00103468 86347.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14031.8 13094.8 0.0102607 0.00102848 86652.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 13903.7 12976.7 0.0102725 0.00102721 86530.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13779.8 12857.8 0.0103752 0.0010348 85649.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13654.8 12742.7 0.0102742 0.00103086 86549.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13532.5 12627.6 0.0103628 0.00104717 85877 0
: 89 Minimum Test error found - save the configuration
: 89 | 13410.4 12514.9 0.0103972 0.00103511 85451.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13292.2 12399.3 0.0103687 0.00103725 85731.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13170.9 12288 0.0103673 0.00105159 85876.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13051.7 12178.9 0.0102977 0.00103419 86360.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 12937 12066.3 0.0105089 0.00105041 84580 0
: 94 Minimum Test error found - save the configuration
: 94 | 12818.8 11958.7 0.0103089 0.00102904 86207.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12703.4 11851.1 0.0102922 0.00104496 86512.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12589.4 11745.2 0.0103214 0.00103396 86138.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12475.8 11638.6 0.0103979 0.00104788 85561.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12365.4 11532.1 0.010369 0.00104277 85779.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12252.6 11428.3 0.0103238 0.00103538 86129 0
: 100 Minimum Test error found - save the configuration
: 100 | 12141 11326.1 0.0103132 0.00104784 86343 0
: 101 Minimum Test error found - save the configuration
: 101 | 12034 11222.6 0.0103289 0.00103779 86103.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 11924 11121.8 0.0103965 0.00107004 85777.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11816.9 11020.9 0.0103498 0.00104139 85944.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11712 10919.1 0.0103112 0.00103505 86242.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11604.5 10822.1 0.0103272 0.00103809 86122.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11499.8 10724.2 0.0103213 0.00104233 86216.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11396 10627.8 0.0103229 0.0010399 86179.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11293.3 10532.4 0.0103017 0.0010353 86333.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11191.6 10437.4 0.0103093 0.00103347 86245.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11091.3 10341.2 0.0103064 0.0010371 86306.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 10989.4 10249.6 0.0103109 0.00103247 86221.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 10892.5 10154.4 0.0103009 0.00103525 86340.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10792.8 10062 0.0103144 0.00103484 86210.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10694.6 9971.39 0.0103577 0.00103687 85829.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10597.9 9881.89 0.0103408 0.00103593 85976.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10501.9 9792.28 0.0102799 0.00103601 86543.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10406.9 9704.48 0.0103653 0.00104916 85872.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10313.8 9614.81 0.0104374 0.00104534 85178.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10219.9 9527.43 0.0104944 0.00105145 84719 0
: 120 Minimum Test error found - save the configuration
: 120 | 10126.8 9441.06 0.0103836 0.00104295 85647.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10035.6 9356.22 0.0103421 0.00104388 86037.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9945.45 9268.92 0.010359 0.00103955 85842.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 9854.24 9185.28 0.0103097 0.00104611 86359.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 9764.93 9101.87 0.0102766 0.00102918 86511 0
: 125 Minimum Test error found - save the configuration
: 125 | 9675.79 9020.29 0.0103459 0.00104172 85982.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9589.41 8937.38 0.0103464 0.00106002 86147.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9503.33 8852.58 0.0103297 0.00103831 86101.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9414.38 8775.23 0.0103123 0.00103206 86204.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9330.66 8693.41 0.0103073 0.00103491 86277.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9244.21 8617.46 0.0103674 0.00103773 85748.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9161.09 8538.12 0.0103425 0.00104028 86001.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9079.91 8457.44 0.0103408 0.00103542 85971.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 8995.56 8380.07 0.0103142 0.00103536 86217.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 8913.35 8304.06 0.0103113 0.00103368 86229.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8833.59 8228.06 0.0104167 0.00104549 85367.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8753.06 8150.78 0.0103805 0.00106898 85914.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8672.43 8077.29 0.0103183 0.00103547 86181 0
: 138 Minimum Test error found - save the configuration
: 138 | 8593.71 8004.63 0.0103477 0.00104016 85952.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8515.54 7932.43 0.0103669 0.00105668 85926.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8437.45 7859.27 0.0103456 0.00104001 85970.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8362.08 7787.33 0.01037 0.00104838 85822.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8284.48 7716.81 0.010453 0.00105127 85090.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8210.02 7647.01 0.0103686 0.00104126 85769.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8135.41 7574.16 0.0103936 0.00104364 85561.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8060.07 7506.34 0.0103472 0.00103476 85906.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 7986.49 7438.7 0.0104004 0.00104266 85491 0
: 147 Minimum Test error found - save the configuration
: 147 | 7915.13 7368.55 0.0103505 0.00103814 85907.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7841.41 7302.48 0.0103598 0.00105214 85950.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7771 7234.17 0.0103923 0.00104458 85582 0
: 150 Minimum Test error found - save the configuration
: 150 | 7698.94 7168.72 0.0103813 0.00104137 85654.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7629.28 7100.66 0.0104907 0.00110406 85227.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7558.87 7037.18 0.0104048 0.00105946 85604.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7490.75 6970.92 0.0104761 0.00105362 84903.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7422.58 6906.82 0.0103854 0.00104266 85627.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7352.81 6844.24 0.0105482 0.00104575 84189.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7287.39 6781.02 0.0103744 0.0010463 85762.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7220.01 6718.08 0.0103666 0.00104104 85785.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7153.28 6659.62 0.0103538 0.00104002 85894 0
: 159 Minimum Test error found - save the configuration
: 159 | 7089.38 6595.26 0.0104639 0.00104594 84944.1 0
: 160 Minimum Test error found - save the configuration
: 160 | 7023.54 6533.73 0.0104358 0.00104698 85207.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 6959.13 6474.2 0.010438 0.00104758 85193 0
: 162 Minimum Test error found - save the configuration
: 162 | 6895.42 6413.92 0.0103995 0.00105146 85579.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6833.41 6354.87 0.0104337 0.00107843 85513.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6769.37 6295.47 0.0103936 0.00104188 85545.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6708.46 6235.94 0.0105518 0.00106631 84339.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6646.08 6179.48 0.0106686 0.00107999 83432.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6584.97 6122.34 0.010699 0.00108596 83220.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6524.83 6065.19 0.0127856 0.00150764 70934.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6464.62 6009.45 0.0149628 0.00151994 59511.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6406.39 5951.74 0.0121662 0.00110517 72326.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6346.58 5898.59 0.010557 0.00107949 84410 0
: 172 Minimum Test error found - save the configuration
: 172 | 6288.37 5843.38 0.010577 0.00107186 84165.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6230.57 5788.72 0.0106291 0.00108749 83843.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6174.54 5732.48 0.0111107 0.00108661 79807.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6116.84 5679.33 0.0104411 0.00105236 85208.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6059.76 5628.13 0.010631 0.0010718 83689.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6005.26 5573.58 0.0104981 0.00106027 84765.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 5949.35 5522.02 0.0108171 0.00107072 82082 0
: 179 Minimum Test error found - save the configuration
: 179 | 5893.61 5473.58 0.0103573 0.00104013 85862.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5840.13 5421.64 0.0104538 0.00106018 85163.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5787 5371.12 0.0107535 0.00117687 83536.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5733.12 5320.72 0.0114052 0.00107327 77429.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5680.8 5270.28 0.0104261 0.00104561 85283.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5627.82 5222.65 0.0103485 0.0010376 85920.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5576.14 5172.46 0.0103882 0.00104035 85581.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5524.92 5126.84 0.0103727 0.00104287 85746.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5473.97 5076.89 0.0104428 0.00106982 85351.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5423.69 5029.27 0.0103892 0.00104017 85569.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5373.38 4984.39 0.0103565 0.00104162 85883.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5323.42 4935.47 0.0103539 0.00103838 85878.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5275.02 4890.2 0.0104185 0.00105021 85394.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5226.4 4844.83 0.0104036 0.00104097 85446.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5178.09 4798.28 0.0104193 0.00104112 85304.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5129.42 4753.84 0.0106096 0.00105943 83768.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5083.02 4710.94 0.0103895 0.00104416 85604.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5035.61 4665.43 0.0103734 0.00104155 85727.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 4989.38 4622 0.0103696 0.00104268 85773.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 4943.51 4579.98 0.0103733 0.00104137 85726.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 4897.36 4535.73 0.010428 0.00105576 85358.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4853.86 4493.4 0.0119349 0.00106083 73569.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4807.37 4452.45 0.0104582 0.00106003 85122.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4763.18 4410.97 0.0113913 0.00107694 77561.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4720.83 4368.39 0.0104045 0.00104434 85468.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4675.49 4328.17 0.0103829 0.00104732 85693.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4633.54 4287.73 0.0103621 0.00104274 85842.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4591.26 4246.38 0.0106989 0.0011339 83638 0
: 207 Minimum Test error found - save the configuration
: 207 | 4548.17 4207.85 0.011294 0.00128587 79934.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4506.58 4168.95 0.0105966 0.00106386 83920.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4464.66 4130.9 0.0103701 0.00105094 85844.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4424.21 4092.24 0.0104972 0.00105043 84684.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4383.2 4052.5 0.0104051 0.00106122 85617.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4343.63 4014.65 0.0104118 0.00104894 85443.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4302.94 3977.09 0.0103666 0.00104653 85836.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4264.24 3939.46 0.0103705 0.00103936 85734.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4223.98 3904.03 0.0104529 0.00105728 85146.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4185.6 3867.69 0.0104351 0.00105639 85299.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4147.98 3830.81 0.0104239 0.00104935 85337.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4109.57 3795.8 0.0104534 0.00105269 85099.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4071.77 3760.5 0.0103618 0.00104261 85844.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4034.86 3724.83 0.0104237 0.00104855 85331.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 3998.36 3688.72 0.0103612 0.00104049 85830.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 3961.21 3654.23 0.0104103 0.0010464 85434 0
: 223 Minimum Test error found - save the configuration
: 223 | 3924.53 3620.9 0.0103815 0.00104032 85642.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3889.11 3587.39 0.0103836 0.00105926 85797.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3853.14 3554.93 0.0103821 0.00103799 85615.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3819.1 3520.52 0.0103551 0.00103867 85869.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3783.4 3488.09 0.0104186 0.00104519 85347.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3749.63 3454.85 0.0105217 0.0010559 84514.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3714.26 3423.57 0.0104146 0.0010597 85516.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3681.51 3391.64 0.0103622 0.00104101 85826.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3647.73 3359.78 0.0103753 0.00104374 85730.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3614.23 3329.71 0.0103703 0.00103907 85733.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3581.75 3297.92 0.0103713 0.00104611 85789 0
: 234 Minimum Test error found - save the configuration
: 234 | 3549.4 3266.95 0.0103565 0.00105123 85973.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3516.61 3236.65 0.0104039 0.00104596 85488.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3485.32 3206.39 0.0106605 0.00111318 83792.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3452.85 3177.08 0.010408 0.00105543 85537.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3421.87 3147.17 0.0104032 0.00104669 85501.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3390.82 3118.7 0.0103813 0.00104741 85709.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3360.33 3088.73 0.0112207 0.00107426 78845.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3329.02 3060.85 0.0104071 0.00106027 85590.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3298.98 3032.25 0.0105736 0.00107017 84179.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3269.5 3004.27 0.0105956 0.00108152 84086 0
: 244 Minimum Test error found - save the configuration
: 244 | 3240.3 2975.27 0.0105436 0.00108486 84577.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3209.99 2947.77 0.0105432 0.00107403 84484.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3181.24 2920.75 0.0105343 0.00107945 84612.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3152.36 2893.28 0.0106787 0.00110044 83522.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3123.35 2866.51 0.0106351 0.00113 84165.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3095.22 2840.97 0.0106905 0.00114805 83835.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3067.39 2813.72 0.0106318 0.00114215 84302 0
: 251 Minimum Test error found - save the configuration
: 251 | 3039.24 2787.3 0.0105382 0.00109087 84680.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3011.85 2761.38 0.0105821 0.0010683 84088.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 2984.69 2735.41 0.0110685 0.00109759 80233.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2957.59 2710.35 0.0106086 0.00107354 83900.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2930.41 2686.36 0.0108093 0.00108603 82276.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2903.93 2661.38 0.01058 0.00107624 84177.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2877.98 2636.54 0.0106296 0.0010906 83865.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2851.8 2612.05 0.0107275 0.00110515 83140 0
: 259 Minimum Test error found - save the configuration
: 259 | 2826.4 2587.45 0.0105751 0.00107215 84184.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2800.6 2563.23 0.010543 0.00107877 84528.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2774.96 2539.32 0.0106054 0.00106422 83847.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2750.34 2515.38 0.0107257 0.00108169 82953.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2724.8 2492.6 0.0104927 0.00107197 84918.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2700.32 2470.19 0.0105431 0.00110982 84806.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2676.04 2446.92 0.0107833 0.00108947 82527 0
: 266 Minimum Test error found - save the configuration
: 266 | 2651.21 2425.12 0.0104304 0.00104966 85281.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2628.15 2402.28 0.0104931 0.00104996 84717.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2604.07 2379.92 0.0110018 0.0010888 80702 0
: 269 Minimum Test error found - save the configuration
: 269 | 2580.42 2357.94 0.0105266 0.00105744 84484.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2556.99 2336.58 0.010466 0.00105529 85009.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2533.56 2315.81 0.010558 0.00108468 84448 0
: 272 Minimum Test error found - save the configuration
: 272 | 2511.21 2293.74 0.010682 0.00106768 83209.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2488.28 2272.38 0.0104641 0.00106348 85101 0
: 274 Minimum Test error found - save the configuration
: 274 | 2465 2252.18 0.0109398 0.00110769 81366.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2443.52 2230.64 0.012333 0.00113816 71461.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2421.4 2209.74 0.013651 0.00149201 65794.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2398.44 2190.27 0.0104439 0.00105674 85222.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2377.33 2169.95 0.0105707 0.00115453 84960.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2355.26 2150.33 0.0104931 0.00109109 85088.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2334.03 2130.33 0.0103624 0.00104237 85837 0
: 281 Minimum Test error found - save the configuration
: 281 | 2312.21 2111.44 0.0105267 0.00105933 84500.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2291.8 2091.82 0.0104556 0.00104871 85043.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2270.63 2072.62 0.0125615 0.00148361 72215.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2249.84 2053.35 0.0136653 0.00117661 64057.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2229.08 2034.68 0.0115351 0.001061 76378.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2208.6 2016.01 0.0108539 0.00107684 81824.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2188.48 1997.38 0.0104878 0.001065 84900.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2168.48 1979.11 0.0106878 0.00108903 83344.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2148.79 1960.02 0.0106379 0.00106526 83571.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2128.34 1942.54 0.0107039 0.00112985 83559.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2108.95 1924.9 0.010487 0.00106407 84898.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2089.49 1907.6 0.0112182 0.00142919 81724.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2070.68 1889.52 0.0128758 0.00131067 69173.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2050.85 1872.66 0.0128768 0.00167394 71410.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2032.49 1855.09 0.0110488 0.00106912 80162.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2013.33 1837.97 0.0103929 0.00104791 85607.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 1994.71 1821.42 0.0104241 0.00108493 85660.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1976.68 1804.18 0.0105846 0.00106591 84045 0
: 299 Minimum Test error found - save the configuration
: 299 | 1957.87 1787.6 0.0105129 0.0010593 84623.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1939.76 1772.15 0.0104599 0.0010535 85048.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1921.49 1756 0.0116613 0.00109622 75721.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1904.24 1739.3 0.0119651 0.00106973 73425.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1885.75 1723.61 0.0107278 0.00105103 82671.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1868.73 1707.39 0.0104717 0.00106619 85056.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1850.43 1692.81 0.0104225 0.00104552 85314.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1833.81 1676.68 0.0104128 0.00104883 85433.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1816.06 1661.69 0.0104139 0.00107291 85643.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1799.22 1646.5 0.0104445 0.00104775 85135.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1782.05 1632.05 0.0104713 0.00105959 85000.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1765.66 1616.59 0.0115614 0.0013585 78409.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1748.78 1602.26 0.0149603 0.00141897 59078.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1732.58 1587.16 0.0116378 0.00134032 77689.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1716.12 1572.51 0.010396 0.00103726 85482 0
: 314 Minimum Test error found - save the configuration
: 314 | 1699.91 1558.08 0.0104313 0.00105327 85305.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1683.83 1543.54 0.0106017 0.00126084 85645 0
: 316 Minimum Test error found - save the configuration
: 316 | 1667.59 1529.33 0.0104079 0.00105145 85502.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1652.01 1515.24 0.0104283 0.00106531 85443 0
: 318 Minimum Test error found - save the configuration
: 318 | 1636.36 1501.3 0.0105764 0.00108013 84243.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1620.59 1487.53 0.0120006 0.00134945 75109 0
: 320 Minimum Test error found - save the configuration
: 320 | 1605.3 1474.14 0.0108745 0.00107121 81605.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1589.77 1460.93 0.0104526 0.0010524 85104.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 1574.7 1447.35 0.0104682 0.00107052 85127.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1559.71 1434.05 0.0104825 0.00105988 84901.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1545 1420.34 0.0104376 0.0010551 85265.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1530.34 1406.71 0.0104597 0.00106343 85140.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1515.3 1394.01 0.0104557 0.00107082 85243.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1500.91 1381.2 0.0104377 0.00105459 85259.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1486.6 1368.33 0.0104721 0.00105674 84967.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1472.01 1355.97 0.0104989 0.00106401 84791.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1458.14 1343.54 0.0104576 0.0010647 85170.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1444.24 1331.51 0.010482 0.00105576 84869.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1430.41 1319.11 0.0104703 0.0010699 85102.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1416.56 1306.52 0.0104565 0.00106072 85144.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1402.92 1294.55 0.0104387 0.00104996 85208.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1389.74 1282.29 0.010459 0.00104786 85005.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1375.78 1270.81 0.0104512 0.00105704 85159.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1362.91 1258.92 0.0104546 0.0010627 85179.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1349.45 1247.34 0.0104409 0.00105022 85190.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1336.78 1235.8 0.0105372 0.00106555 84462.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1323.87 1224.17 0.0104814 0.00105892 84902.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1311.42 1212.63 0.0104866 0.0010673 84931.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1298.68 1201.18 0.0104448 0.00104686 85125.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1285.89 1189.68 0.0105042 0.00107856 84875.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1273.22 1178.88 0.0105305 0.00106978 84560.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1261 1168.32 0.0105661 0.0010544 84107.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1248.76 1157.72 0.01059 0.001087 84184.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1237.19 1146.33 0.0105423 0.00108355 84578.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1224.8 1135.44 0.0105098 0.00108305 84864.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1212.99 1124.66 0.010633 0.00108128 83754.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1201.52 1113.69 0.0106221 0.00107622 83805.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1189.49 1103.4 0.0105334 0.00107105 84545.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1178.03 1093.19 0.0104891 0.00106927 84927 0
: 353 Minimum Test error found - save the configuration
: 353 | 1166.37 1083.23 0.010469 0.00105496 84979.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1155.16 1073.02 0.0105275 0.00107676 84649.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1144.31 1062.69 0.0105677 0.00111587 84639.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1133.07 1052.55 0.010449 0.0010612 85217 0
: 357 Minimum Test error found - save the configuration
: 357 | 1122.16 1043.63 0.0104135 0.00105317 85467 0
: 358 Minimum Test error found - save the configuration
: 358 | 1110.93 1033.06 0.0104564 0.00105744 85115.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1100.12 1023.54 0.0103893 0.00104674 85630 0
: 360 Minimum Test error found - save the configuration
: 360 | 1089.75 1013.26 0.0108676 0.00108557 81782.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1078.89 1003.39 0.0105407 0.00107383 84505.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1068.44 993.898 0.010598 0.00110488 84271.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1057.79 984.816 0.0108483 0.00108766 81961.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1048.06 974.865 0.0106088 0.00107241 83889.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1037.11 965.83 0.0105896 0.00109569 84264.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1027.3 956.508 0.0131255 0.00116456 66884.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1016.88 947.646 0.0107508 0.00110425 82931.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1007.21 938.783 0.0107277 0.0010807 82927.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 997.295 929.65 0.0112861 0.00110521 78578.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 987.787 920.449 0.0115242 0.00110819 76804.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 978.139 911.437 0.0117346 0.00131418 76772.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 968.325 902.565 0.0105299 0.0010983 84820.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 958.56 894.195 0.0123855 0.00171386 74964.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 949.236 885.917 0.0124592 0.00111403 70514.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.137 877.14 0.0105453 0.00107904 84510.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 930.861 868.721 0.0105032 0.00105476 84669.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 921.405 860.52 0.0124767 0.00109881 70311.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 913.187 851.219 0.0113305 0.00109144 78132.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 903.13 843.447 0.0107691 0.00110427 82774.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 894.57 835.312 0.0106129 0.00111502 84229.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 885.926 826.939 0.0105454 0.00105933 84334.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 876.953 819.208 0.0104695 0.00106143 85033.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 868.437 811.226 0.0106997 0.00131403 85236.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 859.802 803.558 0.0106446 0.00107948 83637.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 851.439 794.911 0.0105736 0.00108127 84278.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 842.424 787.44 0.0106599 0.00109537 83642.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 834.187 780.013 0.0121275 0.00145252 74941.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 826.198 771.997 0.0161725 0.00175858 55501.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 817.725 764.216 0.0123243 0.00112798 71452 0
: 390 Minimum Test error found - save the configuration
: 390 | 809.601 756.568 0.0119596 0.00108613 73573.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.574 749.189 0.0104464 0.00104284 85073.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 793.339 741.787 0.0105066 0.00112589 85281 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.665 734.886 0.0147683 0.00173314 61372.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 777.574 727.187 0.0156875 0.00177075 57484.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 770.593 719.721 0.0147145 0.00106422 58606.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.037 713.348 0.0104358 0.00103905 85136 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.899 705.286 0.0103966 0.00104092 85509.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 747.07 699.026 0.0106482 0.00122968 84939.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 739.97 691.575 0.0104918 0.00104977 84727.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 732.631 684.345 0.0104367 0.00104408 85173.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 724.803 677.283 0.0139721 0.00183578 65917.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.416 670.411 0.0142793 0.0013698 61970 0
: 403 Minimum Test error found - save the configuration
: 403 | 709.988 663.738 0.0148127 0.0017554 61268.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.01 657.58 0.0137672 0.00108371 63074.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 696.158 650.011 0.0104653 0.00108967 85327.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 688.576 643.514 0.0105271 0.00105974 84500.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 681.917 636.846 0.0107075 0.00106796 82991.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 674.785 630.396 0.0104243 0.00104121 85259.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 667.997 623.677 0.0141033 0.00175408 64781.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.224 617.47 0.0157624 0.00177217 57182.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.329 611.571 0.0113937 0.00108739 77622.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 647.78 605.121 0.0113668 0.00107603 77739.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 641.234 598.553 0.0104335 0.00103866 85153.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 634.561 592.399 0.0104856 0.00107132 84976.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.242 586.266 0.0108431 0.00112366 82309.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.758 580.016 0.0104644 0.00104394 84921.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.148 574.299 0.011632 0.0016729 80328.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.353 568.292 0.0159346 0.00171955 56278.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 602.749 562.668 0.0162364 0.00178001 55338.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.686 556.424 0.0139735 0.00109098 62099.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.57 550.762 0.0113281 0.00106023 77912.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.378 545.113 0.011355 0.00165102 82440.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.434 539.424 0.0147954 0.00166573 60930.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.55 533.135 0.0162207 0.00174843 55278.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.515 527.799 0.0139682 0.00108401 62091.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.846 522.364 0.0122676 0.00120123 72290.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 554.996 516.508 0.0113208 0.00104893 77882.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.052 511.543 0.0103985 0.0010435 85515.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.624 505.897 0.0108223 0.00135821 84529.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 537.835 500.308 0.0117562 0.00128456 76397 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.156 495.773 0.0117222 0.0011724 75830.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.821 490.003 0.01212 0.00111096 72667.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.257 485.356 0.0120494 0.00108256 72947 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.055 479.758 0.0122904 0.00106544 71269.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 510.955 474.406 0.0153467 0.00177979 58967.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.253 470.058 0.0120248 0.00110539 73264.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.201 464.395 0.0105666 0.00106051 84156.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 494.986 459.205 0.0104126 0.00104039 85358.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.466 455.008 0.0104422 0.00104871 85165 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.632 449.46 0.0103406 0.00103908 86007.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.133 445.168 0.0104076 0.00104116 85410.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.443 439.99 0.0103556 0.00103877 85865.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.318 435.308 0.0105743 0.00106753 84150.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.467 430.659 0.0104961 0.00106463 84822.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 459.722 425.72 0.0105081 0.00104816 84566.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.719 421.337 0.0105127 0.0010462 84508.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.323 416.965 0.0106227 0.00105891 83648.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.749 412.279 0.0105159 0.00105788 84583.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.454 407.996 0.0105841 0.00106755 84064.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.352 403.322 0.0105831 0.00105672 83977.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.881 398.412 0.0105541 0.00106733 84328.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 426.63 394.078 0.0105254 0.0010636 84550.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.375 389.967 0.0105618 0.00106954 84279.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.022 385.744 0.0107438 0.00115617 83441.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.599 381.211 0.0110034 0.0010584 80442.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.303 377.15 0.0105791 0.00105118 83963.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.177 373.098 0.0107795 0.00110363 82679.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 400.9 368.859 0.0105862 0.00107299 84094 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.219 364.812 0.0114172 0.00105985 77239.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.243 360.871 0.0105347 0.00118306 85546.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.098 356.36 0.0167956 0.00180419 53363.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 383.841 352.905 0.0168632 0.0018725 53366.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 379.982 349.095 0.0166654 0.00171505 53510.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 375.775 345.068 0.0105331 0.00106467 84491.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 371.955 341.001 0.010405 0.0010412 85435.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 367.94 337.18 0.0103961 0.00103856 85492.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.075 333.363 0.0103536 0.00103995 85895.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.054 329.578 0.0103681 0.0010375 85739.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.444 325.792 0.0103903 0.00104117 85569.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.414 322.336 0.0103602 0.00103907 85826.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 348.857 318.753 0.0103886 0.00104 85574.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.074 314.92 0.0103803 0.0010434 85681.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.096 311.643 0.0103756 0.00103773 85672.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.665 308.007 0.0104747 0.00104168 84808.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.273 304.777 0.0104271 0.00104242 85245.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.39 300.796 0.0104158 0.00104466 85368.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.022 297.997 0.0103744 0.00104354 85736.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.436 294.268 0.0104333 0.00106022 85350.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.03 290.747 0.0104128 0.00104777 85424.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.386 288.06 0.0105041 0.00108632 84945.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.981 284.829 0.0105619 0.00106917 84274.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.975 281.209 0.0105315 0.00104368 84318.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.557 278.177 0.0105025 0.0010505 84638.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.043 275.158 0.0105435 0.00105448 84307.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.952 271.504 0.0105844 0.00106544 84042.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.606 268.683 0.0105508 0.00105699 84265.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.646 266.146 0.0105519 0.00106959 84367.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.361 263.058 0.0113474 0.0010527 77709.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.018 259.614 0.0104259 0.00104292 85260.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.859 256.394 0.0104354 0.00104432 85187.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.883 255.215 0.0103649 0.00104001 85791.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.186 250.514 0.0104838 0.00105754 84869 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.581 249.686 0.0105457 0.00106093 84345.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.784 245.154 0.0106624 0.00107597 83451.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.665 242.197 0.0104817 0.00105734 84886.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.206 239.786 0.0125073 0.00131237 71460.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.77 236.25 0.0107133 0.00104779 82768.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.838 233.904 0.0104714 0.0010501 84914.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.203 231.546 0.0104044 0.00104907 85512.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.578 228.641 0.0104502 0.00107019 85288 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.891 226.079 0.0104983 0.00105239 84693.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.913 223.798 0.0104558 0.00105788 85125.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.305 221.359 0.01046 0.00105151 85029.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.183 219.194 0.0105279 0.00105263 84430 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.705 216 0.0104904 0.00105866 84820.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.134 214.856 0.0104775 0.00104713 84832 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.394 211.793 0.0104486 0.00105111 85128.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.018 209.518 0.0106161 0.00105827 83701.5 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.327 206.851 0.0113109 0.00104743 77946.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.62 204.931 0.0104213 0.00104762 85345.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.345 202.573 0.0104138 0.00103856 85331 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.802 200.247 0.0106543 0.00105898 83373.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.329 198.509 0.0105582 0.00118564 85355.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.96 195.897 0.010556 0.00108298 84450.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.497 193.652 0.0104846 0.00106801 84956.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.208 191.709 0.0105148 0.00105589 84576.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.01 189.295 0.010504 0.00105755 84688 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.181 186.149 0.0105476 0.00109354 84619.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.093 184.89 0.0106516 0.00107133 83505.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.05 183.4 0.0105875 0.00106252 83989.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.716 180.481 0.0104839 0.00107577 85032.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.042 177.784 0.0104362 0.00103689 85112.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.308 175.827 0.0104489 0.00106379 85241.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.838 174.058 0.0104427 0.0010511 85182.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.624 171.752 0.0104457 0.00105458 85186.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.48 169.643 0.010425 0.00104236 85263.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.443 168.286 0.0106096 0.00107774 83929 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.518 166.325 0.011454 0.00105023 76895.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.235 163.434 0.010432 0.00103892 85168.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.822 161.562 0.0104548 0.00106878 85232.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.858 160.929 0.0104314 0.00105144 85288 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.808 157.967 0.0105401 0.00105799 84369.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.545 156.084 0.0105986 0.00108768 84113.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.791 153.929 0.0105463 0.00105019 84245.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.632 152.42 0.0104312 0.00104809 85259.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.807 150.463 0.0104154 0.00105369 85454.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.036 148.594 0.0106167 0.00119219 84885.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.932 147.431 0.0113123 0.00120389 79141.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.189 146.952 0.0112448 0.00116073 79333.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.333 143.837 0.0113818 0.0010663 77553.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.207 141.567 0.0112332 0.00105861 78627.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.246 139.834 0.0126215 0.00106484 69224.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.431 138.701 0.0104651 0.00106827 85135.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.577 137.099 0.0113616 0.00112181 78126.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.866 135.955 0.0116843 0.00117278 76107.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.13 133.847 0.0108689 0.00112797 82127.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.563 133.103 0.0105742 0.00106758 84151.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.94 131.12 0.0106279 0.00104957 83521.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.897 128.631 0.0105588 0.00107314 84337.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.121 127.644 0.01051 0.00105138 84579 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.272 126.618 0.0104541 0.00105981 85157.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.89 124.784 0.0106703 0.00106627 83298.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.033 123.069 0.01049 0.00105067 84751.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.439 121.629 0.0104915 0.00106098 84830.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.799 119.965 0.0105892 0.00105876 83941.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.207 119.376 0.0104958 0.00105521 84740.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.747 118.005 0.0104898 0.00104483 84700.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.207 115.686 0.0162761 0.0018761 55555.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.484 114.706 0.0168038 0.00188923 53638.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.244 113.501 0.0123269 0.00116165 71651 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.772 112.113 0.0111984 0.00109477 79179.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.101 110.674 0.0112783 0.00111921 78747.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.459 109.684 0.010916 0.00106459 81206.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.039 108.84 0.0107031 0.0011279 83548.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.604 106.673 0.0107656 0.00136577 85107.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.133 106.129 0.01055 0.00106171 84314.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.733 104.586 0.0107829 0.00107434 82401.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.25 103.294 0.0105459 0.00107021 84426.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.956 101.601 0.0104875 0.00108614 85094 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.734 100.546 0.0108081 0.0010865 82291 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.253 98.6418 0.0105371 0.00105525 84371.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.664 97.7003 0.0108178 0.00141196 85053.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.505 96.8747 0.0105466 0.00108449 84547.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.291 95.6595 0.0106394 0.00109488 83818 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.961 94.4611 0.0113618 0.00170714 82861.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.669 93.7775 0.0161279 0.00170323 55460.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.407 92.115 0.0160098 0.00172126 55988.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.103 90.7179 0.0125444 0.00106739 69704.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.967 89.6679 0.0105511 0.00108323 84496.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.754 88.3252 0.0108468 0.00110155 82091.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.4282 87.8398 0.0107729 0.0010934 82648.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.3749 86.3879 0.0105271 0.00106215 84522.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.9572 85.3104 0.0104341 0.00105254 85273.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.0334 83.929 0.01064 0.00107138 83606.8 0
: 585 | 94.9705 84.2248 0.0104657 0.00101126 84616.6 1
: 586 Minimum Test error found - save the configuration
: 586 | 93.7695 81.5857 0.010388 0.00105255 85694.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.8452 81.4719 0.0104246 0.00105062 85342.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.4404 80.5553 0.010557 0.0010732 84354.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.3086 80.3678 0.0105162 0.00106994 84689.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.2538 77.1554 0.010425 0.0010625 85447 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.2125 76.9804 0.010555 0.00108031 84435.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.2339 76.8641 0.0112027 0.00105875 78864.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.2963 75.6689 0.010493 0.00105933 84802.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.2339 73.6823 0.0106005 0.00109348 84148.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.0976 73.6644 0.0105071 0.0010563 84648.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.2166 72.2461 0.010331 0.00103227 86033.7 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.1535 71.3537 0.0109216 0.00108241 81307.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.1824 70.7642 0.0105902 0.0010651 83988.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.2922 69.6347 0.0107218 0.00105288 82739 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.1682 69.2464 0.0103778 0.00104557 85724.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.2846 68.0061 0.010425 0.00104743 85310 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.5172 67.204 0.0106911 0.00106116 83074.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.343 66.5491 0.0104341 0.00106427 85380.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.5848 65.5498 0.0103912 0.00103853 85537.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.7402 64.887 0.0104334 0.00105575 85309.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.8399 63.8452 0.0104534 0.00106763 85235.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.8786 62.762 0.0105718 0.00105722 84081.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.0388 61.2573 0.0105846 0.00107211 84100.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.2498 60.6965 0.0105143 0.00109567 84937.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.358 60.4081 0.0107277 0.00106503 82793 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.3936 59.3369 0.0104275 0.00106105 85411.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.7152 58.2607 0.0105022 0.0010684 84801.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.8839 57.5097 0.010491 0.00111757 85347.4 0
: 614 | 67.1095 57.839 0.0134475 0.00162783 67683.5 1
: 615 | 66.1541 57.7191 0.011655 0.00101739 75205.1 2
: 616 Minimum Test error found - save the configuration
: 616 | 65.581 56.2694 0.0106486 0.00107511 83564.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.7523 55.4745 0.0127586 0.0011937 69174.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.05 53.8245 0.0104047 0.00104462 85469 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.38 53.2345 0.0104038 0.00104258 85459.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.3916 52.6808 0.0104373 0.00104356 85162.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.6854 51.718 0.0107054 0.00130227 85077.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.8068 51.4504 0.0104532 0.00105202 85096 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.2511 50.9652 0.0104417 0.00105266 85206 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.5631 49.4466 0.0104569 0.00105208 85062.4 0
: 625 | 58.6672 50.0426 0.010404 0.00101191 85177.6 1
: 626 Minimum Test error found - save the configuration
: 626 | 58.0957 48.4718 0.010404 0.00105258 85548.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.3517 47.5405 0.0104188 0.00104006 85299.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.7374 47.1176 0.0103939 0.00105148 85630.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.1709 46.7079 0.010454 0.00105006 85070.4 0
: 630 | 55.4617 47.3166 0.0103947 0.00101581 85297.5 1
: 631 Minimum Test error found - save the configuration
: 631 | 54.7434 44.7059 0.0104194 0.00104802 85366.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.9218 44.2661 0.0104789 0.00107758 85094.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.2919 44.2646 0.010785 0.00114531 82990.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.7697 43.1136 0.0105412 0.00105408 84324.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.1812 42.9496 0.0104891 0.00109485 85158.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.7136 41.6654 0.0104961 0.00106703 84844.2 0
: 637 | 51.2032 41.7012 0.0104024 0.00100477 85128.2 1
: 638 Minimum Test error found - save the configuration
: 638 | 50.2494 41.215 0.0109989 0.00108872 80724.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.6812 40.9372 0.0107609 0.00107773 82618 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.9024 40.0614 0.0104805 0.00105156 84845 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.3054 38.7871 0.0106482 0.00121565 84812.3 0
: 642 | 48.0105 38.9414 0.0121532 0.00104502 72019.1 1
: 643 Minimum Test error found - save the configuration
: 643 | 47.2985 38.4767 0.0106734 0.00110673 83623.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.6659 37.7297 0.0113288 0.00109516 78173.5 0
: 645 | 46.3464 37.997 0.0116824 0.00103506 75135.9 1
: 646 Minimum Test error found - save the configuration
: 646 | 45.6384 36.3721 0.0144826 0.00157331 61970.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.2338 36.3157 0.0151935 0.00178639 59669.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.6966 35.7606 0.0153902 0.00124673 56563.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.9285 34.9514 0.0123788 0.0011776 71420.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.3436 34.1938 0.0118061 0.00116913 75209.5 0
: 651 | 43.1867 34.1982 0.0126913 0.00104941 68717.1 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.5619 33.5077 0.0126764 0.00112209 69238.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.9141 33.0522 0.0107853 0.00110004 82599.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.334 32.5931 0.0108063 0.00111019 82506.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.1402 31.5453 0.0138571 0.00159671 65250.8 0
: 656 | 40.4003 31.7358 0.0136932 0.00170914 66755.4 1
: 657 Minimum Test error found - save the configuration
: 657 | 39.9302 31.3007 0.013325 0.00110244 65453 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.4507 31.1495 0.0129703 0.00137283 68980.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.0667 29.876 0.0106275 0.00110527 84014.3 0
: 660 | 38.5675 30.058 0.0115145 0.00135998 78782.9 1
: 661 Minimum Test error found - save the configuration
: 661 | 38.1178 29.5281 0.0148977 0.00168631 60553.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.6146 28.1695 0.0149707 0.00178857 60688 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.9823 27.9664 0.0163178 0.00175931 54950.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.4475 27.1432 0.0118495 0.00106875 74206.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.3202 26.9271 0.0104622 0.00105316 85024.8 0
: 666 | 35.8236 26.9322 0.0106431 0.0010194 83127.8 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.3156 26.3033 0.0106782 0.00106891 83253.1 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.8106 25.6093 0.0105727 0.00111942 84626.6 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.3598 25.3825 0.0108336 0.00116646 82755 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.9518 24.8226 0.0126286 0.00108415 69297.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.6374 24.7406 0.010581 0.00107701 84175 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.1942 23.852 0.0104918 0.00105764 84798.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.8013 23.7032 0.0104895 0.00105341 84780.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.3832 23.3706 0.0104703 0.00106117 85023.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.961 23.0714 0.0106216 0.00115701 84525.5 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.4811 22.9731 0.011254 0.0011303 79022.7 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.1234 22.0419 0.0105029 0.00105792 84701.1 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.8216 21.5085 0.0104857 0.0010477 84763.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.2427 20.9821 0.0105541 0.00107537 84399.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.0996 20.5417 0.0105104 0.00106735 84718.1 0
: 681 | 29.8094 20.805 0.0104637 0.00102959 84798.5 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.4926 19.999 0.010477 0.0010646 84994.1 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.045 19.9048 0.0112488 0.00108682 78725.1 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.7254 19.2681 0.0104902 0.00105879 84823.2 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.1515 19.0013 0.0104586 0.00106809 85192.7 0
: 686 | 27.7054 19.0295 0.0104359 0.00103035 85056.2 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.4117 18.4082 0.0105611 0.0010657 84251.5 0
: 688 | 27.0411 18.8345 0.0105302 0.0010195 84116.1 1
: 689 Minimum Test error found - save the configuration
: 689 | 26.8943 17.6418 0.0105561 0.00107765 84401.7 0
: 690 | 26.411 17.8843 0.011058 0.00102718 79753.9 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.1543 17.0956 0.0106053 0.00106774 83878.6 0
: 692 | 25.685 17.1111 0.0105145 0.00102707 84321.8 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.3132 16.8786 0.0105711 0.00108584 84341 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.9263 16.1724 0.0105906 0.0010961 84259.5 0
: 695 | 24.9627 16.2783 0.0105902 0.00103499 83723.7 1
: 696 | 24.6321 16.2383 0.0106322 0.00101731 83204 2
: 697 Minimum Test error found - save the configuration
: 697 | 24.0974 15.4346 0.0106407 0.00109913 83843.4 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.718 15.3131 0.0106135 0.00106292 83764.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.3829 15.2791 0.0105534 0.00107755 84424.9 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.1564 14.7584 0.0105679 0.00106598 84193 0
: 701 | 22.7622 14.8956 0.0105144 0.00102322 84289 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.4485 14.3999 0.0107718 0.00115811 83214.8 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.0778 13.9548 0.0112074 0.00110121 79159.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.8519 13.7255 0.010598 0.00108218 84070.4 0
: 705 | 21.5837 14.2122 0.0107247 0.0010134 82378 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.2847 13.5168 0.0112053 0.00110063 79171.6 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.0265 12.9755 0.0104857 0.00105317 84813.3 0
: 708 | 20.6387 13.2339 0.0105248 0.00100939 84074.5 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.4259 12.8801 0.0104874 0.00105974 84856.7 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.2142 12.7777 0.0106329 0.00107543 83704.5 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.9179 12.118 0.0108309 0.00107137 81970.9 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.5447 11.9719 0.0105551 0.00106386 84288.3 0
: 713 | 19.2795 12.0141 0.0108557 0.00114736 82403.2 1
: 714 | 19.2269 12.0178 0.0105346 0.00106544 84484.9 2
: 715 Minimum Test error found - save the configuration
: 715 | 18.8533 11.4287 0.0105677 0.00108496 84363.6 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.5421 11.4108 0.0105951 0.001073 84014.8 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.4814 11.0318 0.010506 0.00107387 84816.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.2205 10.751 0.0106648 0.00107299 83404.4 0
: 719 | 17.9658 11.0493 0.0107098 0.00101501 82518.4 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.5286 10.3301 0.0105783 0.00106795 84119 0
: 721 | 17.479 10.334 0.0107073 0.00102797 82650.7 1
: 722 | 17.029 10.3914 0.0105925 0.0010249 83615.5 2
: 723 Minimum Test error found - save the configuration
: 723 | 16.7575 9.82002 0.0108095 0.00110793 82460.8 0
: 724 | 16.7285 9.87848 0.0105956 0.00102486 83587.9 1
: 725 | 16.4103 9.91707 0.0106146 0.00101809 83363.9 2
: 726 Minimum Test error found - save the configuration
: 726 | 16.2753 9.52543 0.0107102 0.00110914 83324.4 0
: 727 | 16.1377 9.67441 0.0135766 0.00131402 65239.2 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.8768 8.99497 0.0106936 0.00112101 83571.9 0
: 729 | 15.4875 8.99815 0.0108385 0.00102134 81490.1 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.3878 8.50494 0.0106752 0.0010778 83355.9 0
: 731 | 15.0539 8.52298 0.0104877 0.00101468 84450.6 1
: 732 Minimum Test error found - save the configuration
: 732 | 14.9313 8.32481 0.0106372 0.00106891 83609.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.7318 8.3093 0.0107198 0.00105869 82806.3 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.4953 8.05048 0.010831 0.00107655 82014.2 0
: 735 | 14.371 8.14319 0.0128985 0.0010762 67668.7 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.0921 7.87947 0.0105243 0.0010641 84565.1 0
: 737 Minimum Test error found - save the configuration
: 737 | 13.7607 7.45232 0.0104831 0.00104959 84804.3 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.5887 7.42916 0.0104231 0.00104857 85337.4 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.5084 7.15162 0.0107051 0.00107651 83085.8 0
: 740 | 13.3001 7.30872 0.0104087 0.00102776 85279.5 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.1492 7.14718 0.0106899 0.00114152 83783.7 0
: 742 Minimum Test error found - save the configuration
: 742 | 12.9953 7.01981 0.0111807 0.00136774 81525.2 0
: 743 Minimum Test error found - save the configuration
: 743 | 12.7417 6.70643 0.0115326 0.00139453 78910.5 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.5231 6.56675 0.0111789 0.0012681 80720.2 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.3572 6.4891 0.0126602 0.00176736 73442.5 0
: 746 | 12.4996 6.49295 0.0169563 0.00179367 52761.4 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.1664 6.30101 0.016773 0.00178446 53374.1 0
: 748 Minimum Test error found - save the configuration
: 748 | 11.9287 6.01943 0.0153374 0.00110045 56191.9 0
: 749 Minimum Test error found - save the configuration
: 749 | 11.6863 5.99337 0.0104766 0.00105224 84886 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.6265 5.61882 0.0104475 0.00104867 85116.7 0
: 751 | 11.3438 5.63468 0.0103784 0.00100673 85363.7 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.2802 5.56498 0.0104489 0.00106043 85211.2 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.1275 5.46204 0.0104497 0.00105683 85171.1 0
: 754 Minimum Test error found - save the configuration
: 754 | 10.9199 5.35678 0.0103746 0.00103547 85661.3 0
: 755 | 10.8989 5.45214 0.0103702 0.00100489 85421.7 1
: 756 Minimum Test error found - save the configuration
: 756 | 10.7777 5.08055 0.0104074 0.0010469 85465.8 0
: 757 | 10.5199 5.12081 0.0103879 0.00101049 85311.1 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.419 4.83257 0.01045 0.00104918 85098.6 0
: 759 | 10.3126 4.90022 0.0103931 0.00100665 85229.6 1
: 760 | 10.2143 5.01889 0.0103751 0.00100514 85379.1 2
: 761 Minimum Test error found - save the configuration
: 761 | 10.0681 4.52582 0.0104268 0.00104782 85297.1 0
: 762 | 9.88062 4.64779 0.010335 0.00100027 85701.7 1
: 763 | 9.80242 4.74528 0.0104159 0.00100548 85012.2 2
: 764 Minimum Test error found - save the configuration
: 764 | 9.69862 4.33937 0.0105634 0.0010857 84408.7 0
: 765 | 9.43833 4.41229 0.0104722 0.00101427 84584.9 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.25324 4.24138 0.0105661 0.00107181 84261.1 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.26265 4.2117 0.0105569 0.00106653 84296.1 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.15149 3.92472 0.0105408 0.00106235 84402.1 0
: 769 | 9.05636 4.13831 0.0105012 0.00103573 84517.6 1
: 770 Minimum Test error found - save the configuration
: 770 | 8.91963 3.68619 0.0106573 0.00107511 83488.3 0
: 771 | 8.84322 3.7145 0.010494 0.00104673 84680.2 1
: 772 | 8.57953 3.90062 0.0104016 0.0010103 85185.2 2
: 773 Minimum Test error found - save the configuration
: 773 | 8.73657 3.61004 0.0106477 0.00110411 83825.8 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.56504 3.4743 0.0108064 0.00109644 82389.5 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.24892 3.26989 0.0107885 0.00110381 82604.5 0
: 776 | 8.21482 3.82878 0.011256 0.00163792 83176.7 1
: 777 | 8.25205 3.35871 0.0105502 0.00102112 83953.9 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.08853 3.07776 0.0106641 0.00110231 83666.6 0
: 779 | 8.00302 3.31029 0.0105096 0.00102103 84312.3 1
: 780 | 7.90339 3.16709 0.0106128 0.00102078 83402.9 2
: 781 Minimum Test error found - save the configuration
: 781 | 7.74789 2.88589 0.0106626 0.00107956 83481 0
: 782 | 7.63659 2.99644 0.0105506 0.00101905 83931.7 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.55272 2.70131 0.0106231 0.00108644 83886.8 0
: 784 | 7.41451 2.97764 0.0112471 0.00101914 78217.1 1
: 785 | 7.47165 3.20698 0.0107881 0.0010394 82061.9 2
: 786 | 7.45025 2.75542 0.010571 0.00102192 83778 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.09192 2.53984 0.0106614 0.00109681 83642.2 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.01496 2.47101 0.0106154 0.00108579 83949.1 0
: 789 | 6.99175 2.62445 0.0106575 0.00102032 83012.1 1
: 790 | 6.9896 2.62084 0.0105267 0.00102188 84167.9 2
: 791 | 6.89201 2.7115 0.0106204 0.00103505 83460.7 3
: 792 Minimum Test error found - save the configuration
: 792 | 6.86675 2.21432 0.0106573 0.00107714 83506.1 0
: 793 | 6.6235 2.34735 0.0109247 0.00102968 80849.2 1
: 794 Minimum Test error found - save the configuration
: 794 | 6.48864 2.03412 0.0107017 0.00108727 83208.5 0
: 795 | 6.43924 2.2047 0.0106101 0.00102504 83463.4 1
: 796 | 6.31378 2.14868 0.0105733 0.00102075 83747.1 2
: 797 | 6.23722 2.10188 0.0107443 0.00102964 82349.4 3
: 798 | 6.35177 2.92038 0.0104905 0.00101794 84454.7 4
: 799 | 6.29456 2.17887 0.010571 0.00102784 83829.7 5
: 800 | 6.09344 2.06605 0.010607 0.001031 83542 6
: 801 | 6.14698 2.14266 0.0106263 0.00102552 83326.2 7
: 802 | 6.16488 2.18808 0.0107447 0.00106084 82611.8 8
: 803 | 5.91661 2.47131 0.0106068 0.00101604 83413.6 9
: 804 Minimum Test error found - save the configuration
: 804 | 5.84667 1.85971 0.010661 0.00108218 83517.3 0
: 805 | 5.90597 2.48648 0.0104981 0.00101665 84375.6 1
: 806 | 5.69681 2.12263 0.010535 0.00102129 84088.8 2
: 807 | 5.48039 1.91268 0.0105467 0.00101894 83965.2 3
: 808 | 5.59786 1.90752 0.0105926 0.00101661 83542.5 4
: 809 | 5.48391 1.97257 0.0105635 0.00103358 83946.4 5
: 810 Minimum Test error found - save the configuration
: 810 | 5.37761 1.76235 0.0106839 0.00108665 83357.3 0
: 811 | 5.40226 1.94291 0.0105735 0.00101494 83694.9 1
: 812 Minimum Test error found - save the configuration
: 812 | 5.26669 1.73382 0.0107409 0.00107094 82730.4 0
: 813 Minimum Test error found - save the configuration
: 813 | 5.18912 1.5882 0.0104859 0.00105153 84796.2 0
: 814 | 5.23367 1.99123 0.0104238 0.00100552 84941.2 1
: 815 | 5.16435 1.73176 0.0105306 0.00102283 84141.6 2
: 816 | 5.43487 2.69937 0.0105326 0.00101096 84018.9 3
: 817 | 5.27104 2.25484 0.0111548 0.00156999 83465.2 4
: 818 | 5.06137 2.06635 0.0123758 0.00117301 71410.6 5
: 819 | 5.04844 2.18508 0.0108353 0.00104033 81674.6 6
: 820 | 4.9389 2.63502 0.0107125 0.00102084 82545.4 7
: 821 | 4.78318 1.75572 0.0106081 0.00100992 83349.5 8
: 822 | 4.87775 1.74374 0.0104955 0.00100972 84336.8 9
: 823 | 4.68769 1.81242 0.0106045 0.00102475 83509.3 10
: 824 Minimum Test error found - save the configuration
: 824 | 4.56903 1.32594 0.0106608 0.00112614 83904.2 0
: 825 | 4.62881 1.65855 0.0105635 0.00101985 83825.5 1
: 826 | 4.50838 2.06666 0.0107078 0.00101286 82517 2
: 827 | 4.4757 1.75537 0.0105063 0.00102205 84350.1 3
: 828 | 4.40823 1.69306 0.0105052 0.00102176 84357.9 4
: 829 | 4.26966 1.34034 0.0104423 0.00100744 84792.3 5
: 830 | 4.29081 1.41253 0.0105063 0.00103882 84499.7 6
: 831 | 4.29142 1.71669 0.0111621 0.00104404 79066.6 7
: 832 | 4.24438 1.51436 0.0107819 0.00102484 81991.7 8
: 833 | 4.25277 1.95757 0.010856 0.00104149 81511.7 9
: 834 | 4.36098 1.83639 0.0108571 0.00108537 81869.1 10
: 835 | 4.09087 1.53718 0.0111064 0.00102076 79320.8 11
: 836 | 4.09844 2.09018 0.0105796 0.00101837 83671.5 12
: 837 | 4.22784 1.82332 0.010493 0.00101297 84387.5 13
: 838 | 3.9162 1.59972 0.0104776 0.00101935 84581.9 14
: 839 | 3.81837 1.55187 0.0105768 0.00108968 84325.3 15
: 840 | 3.73008 1.57848 0.0105443 0.00102002 83995.6 16
: 841 | 3.70771 1.36832 0.0105027 0.00102348 84395.4 17
: 842 | 3.69815 1.73614 0.0108465 0.001044 81612 18
: 843 | 3.81799 1.62538 0.0107601 0.0010401 82304.6 19
: 844 | 3.6122 1.86845 0.0106359 0.0010368 83340.7 20
: 845 | 3.61594 1.53736 0.0107165 0.00106796 82913.7 21
:
: Elapsed time for training with 1000 events: 9.22 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: 0.0117 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: 0.885 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.177 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= 3.27443e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05312e+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: 0.0533 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: 0.038 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: 0.00146 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: 0.0995 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: 0.932 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: 0.023 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: 0.0378 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00441 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: 0.00198 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000408 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: 0.121 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0124 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: 0.982 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.108 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 : -0.568 0.193 5.52 1.48 | 3.262 3.244
: 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 : 0.0758 0.253 1.97 1.07 | 3.361 3.346
: 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.