Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
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
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
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:411
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:3764
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:1108
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:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
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:138
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:1307
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: 0.259 sec
: Elapsed time for training with 1000 events: 0.263 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00251 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: 0.000745 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00394 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: 0.000195 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000357 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 = 31538.6
: --------------------------------------------------------------
: 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 | 33096 31132.3 0.0107229 0.00104992 82704.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32562.5 30560.1 0.010258 0.00102714 86666.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31846.6 29883.1 0.0110007 0.00162325 85311 0
: 4 Minimum Test error found - save the configuration
: 4 | 31112.5 29250.9 0.010545 0.00105424 84292.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30368.9 28530.4 0.0105321 0.00105305 84396.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29526.3 27596.8 0.0105332 0.0010763 84594.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 28762.1 26938.2 0.0105717 0.00104718 83994 0
: 8 Minimum Test error found - save the configuration
: 8 | 28294.9 26555.1 0.0104013 0.00101374 85219.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27934.9 26229.4 0.0103126 0.00103143 86196.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27607.4 25934 0.014476 0.00122811 60387.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 27306.4 25651.5 0.0104517 0.00103149 84923.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27018.4 25380.4 0.0102868 0.00101183 86253.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26742.6 25116.4 0.0103286 0.00101214 85869.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26472.6 24861.8 0.010261 0.00101476 86521.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26210.5 24614.9 0.010204 0.00099927 86911.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25953.7 24375.7 0.0106085 0.00101641 83401.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25704.6 24140.1 0.0102346 0.00100482 86676 0
: 18 Minimum Test error found - save the configuration
: 18 | 25458.7 23910 0.0102315 0.00101645 86814.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25220 23680.7 0.0102464 0.00101225 86634.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 24984.4 23454.2 0.0101944 0.00100473 87054.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24748.7 23235.4 0.0102061 0.00100073 86905.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24520.3 23018.6 0.0102725 0.0010064 86335.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 24297 22801.3 0.0102731 0.00101804 86439.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24070.5 22592.6 0.0103458 0.00101506 85738.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23853.7 22382.6 0.0102619 0.00100866 86456 0
: 26 Minimum Test error found - save the configuration
: 26 | 23634.2 22179.2 0.0105275 0.00103687 84294.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23419.3 21979.5 0.0103281 0.00102591 86001.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23210.9 21777.6 0.0102944 0.00102905 86343 0
: 29 Minimum Test error found - save the configuration
: 29 | 23002.5 21577.6 0.0102545 0.0010161 86594.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 22792.7 21385.2 0.0103425 0.00101546 85772.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22590.4 21192.3 0.0102987 0.00104154 86420 0
: 32 Minimum Test error found - save the configuration
: 32 | 22389.2 21001.1 0.0107296 0.0010575 82711.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22191.1 20810.4 0.0104989 0.00102092 84406.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21991.2 20626 0.0102759 0.00100995 86337.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21798.3 20440.8 0.0103934 0.00103008 85439.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21604.9 20258.5 0.0102632 0.00100395 86400.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21412.2 20081.1 0.0106111 0.00104474 83626.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21226.7 19900.7 0.0102736 0.00101361 86393.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21039.1 19723.7 0.0103227 0.00105609 86331.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20853.7 19549.6 0.0103022 0.00101802 86168.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20670.8 19377.1 0.0102906 0.00101344 86233.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20490.3 19205.7 0.010622 0.00118901 84808.5 0
: 43 Minimum Test error found - save the configuration
: 43 | 20308.7 19038.8 0.0103362 0.00102455 85914.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20132.1 18870.1 0.0103075 0.00103982 86321.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 19953.4 18699.9 0.0117115 0.00105518 75072.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19775.7 18530.3 0.0104885 0.00103184 84596.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19599.9 18370 0.0103814 0.00102304 85485.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19427.7 18206.8 0.0104279 0.00103475 85168.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19262.1 18046.7 0.0103724 0.00101827 85524 0
: 50 Minimum Test error found - save the configuration
: 50 | 19093.4 17886.9 0.0103503 0.0010247 85785.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18920.1 17727.2 0.0105692 0.00107783 84286.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18754.3 17567.6 0.0104731 0.00103277 84742.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18591.4 17415 0.0104526 0.00103944 84987 0
: 54 Minimum Test error found - save the configuration
: 54 | 18427.2 17253.8 0.0105957 0.00103744 83697 0
: 55 Minimum Test error found - save the configuration
: 55 | 18263.9 17102.7 0.0108355 0.00103861 81658.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18106.6 16954.7 0.0104973 0.00103898 84581.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 17944.6 16794.2 0.0107318 0.00104574 82593.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17780.3 16646.9 0.0104489 0.00103189 84952.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17625.3 16494.2 0.0115952 0.00150199 79261.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17468.3 16348.8 0.0132512 0.00110789 65880 0
: 61 Minimum Test error found - save the configuration
: 61 | 17310.8 16199.5 0.0108057 0.00109334 82369.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17162.8 16047 0.0105592 0.001055 84173 0
: 63 Minimum Test error found - save the configuration
: 63 | 17002.2 15904.9 0.0106365 0.00109645 83857.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 16854 15760.3 0.0105117 0.00104328 84491.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16699.9 15618.9 0.010536 0.00104917 84327.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16553.7 15474.2 0.0105477 0.00105278 84255.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16403.4 15334 0.0105404 0.00105379 84329.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16254.8 15196.3 0.0104738 0.00103752 84779.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16110.3 15057.1 0.0105001 0.00104662 84624.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 15965.2 14920.4 0.0105247 0.00105196 84453 0
: 71 Minimum Test error found - save the configuration
: 71 | 15820.9 14784.8 0.0105505 0.00104739 84182.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15679.6 14649.5 0.0104721 0.00103513 84772.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15539.7 14514.6 0.0104546 0.00104035 84977.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15398.7 14382.9 0.0105018 0.00104922 84632.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15260.3 14253 0.0105369 0.00104492 84281.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15123.8 14123.5 0.0105731 0.0010435 83948.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14988.4 13995 0.0104776 0.00104534 84815.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 14852.4 13869.6 0.0105459 0.00107993 84513.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14720.9 13742.9 0.0105916 0.00106703 83993.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14588.6 13617.9 0.0106471 0.00109975 83792.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14457.6 13494.4 0.0105258 0.0010459 84388.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14327.9 13371.8 0.0104916 0.00103968 84639.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14197.8 13253.5 0.0105121 0.00104813 84531.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14072.7 13132.1 0.0105046 0.00104306 84552.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 13946.1 13012.6 0.0105307 0.00105195 84399.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13822.4 12892.9 0.0105699 0.00104668 84005.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13695.7 12777.4 0.0105587 0.0010566 84191.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13573.4 12662.6 0.0105483 0.00105086 84233 0
: 89 Minimum Test error found - save the configuration
: 89 | 13452 12547.6 0.0106712 0.0010679 83305.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13332.3 12432.5 0.0105637 0.00105418 84126 0
: 91 Minimum Test error found - save the configuration
: 91 | 13211.5 12319.9 0.0105488 0.00103969 84129.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 13092.9 12208.4 0.0107133 0.00106195 82890.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 12973.8 12100.1 0.0110986 0.00105926 79686.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12860.3 11988.4 0.0105325 0.00104526 84324.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12741.7 11881.8 0.0105933 0.00105015 83829.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12628.6 11774 0.0109005 0.001049 81205.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12514.6 11667.7 0.0105711 0.00107228 84220.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 12403.2 11560.6 0.0105511 0.00105657 84259.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12291.4 11454.7 0.0106215 0.00104776 83561.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12178.5 11353.5 0.0109588 0.00131384 82944.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12070.2 11250.6 0.0106996 0.00109374 83282.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 11962.4 11147.5 0.0106446 0.00105739 83444.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11856 11043.6 0.0105135 0.00104612 84501 0
: 104 Minimum Test error found - save the configuration
: 104 | 11746.3 10944.8 0.0105601 0.00107272 84322.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11641.1 10846 0.0105969 0.00105115 83807.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11536.2 10748.2 0.0104953 0.00104647 84666.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11433.4 10649.4 0.0111762 0.00156558 83241.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11329.9 10552.1 0.0148256 0.00156085 60310.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11227.2 10456.2 0.0149616 0.0015358 59586.9 0
: 110 Minimum Test error found - save the configuration
: 110 | 11126 10361.3 0.0138083 0.0010747 62825.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11025.2 10267.6 0.0106134 0.00104616 83619 0
: 112 Minimum Test error found - save the configuration
: 112 | 10925.6 10174.8 0.0105765 0.00105821 84048.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10827.7 10082 0.0106916 0.00107963 83229.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10728.2 9992.35 0.0105973 0.00105466 83834.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10633.1 9900.4 0.0105387 0.00105984 84398.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10536.4 9810.3 0.0106512 0.00105855 83396.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10440.7 9721.43 0.010628 0.00106867 83688.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10347.2 9632.74 0.0105877 0.00105344 83907.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10253.1 9544.58 0.0106363 0.0010658 83590.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10160.2 9457.39 0.0105972 0.00105139 83806.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10068.1 9371.07 0.0105559 0.00104405 84105.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 9976.15 9287.04 0.0106021 0.00105509 83796.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 9887.17 9201.08 0.0124268 0.00107931 70499.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9796.96 9117 0.0106332 0.00105842 83552.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9708.15 9034.04 0.0105449 0.00104785 84236.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9619.22 8952.38 0.0105597 0.00105017 84126.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9533.66 8869.59 0.0105842 0.00105662 83967.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9444.88 8791.21 0.0106146 0.00107473 83858.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9361.76 8708.63 0.0105688 0.00105905 84124.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9274.66 8630.56 0.010596 0.00105673 83863.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9191.04 8552.08 0.0105978 0.00105032 83791.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9106.6 8475.67 0.0105664 0.00104759 84044 0
: 133 Minimum Test error found - save the configuration
: 133 | 9027.2 8395.55 0.0111714 0.00148097 82556.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 8941.49 8320.64 0.0122102 0.00110685 72050.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8861.29 8244.4 0.0105957 0.00105427 83844.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8781.23 8169.66 0.010588 0.00105111 83885.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8701.86 8093.68 0.0105594 0.00104809 84110.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8621.67 8019.45 0.0105589 0.00105634 84188 0
: 139 Minimum Test error found - save the configuration
: 139 | 8542.05 7949.03 0.0105736 0.00106956 84174.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8466.2 7875.3 0.0105657 0.0010484 84057.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8388.05 7803.66 0.0108669 0.0010991 81901.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8312.02 7733.17 0.0110692 0.0011109 80334.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8235.75 7663.41 0.0110071 0.00105233 80363.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8162.59 7591.52 0.0109827 0.00113001 81196.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8086.7 7522.2 0.0110365 0.00110902 80584.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8013.19 7453.75 0.0109531 0.00105642 80835.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7940.2 7385.17 0.0106366 0.00106559 83585.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7866.63 7319.47 0.0105976 0.00106557 83927.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7795.74 7251.8 0.0106423 0.00107768 83641.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7723.53 7187.86 0.0109144 0.0010613 81192.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7653.89 7121.22 0.0106384 0.00105404 83469.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7583.47 7057.4 0.0107625 0.00109146 82721 0
: 153 Minimum Test error found - save the configuration
: 153 | 7514.72 6992.8 0.0108408 0.0010594 81787.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7445.71 6929.58 0.0106886 0.00108461 83298.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7378.35 6866.06 0.0108259 0.00107953 82081.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7310.16 6804.24 0.0107222 0.00106602 82848.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7243.21 6742.98 0.0107359 0.00109318 82964.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7177.73 6680.81 0.0107628 0.00106184 82465.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7110.35 6622.63 0.0107944 0.0010818 82367.1 0
: 160 Minimum Test error found - save the configuration
: 160 | 7046.73 6559.19 0.0106727 0.00111901 83737.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 6981.96 6499.95 0.0106334 0.00108077 83746.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6917.99 6439.21 0.0107124 0.00107974 83050.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6853.67 6382.39 0.010619 0.00106488 83733.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6791.52 6323.42 0.010589 0.00105054 83871.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6729.36 6268.36 0.0108525 0.00106467 81733.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6667.65 6207.22 0.0106984 0.00106688 83060.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6605.77 6152.8 0.0107353 0.00106843 82756.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6545.76 6098.44 0.0107134 0.00106189 82888.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6486.01 6038.8 0.0107202 0.00105676 82786.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6426.17 5983.22 0.0106638 0.00105768 83280.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6366.67 5929.06 0.0106857 0.0010744 83235.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6308.22 5874.94 0.0106908 0.00107226 83172.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6250.78 5819.87 0.0106337 0.00108528 83783.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6192.16 5766 0.0106722 0.00106824 83299.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6135.56 5711.22 0.0106987 0.00108273 83194.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6079.74 5660.55 0.0106412 0.00105624 83464 0
: 177 Minimum Test error found - save the configuration
: 177 | 6023.29 5605.34 0.0106394 0.00105876 83502.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5968.24 5556.96 0.0108883 0.00109404 81680.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5912.92 5503.24 0.0110343 0.00110406 80561.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5858.19 5453.85 0.0109318 0.00108728 81263.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5803.91 5403.46 0.0110824 0.00110259 80161.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5751.86 5350.8 0.0110005 0.0010969 80779.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5697.29 5303.22 0.0110586 0.00112591 80542.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5645.31 5257.98 0.01108 0.00112675 80375.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5593.47 5203.01 0.0111986 0.00114104 79542.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5541.93 5155.85 0.0110296 0.00111408 80681.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5490.32 5107.73 0.0110224 0.00110508 80666.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5440.48 5063.2 0.0111039 0.00113048 80213.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5389.56 5015.68 0.0110193 0.00112449 80850.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5339.92 4969.54 0.0111588 0.00107541 79338.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5290.94 4921.81 0.0109058 0.00131677 83428.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5241.53 4876.67 0.0108963 0.00114997 82082.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5193.8 4830.11 0.0112107 0.00110732 79181.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5146.05 4783.7 0.0112753 0.00107007 78391 0
: 195 Minimum Test error found - save the configuration
: 195 | 5098.37 4740.18 0.0111922 0.00114167 79598 0
: 196 Minimum Test error found - save the configuration
: 196 | 5051.15 4691.36 0.0113485 0.00113513 78328.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5004.65 4650.75 0.0111285 0.00114541 80135.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 4957.75 4607.91 0.0111879 0.00115047 79701.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4913.08 4562.85 0.0110013 0.00108147 80646.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4868.25 4523.26 0.0106755 0.00106282 83223.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4821.69 4480.36 0.0107739 0.00112053 82872.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4778.33 4437.86 0.0110423 0.00107622 80271.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4733.58 4398.19 0.0107714 0.00107562 82510.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4690.89 4353.87 0.0107498 0.00106687 82619.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4647.19 4311.42 0.0106356 0.00105547 83506.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4603.98 4279.05 0.0106043 0.00106235 83840 0
: 207 Minimum Test error found - save the configuration
: 207 | 4562.49 4237.94 0.0106417 0.00105777 83473.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4520.04 4191.96 0.0107903 0.0011067 82613.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4478.17 4162.42 0.0111214 0.00114818 80214.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4436.6 4119.26 0.0110986 0.00111952 80168 0
: 211 Minimum Test error found - save the configuration
: 211 | 4397.52 4080 0.010974 0.00105549 80657.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4355.5 4044.37 0.0105867 0.00105175 83901.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4316.98 4000.27 0.0105771 0.00104946 83966.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4276.07 3968.61 0.0105842 0.00106603 84049.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4236.36 3927.5 0.0107204 0.00108145 82996.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4199.08 3893.84 0.0111603 0.00112743 79738 0
: 217 Minimum Test error found - save the configuration
: 217 | 4160.08 3857.05 0.0107202 0.00106681 82872.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4121.03 3819.9 0.0106409 0.00105796 83481.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4083.76 3787.6 0.0106038 0.00105793 83806.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4046.35 3752.05 0.010978 0.00109907 80980.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4010.23 3714.68 0.0109374 0.00106407 81026.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 3972.29 3681.55 0.0108629 0.00109959 81939.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3937.6 3648.73 0.0109299 0.00105599 81021.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3899.82 3610.71 0.0110202 0.0011142 80759.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3864.76 3578.33 0.0108657 0.0010705 81672.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3829.75 3544.21 0.0109177 0.00108552 81365.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3794.38 3511.31 0.0108134 0.00106401 82056.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3760.05 3479.35 0.0106134 0.00106074 83746.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3726.38 3443.92 0.0106152 0.00106526 83770 0
: 230 Minimum Test error found - save the configuration
: 230 | 3691.59 3412.14 0.0106149 0.00105707 83700.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3658.11 3382 0.0108495 0.00107258 81825.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3625.29 3352.43 0.0106043 0.00105603 83784.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3592.33 3320.27 0.010563 0.00105256 84118.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3559.05 3287.81 0.0105788 0.00105685 84016.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3526.69 3256.04 0.0106196 0.00105953 83681.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3495.28 3227.41 0.0106727 0.00106639 83278.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3463.37 3194.85 0.0107122 0.00106799 82951 0
: 238 Minimum Test error found - save the configuration
: 238 | 3432.42 3163.56 0.0106476 0.00105981 83439.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3400 3136.37 0.0106177 0.00105888 83692.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3369.24 3108.05 0.0105746 0.00105721 84056.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3339.3 3076.74 0.0107558 0.00106679 82567.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3308.71 3048.87 0.010609 0.00105108 83700 0
: 243 Minimum Test error found - save the configuration
: 243 | 3278.8 3020.07 0.0105713 0.00105186 84038.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3249.17 2991.38 0.0105753 0.00105331 84016.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3219.49 2964.32 0.0106859 0.00110962 83540.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3189.76 2936.99 0.0107332 0.00105534 82663.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3161.34 2909.03 0.0105832 0.00105219 83936.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3132.63 2883.34 0.0106011 0.00105984 83846.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3104.52 2855.06 0.0106142 0.00106081 83739.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3076.6 2827.49 0.0107383 0.00107532 82790.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3047.53 2802.48 0.0106365 0.00106003 83538.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3020.74 2775.88 0.0106638 0.00108001 83474.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 2992.96 2750.88 0.0106702 0.00106191 83261.1 0
: 254 Minimum Test error found - save the configuration
: 254 | 2966.43 2725.3 0.010742 0.00108722 82860.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2938.85 2699.5 0.0107169 0.00107431 82965.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2911.85 2675.9 0.0107285 0.00106711 82803.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2886.78 2649.18 0.0106331 0.00106242 83589.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2859.84 2624.31 0.0105912 0.00105823 83919.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2834.69 2598.99 0.0106395 0.00106178 83526.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2808.19 2576.21 0.010572 0.0010541 84052.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2783.07 2551.29 0.0107461 0.00106473 82632.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2757.77 2528.47 0.0108078 0.00108395 82271.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2732.78 2504.35 0.0107507 0.0010674 82616.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2707.76 2482.19 0.0106668 0.00109386 83568.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2684.26 2458.48 0.0106878 0.00106783 83160.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2659.45 2435.48 0.0106881 0.0010716 83190.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2635.32 2413.1 0.0107044 0.00107375 83068 0
: 268 Minimum Test error found - save the configuration
: 268 | 2611.76 2391.37 0.0106479 0.00106367 83470.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2587.48 2369.92 0.0106994 0.00106973 83076.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2564.35 2348.65 0.0106517 0.00106236 83426 0
: 271 Minimum Test error found - save the configuration
: 271 | 2541.38 2327.13 0.0106399 0.00106384 83541.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2518.41 2304.36 0.0106726 0.00106978 83308.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2495.24 2283.42 0.0106565 0.00106147 83376.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2472.89 2262.54 0.0106276 0.0010572 83591.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2450.17 2241.78 0.0106617 0.00108098 83501.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2427.68 2222.79 0.0106533 0.00105766 83370.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2406.23 2200.26 0.0106189 0.00104965 83601.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2383.62 2181.38 0.0106597 0.00105928 83329.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2362.92 2160.11 0.0106227 0.00105698 83632.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2340.78 2140.19 0.0105977 0.00105635 83845.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2319.02 2121.12 0.0106249 0.00105743 83616.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2298.47 2100.09 0.0106175 0.00105753 83682.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2276.83 2082.64 0.0106319 0.001059 83569.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2256.48 2061.62 0.0107143 0.00106034 82867.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2235.81 2043.07 0.0105648 0.00105106 84088.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2214.64 2024.33 0.0106801 0.00106427 83196.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2194.63 2008.32 0.0106803 0.00106044 83161 0
: 288 Minimum Test error found - save the configuration
: 288 | 2175.4 1990.09 0.0106159 0.00105758 83697.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2154.76 1969.43 0.0106668 0.00106036 83277.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2134.7 1951.59 0.0106944 0.00107288 83147.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2114.89 1934.16 0.0106271 0.00105588 83583.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2095.83 1915.92 0.0107909 0.00106415 82247.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2076.56 1898.28 0.0106298 0.00105271 83532.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2057.11 1882.01 0.0107717 0.00107542 82506.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2038.46 1863.55 0.0105843 0.00105563 83957.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2018.87 1846.73 0.0106394 0.00106241 83533.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2000.34 1829.8 0.0106673 0.00106958 83352.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 1982.02 1814.87 0.0106486 0.00105671 83404 0
: 299 Minimum Test error found - save the configuration
: 299 | 1964.17 1796.5 0.0105942 0.00105877 83897.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1945.27 1781.34 0.0105743 0.00105246 84017.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1927.58 1762.59 0.0105814 0.0010502 83934.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1909.05 1747.39 0.0106163 0.00110064 84071.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1890.86 1731.98 0.0107481 0.00115143 83362.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1873.53 1715.54 0.0107124 0.00107358 82997.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1856.06 1700.76 0.0107097 0.00107249 83011.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1838.97 1683.98 0.0106253 0.00105739 83612.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1821.49 1668.51 0.0106948 0.00114236 83748.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1803.94 1653.65 0.0106666 0.00106124 83286.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1787.63 1638.09 0.0106172 0.00105959 83703.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1770.25 1622.73 0.010744 0.00111628 83093.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1754.32 1607.89 0.0106391 0.00106207 83532.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1736.77 1593.4 0.010699 0.00107104 83091.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1721.05 1578.56 0.0106263 0.00105676 83598.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1704.4 1564.56 0.0106103 0.00105467 83720.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1688.47 1549.49 0.0105912 0.00105526 83893 0
: 316 Minimum Test error found - save the configuration
: 316 | 1672 1536.26 0.0106899 0.00109419 83370.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1656.79 1522.15 0.0107722 0.00106704 82430 0
: 318 Minimum Test error found - save the configuration
: 318 | 1641.18 1507.88 0.0106634 0.00108862 83552.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 1624.99 1494.3 0.0106778 0.00107195 83282.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1610.2 1479.59 0.0106292 0.00106047 83605.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1594.51 1465.93 0.0105789 0.00105406 83990.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1578.68 1453.42 0.010771 0.0010693 82460 0
: 323 Minimum Test error found - save the configuration
: 323 | 1563.92 1440.09 0.0107162 0.00106752 82912.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1549.28 1426.74 0.0106454 0.00105836 83445.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1534.4 1413.86 0.0106161 0.00105853 83702.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1519.65 1400.5 0.0105845 0.00104789 83887 0
: 327 Minimum Test error found - save the configuration
: 327 | 1505.33 1387.46 0.0106574 0.00105711 83330.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1490.87 1374.19 0.0106949 0.00106738 83094.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1475.84 1362.38 0.0106008 0.0010586 83838.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1462.3 1348.96 0.010585 0.00105542 83949.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1447.81 1337.63 0.0106369 0.00105475 83488.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1434.7 1324.35 0.0106168 0.00106297 83735.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1420.27 1313.08 0.0106557 0.00107052 83462.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1406.62 1300.78 0.010669 0.00106572 83304.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1393.03 1288.75 0.010616 0.00106305 83743.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1380.02 1276.77 0.0106805 0.00106387 83189.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1367.21 1264.67 0.0106261 0.00105163 83555.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1353.21 1252.64 0.0105977 0.00106173 83892.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1340.54 1240.6 0.0106554 0.00106428 83410.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1327.01 1229.3 0.0108371 0.00107366 81938.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1315.09 1217.33 0.0106941 0.00106663 83095.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1301.93 1206.06 0.0108348 0.00117566 82822.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1289.21 1195.58 0.0106839 0.00107847 83285.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1277.01 1183.56 0.0107271 0.00106227 82774.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1264.43 1172.93 0.0108538 0.00112762 82252.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1252.4 1161.98 0.0107843 0.00107523 82397.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1240.38 1150.4 0.0107201 0.00110088 83166.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1228.07 1140.07 0.0108196 0.0010705 82059.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1216.51 1130.43 0.0107518 0.00108202 82732.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1205.78 1120.21 0.0109248 0.00110569 81473.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1193.22 1108.14 0.0107932 0.00108083 82369 0
: 352 Minimum Test error found - save the configuration
: 352 | 1181.28 1097.73 0.0107415 0.00107564 82765.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1170.09 1087.17 0.0107278 0.00107161 82848.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1158.94 1077.36 0.0109544 0.00108766 81080.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1147.55 1066.92 0.0109687 0.00111403 81180 0
: 356 Minimum Test error found - save the configuration
: 356 | 1136.48 1056.52 0.0107862 0.0010796 82418 0
: 357 Minimum Test error found - save the configuration
: 357 | 1124.99 1047 0.0107071 0.00107873 83088.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1114.49 1037.29 0.0107734 0.0010969 82674.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1103.83 1027.32 0.010684 0.0010784 83284.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1092.72 1017.58 0.010636 0.00106084 83549.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1082.07 1007.89 0.0106893 0.00107606 83218.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1071.4 998.654 0.010825 0.00108382 82125.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1061.27 988.885 0.010845 0.00107802 81908.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1050.55 979.281 0.0106616 0.00106236 83339.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1040.44 970.406 0.0106213 0.0010629 83696.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1030.64 960.807 0.0106332 0.00106552 83615.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1020.28 951.352 0.0105854 0.00105201 83915.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1010.65 941.795 0.0106419 0.00106695 83551 0
: 369 Minimum Test error found - save the configuration
: 369 | 1000.11 933.397 0.0106804 0.0010849 83372.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 990.735 924.344 0.0107086 0.0010627 82937.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 980.966 915.071 0.0106091 0.00106286 83802.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 971.045 906.371 0.0106236 0.0010609 83658.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 961.751 897.795 0.01067 0.00106275 83270.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 952.675 888.675 0.0106285 0.00105499 83564 0
: 375 Minimum Test error found - save the configuration
: 375 | 942.62 880.532 0.010637 0.00106661 83591.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 933.425 872.175 0.0123417 0.0017598 75601 0
: 377 Minimum Test error found - save the configuration
: 377 | 924.371 863.865 0.0123936 0.00114185 71099.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 915.545 855.359 0.0116693 0.00137101 77683 0
: 379 Minimum Test error found - save the configuration
: 379 | 906.405 846.57 0.01361 0.00138031 65414.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 897.622 838.806 0.0110748 0.00117682 80824.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 888.865 829.803 0.0106665 0.00106123 83287.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 879.671 821.838 0.0107019 0.00106333 83000 0
: 383 Minimum Test error found - save the configuration
: 383 | 870.874 814.041 0.0106788 0.00107131 83268.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 861.979 806.361 0.0106382 0.00106644 83579.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 854.206 798.086 0.0107372 0.00107844 82826.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 845.159 790.053 0.0107773 0.00108302 82523.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 836.811 782.76 0.0106817 0.00106875 83221.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 828.492 774.696 0.0111233 0.00109781 79796.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 820.269 767.166 0.0107733 0.00110378 82734.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 812.047 759.7 0.0106799 0.00107394 83282.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 803.845 752.648 0.010662 0.00106497 83359.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 796.244 744.841 0.010714 0.00106919 82946.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 788.349 736.869 0.0106704 0.00105962 83239.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 780.03 729.527 0.0106471 0.00105815 83429.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 772.288 722.337 0.0106786 0.00106214 83191.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 764.747 715.202 0.0106308 0.00105292 83526.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 756.962 707.908 0.0106098 0.00105271 83707.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 749.58 701.138 0.0106246 0.0010554 83601.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 742.088 693.898 0.0106032 0.00107837 83991.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 734.236 687.038 0.0107432 0.00106871 82691.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 727.121 679.915 0.0106371 0.00105589 83497 0
: 402 Minimum Test error found - save the configuration
: 402 | 719.778 673.351 0.0105614 0.001048 84092.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 712.431 666.265 0.0106487 0.00106103 83440.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 705.079 659.893 0.0106391 0.00105389 83461.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 698.099 653.056 0.0106584 0.00106289 83372.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.247 646.103 0.010662 0.00106386 83349.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 684.323 639.238 0.0106808 0.00106331 83181.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 677.137 632.857 0.0106155 0.00105335 83663.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 669.842 627.004 0.0106099 0.00106509 83815.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 663.372 621.102 0.0107681 0.00109148 82673.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 657.015 613.748 0.0106224 0.00105213 83592.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 650.072 607.802 0.0106738 0.00106406 83249.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 643.439 601.681 0.0106847 0.00107039 83209.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 636.995 594.951 0.0106548 0.00106821 83450.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 630.6 588.647 0.0107011 0.00105695 82951.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 623.957 582.98 0.0106106 0.00105791 83746.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 617.39 576.78 0.0106851 0.00107743 83266.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.217 570.886 0.0106704 0.00106351 83273.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.001 564.964 0.0107172 0.00112638 83413.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 598.768 559.307 0.0106707 0.00107326 83355.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 592.636 553.109 0.0106299 0.0010647 83636.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.519 547.447 0.0106532 0.00105148 83318.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 580.67 542.196 0.0106477 0.00108028 83617 0
: 424 Minimum Test error found - save the configuration
: 424 | 574.59 536.168 0.0106323 0.00105799 83557.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 568.607 529.948 0.0105947 0.00105346 83846.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 562.883 524.563 0.0105707 0.00105119 84038.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 557.031 519.462 0.0105679 0.00105029 84055.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.565 513.246 0.0107519 0.00106218 82562.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.257 508.19 0.0105758 0.00105403 84018.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 539.75 503.051 0.0105807 0.00104943 83934.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.471 497.542 0.0105765 0.00105609 84029.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 528.759 492.086 0.0106777 0.00108123 83363.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.004 487.172 0.0106823 0.00106526 83185.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 517.715 481.794 0.0105849 0.00105011 83903.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.528 476.292 0.0106216 0.00105347 83610.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 506.914 471.388 0.0105821 0.00105151 83940.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.679 466.51 0.0106065 0.00105827 83784.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.368 461.752 0.0106079 0.00105472 83742.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.648 456.578 0.0107671 0.00107806 82567.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.215 451.651 0.0106998 0.00106269 83012.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.117 447.357 0.0106374 0.00105899 83521.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.529 441.896 0.0106271 0.00106396 83655 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.234 437.096 0.0106621 0.00105614 83281.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.344 433.549 0.0106311 0.00105221 83516.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.524 427.457 0.0106184 0.00105442 83646.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.664 423.222 0.0105906 0.00105193 83868.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 451.567 418.358 0.0106657 0.00107658 83428.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.018 413.981 0.0106064 0.00105654 83770.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.361 409.426 0.0106929 0.00106129 83059.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.796 404.782 0.0106509 0.00105945 83407.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.055 400.642 0.0106237 0.00105851 83636.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.756 396.105 0.0106724 0.00106668 83283.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.101 391.782 0.010602 0.00105939 83834.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.943 387.509 0.0106055 0.00105399 83756.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.372 382.976 0.0106222 0.00105917 83655.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 410.809 378.646 0.0106214 0.00105711 83644.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.347 374.869 0.0106268 0.00105684 83594.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.187 370.696 0.01077 0.00113005 82988.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.998 366.573 0.0107012 0.00106234 82997.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 393.95 362.876 0.0106374 0.00105916 83522.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.021 358.72 0.0107014 0.00109906 83312.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.724 354.76 0.0106508 0.00105927 83407.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.599 350.485 0.0106537 0.00106021 83389.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.451 346.208 0.0106478 0.00105946 83434.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.432 343.475 0.0106608 0.00105738 83303.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.923 338.729 0.0106448 0.00106154 83478.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.546 335.052 0.0107741 0.0010764 82493.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.641 331.627 0.0107155 0.00106266 82876.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.799 327.586 0.0107896 0.00109042 82481.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.84 323.758 0.0106385 0.00105351 83464.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.281 320.224 0.0106552 0.00105908 83366.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.096 317.13 0.0106795 0.00107159 83265 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.763 312.764 0.0107207 0.0011054 83200.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.046 309.735 0.0106662 0.00105861 83267.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.152 305.928 0.010681 0.00106745 83216.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.705 302.968 0.0106296 0.00105498 83554.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.189 299.13 0.0106501 0.00105575 83382.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.687 295.638 0.0108733 0.00107773 81669.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.671 292.712 0.0106933 0.00107663 83189.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.804 289.466 0.0106524 0.00106196 83416.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.398 286.901 0.0106257 0.00104886 83535 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.032 283.126 0.0107029 0.001068 83031.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.522 279.696 0.0106976 0.00106673 83066 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.332 275.914 0.0106477 0.00106169 83455 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.637 273.218 0.0106328 0.00106282 83594.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.653 270.447 0.0106813 0.00106866 83224.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.46 266.647 0.0106499 0.00106169 83436 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.116 263.886 0.0106367 0.00106343 83565.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.143 260.505 0.010598 0.00105965 83872.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.817 258.808 0.010698 0.00106654 83061 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.905 255.669 0.0106897 0.00108383 83282.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.142 252.74 0.0106344 0.00105354 83500.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.959 250.835 0.0105836 0.00105561 83963.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.886 246.861 0.0106546 0.00106246 83402 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.832 243.859 0.010693 0.00106597 83099.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.058 240.717 0.0107042 0.00106008 82952 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.038 239.485 0.0111063 0.00109079 79876.1 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.908 235.676 0.0107684 0.00110189 82759.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.035 234.27 0.0106735 0.00106844 83289.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.434 230.607 0.0106173 0.00105869 83693.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.58 227.86 0.0106134 0.00105039 83656 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.935 226.457 0.0106225 0.00105231 83592.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.297 223.636 0.0106188 0.00105932 83686.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.628 220.901 0.0106401 0.00104846 83406.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.669 218.54 0.0106583 0.00106585 83398.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.561 216.162 0.0107859 0.00106923 82332.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.61 214.712 0.0106514 0.00108046 83586.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.92 212.205 0.0107403 0.00107051 82731.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.253 208.944 0.0106578 0.00106172 83367.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.519 206.85 0.010654 0.00106513 83430.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.243 205.215 0.0105974 0.00104984 83791.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.541 204.093 0.0105837 0.00105017 83914.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.184 200.682 0.0106005 0.001078 84011.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.01 197.893 0.0105995 0.00105821 83845.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.514 195.114 0.0107015 0.00106779 83041.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.911 194.379 0.0106413 0.00106453 83535.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.657 191.443 0.010624 0.00106511 83692 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.267 189.411 0.0106879 0.00106313 83118.8 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.109 187.213 0.0106337 0.00105712 83536.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.775 184.166 0.0105873 0.00105043 83884.9 0
: 521 | 202.282 184.171 0.010558 0.00104407 84087.5 1
: 522 Minimum Test error found - save the configuration
: 522 | 200.283 179.783 0.0106294 0.00106147 83612.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.013 178.233 0.0106803 0.00106136 83169.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.659 177.087 0.010631 0.00105963 83583 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.548 174.717 0.0106835 0.00106336 83159.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.15 171.952 0.0106166 0.00105253 83646.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.011 170.523 0.0105757 0.0010605 84076.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.133 168.946 0.0107101 0.00105527 82860.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.963 166.768 0.0106508 0.00106484 83455.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.646 164.852 0.0106729 0.0010747 83349.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.511 162.48 0.010635 0.00106063 83556.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.535 160.511 0.0106342 0.00105407 83506.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.933 159.476 0.0106922 0.00106692 83114.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.708 156.982 0.0107369 0.00108675 82899.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.661 156.421 0.0106825 0.00107416 83261.3 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.867 153.716 0.0110482 0.00109563 80381.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.975 151.982 0.0107739 0.00106984 82440 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.929 150.04 0.0106403 0.00106643 83560.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.696 147.864 0.0106245 0.00105569 83604.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.111 147.006 0.0106287 0.00105507 83563 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.976 145.598 0.0106716 0.00108503 83449.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.36 143.349 0.0107587 0.00106949 82566.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.26 141.481 0.0107708 0.00116473 83280.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.399 139.767 0.0107463 0.00106515 82634.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.617 137.788 0.0106531 0.00106076 83399.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.719 136.893 0.0106347 0.00105847 83540.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.928 134.996 0.0106608 0.00105777 83307.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.19 133.538 0.0106364 0.00105641 83507.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.775 131.461 0.0107142 0.00106402 82900.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.782 130.554 0.010694 0.00106048 83043.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.991 129.213 0.0107038 0.00108209 83145.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.51 127.219 0.0106652 0.00105972 83285.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.737 125.919 0.0107676 0.00105911 82402 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.139 124.238 0.0107111 0.00109056 83155.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.589 123.308 0.0106134 0.00105877 83728.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.19 122.236 0.0106654 0.00106218 83305.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.246 120.014 0.0106925 0.00107832 83210.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.629 119.183 0.01065 0.00106176 83435.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.25 117.469 0.0107337 0.00106773 82764.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.845 116.483 0.0106203 0.00105183 83607.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.271 115.633 0.010621 0.00105816 83657.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.736 113.667 0.0106251 0.00105436 83588.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.176 111.876 0.0105657 0.00105041 84075.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.756 110.735 0.0105658 0.001054 84106.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.196 110.147 0.0107036 0.00106126 82967.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.032 108.434 0.0106221 0.00105154 83589.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.765 106.664 0.0106187 0.0010504 83609.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.266 105.053 0.0106243 0.00105477 83598.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.7 104.586 0.0106805 0.00105933 83149.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.131 102.52 0.0107243 0.00105726 82755.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.701 101.412 0.0106399 0.00105868 83496.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.518 100.308 0.0106368 0.00105473 83488.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.174 99.3886 0.0106456 0.00106267 83481.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.8 97.8799 0.0106639 0.00106552 83347.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.554 97.7227 0.0107282 0.001072 82848.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.285 96.0469 0.0107456 0.00109084 82860.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.026 94.6438 0.0106375 0.0010576 83508.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.791 93.7306 0.0106288 0.00106101 83613.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.481 92.1713 0.0106262 0.00105473 83582.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.278 90.8369 0.0106795 0.00105231 83098.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.026 89.7948 0.0107266 0.00106447 82797.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.7303 89.6548 0.0110632 0.00134986 82361 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.7225 87.0052 0.0108531 0.00108837 81927.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.67 86.6741 0.0106305 0.00105994 83589.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.4201 86.1459 0.0107196 0.0010821 83009 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.2654 84.448 0.0106409 0.00106177 83515 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.0872 83.5334 0.0106236 0.00105264 83586.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.987 82.7243 0.010739 0.00106093 82661.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.81 81.3419 0.0105831 0.00105329 83947 0
: 590 | 90.3003 81.8152 0.0106308 0.00101913 83232.3 1
: 591 Minimum Test error found - save the configuration
: 591 | 89.0284 80.1729 0.010705 0.00105417 82894.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.8231 77.8204 0.0106367 0.00108134 83722.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.7192 77.4142 0.0106541 0.00105756 83363.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.5938 76.5358 0.0106366 0.00105583 83500.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.5909 75.5931 0.0106237 0.00106418 83686.6 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.5347 75.1892 0.0106407 0.00106134 83513.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.7945 73.4841 0.0106457 0.00106975 83542.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.64 72.6327 0.0106986 0.00106166 83014.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.6698 71.9052 0.0107413 0.00106575 82682.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.655 70.6179 0.0106811 0.00105395 83098.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.715 69.5943 0.0105725 0.0010539 84045.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.7171 69.2651 0.0106219 0.00105494 83620.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.9079 68.2476 0.0106723 0.00106413 83262.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.1558 67.6027 0.0107488 0.0010579 82551.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.1592 66.6057 0.0106093 0.00105381 83721.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.1988 65.2044 0.0106375 0.00105751 83507 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.3051 64.3722 0.0105996 0.00104809 83756.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.3666 63.7024 0.0106271 0.00104834 83518.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.5347 63.0839 0.0106742 0.00106464 83250.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.6559 62.874 0.0107484 0.0011492 83340.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.8536 62.204 0.0106593 0.00105658 83310.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.1263 61.5998 0.0106265 0.00105329 83566.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.2916 60.0198 0.0107146 0.00106595 82912.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.235 59.3172 0.0106142 0.00105181 83661.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.5555 58.3094 0.0105913 0.00106104 83943.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.6559 57.5344 0.0105694 0.00105205 84056.6 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.9633 57.4807 0.0107002 0.00106687 83044.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.234 56.362 0.0106596 0.00105623 83303.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.4163 55.8603 0.0106138 0.00105584 83699.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.6276 55.4614 0.0106637 0.00105568 83263.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.9167 54.43 0.0106749 0.00107282 83315 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.3286 53.5789 0.0106476 0.00105177 83369.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.5149 52.9914 0.0106074 0.00105329 83733.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.7251 51.9191 0.0106298 0.00106008 83597.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.0141 51.1444 0.0105853 0.00105226 83918.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.2331 50.541 0.0106175 0.00105764 83683.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.6817 50.4063 0.0106251 0.00106144 83649.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.2546 49.6436 0.0107281 0.00106327 82774.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.3392 48.3091 0.010734 0.00105637 82665.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.5024 47.8629 0.010677 0.00106939 83267.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.8037 47.0419 0.0106522 0.00107083 83495 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.1428 46.7706 0.0106676 0.00107333 83383.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.7658 45.9058 0.010601 0.00105031 83763.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.1322 45.5908 0.0106389 0.00105441 83468.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.5143 45.2051 0.0106065 0.00105181 83728.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.5975 44.5471 0.0105901 0.00105625 83911.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.9523 43.2067 0.0107377 0.00107307 82775.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.2808 42.4411 0.0106518 0.00105925 83398.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.7228 42.1737 0.0107188 0.00106258 82848.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.2371 41.7752 0.0106354 0.00105718 83522.8 0
: 641 | 48.6657 42.0756 0.0106176 0.00101714 83329.1 1
: 642 Minimum Test error found - save the configuration
: 642 | 47.9941 40.5646 0.0106683 0.00108294 83460.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.4371 39.9609 0.0107732 0.00110234 82723.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.7939 39.3899 0.0107708 0.00111535 82855.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.4711 39.3683 0.0107115 0.00107959 83057.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.7527 39.0885 0.0107051 0.00107642 83084.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.2111 38.0992 0.0107091 0.00107081 83002.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.5663 38.005 0.0108675 0.00106997 81653.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.0377 37.8691 0.0107369 0.00105469 82625.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.5378 36.7719 0.0108101 0.00107582 82183.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.942 35.3744 0.0108947 0.00106884 81417.6 0
: 652 | 42.5679 35.8967 0.0109302 0.00121807 82371.5 1
: 653 | 41.8803 36.0202 0.011104 0.00104336 79518.1 2
: 654 Minimum Test error found - save the configuration
: 654 | 41.5441 34.3002 0.0106817 0.00106284 83170.2 0
: 655 | 40.8294 34.6564 0.0105648 0.0010158 83778.4 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.4607 32.9391 0.0117067 0.00165917 79621.4 0
: 657 | 39.9993 33.201 0.013667 0.00151395 65827.1 1
: 658 Minimum Test error found - save the configuration
: 658 | 39.5983 32.8782 0.0136778 0.00121612 64196.7 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.2563 32.3129 0.0165019 0.00176468 54284.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.4462 31.7765 0.016501 0.00177348 54320.2 0
: 661 | 38.2111 32.245 0.0128827 0.00102202 67449.5 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.6986 31.6119 0.0116582 0.00109266 75717.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.1091 29.6007 0.0132265 0.00139856 67636.7 0
: 664 | 36.747 30.1262 0.0131927 0.00146822 68233.5 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.4954 29.5548 0.0117181 0.00154206 78615.7 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.7011 28.788 0.0140344 0.00107671 61739.4 0
: 667 | 35.2737 28.8529 0.0106596 0.00102537 83037.1 1
: 668 Minimum Test error found - save the configuration
: 668 | 34.8599 28.2462 0.0106802 0.0010612 83168.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.6164 27.8429 0.0106564 0.00104997 83277.7 0
: 670 | 34.0105 27.9316 0.0105928 0.00102 83569.9 1
: 671 Minimum Test error found - save the configuration
: 671 | 33.6545 26.7304 0.0106574 0.00105459 83308.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.3846 26.6457 0.0107017 0.00105811 82956.9 0
: 673 | 33.1205 27.1933 0.0105693 0.00101654 83745.4 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.5249 26.406 0.0106902 0.00106004 83072.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.0905 25.9625 0.0106122 0.00105036 83666.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.5606 25.0966 0.010617 0.00105557 83669.3 0
: 677 | 31.1273 25.2556 0.0106333 0.0010234 83247.7 1
: 678 Minimum Test error found - save the configuration
: 678 | 30.9336 24.6057 0.0106668 0.00107135 83372.9 0
: 679 | 30.5585 24.7106 0.0105789 0.00101927 83685.2 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.1104 23.9382 0.0106619 0.00105829 83302 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.5466 23.4109 0.0106838 0.00107223 83233.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.2149 22.8886 0.0106421 0.00106013 83490.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.8896 22.7532 0.0106473 0.00105682 83416.2 0
: 684 | 28.5135 23.2086 0.010597 0.00102245 83554.6 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.4523 22.4525 0.0106342 0.00106114 83567.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.7782 21.6021 0.0106853 0.0010548 83069.1 0
: 687 | 27.4914 21.6244 0.0105713 0.00102114 83768.3 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.1234 21.2059 0.0106488 0.00105243 83365.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.8517 20.8394 0.0106596 0.00106177 83352.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.46 20.0055 0.0106273 0.0010529 83555.8 0
: 691 | 26.189 20.5213 0.0106212 0.00102631 83378.1 1
: 692 | 25.8016 20.3775 0.0106314 0.00103473 83362.6 2
: 693 Minimum Test error found - save the configuration
: 693 | 25.4826 19.96 0.0107964 0.00107262 82272.2 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.0218 19.6087 0.0106881 0.00106708 83151.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.7049 19.3836 0.0107512 0.00106567 82597.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.5142 18.8231 0.0106508 0.00106526 83459.3 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.0528 18.6579 0.0106315 0.00105977 83579.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.8138 17.8708 0.0107491 0.00106859 82640.6 0
: 699 | 23.5077 18.4593 0.0105803 0.00102416 83716.2 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.1185 17.3517 0.0107157 0.00106483 82894.3 0
: 701 | 22.757 17.501 0.0106268 0.00102429 83311.6 1
: 702 | 22.6281 17.4632 0.010714 0.00103944 82691 2
: 703 Minimum Test error found - save the configuration
: 703 | 22.2639 16.5653 0.0106406 0.00105657 83472.5 0
: 704 | 22.1139 17.1086 0.0105682 0.00101814 83769.4 1
: 705 | 22.0019 17.3441 0.0105704 0.00101959 83762.8 2
: 706 Minimum Test error found - save the configuration
: 706 | 21.6178 15.8327 0.0106475 0.00105545 83402.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.4337 15.476 0.0107026 0.00106041 82968.9 0
: 708 | 20.9827 15.5922 0.0105652 0.00102052 83815.9 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.5987 15.4076 0.0106739 0.00106393 83247.1 0
: 710 | 20.2812 15.6369 0.0105997 0.00101978 83507.8 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.097 15.2952 0.0106639 0.00107121 83396.9 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.6709 14.9925 0.0106659 0.00105892 83272.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.3751 14.5346 0.010715 0.0010619 82875.1 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.115 14.1559 0.010686 0.0010923 83388.2 0
: 715 | 19.0495 14.9757 0.0106349 0.00102409 83239.5 1
: 716 | 18.6681 14.419 0.0106394 0.00102336 83193.9 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.3338 13.6414 0.0106559 0.00106018 83370.1 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.1566 13.504 0.0106935 0.00106082 83050.4 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.803 13.4135 0.0107451 0.0010675 82664.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.7048 13.3631 0.0106378 0.00105268 83462.8 0
: 721 | 17.5214 13.5896 0.0106069 0.00102059 83452.6 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.2234 12.8685 0.0107319 0.00107217 82818 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.9676 12.051 0.0107408 0.00115495 83456 0
: 724 | 16.6952 13.2611 0.0107633 0.00102807 82175.6 1
: 725 | 16.5581 12.0859 0.0107473 0.0010283 82312.7 2
: 726 | 16.3337 12.3933 0.0107026 0.00105055 82884.2 3
: 727 | 16.1241 12.3694 0.0107264 0.00104755 82654.3 4
: 728 Minimum Test error found - save the configuration
: 728 | 15.8479 11.6892 0.0107896 0.00107883 82382.8 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.6 11.315 0.0108507 0.00106361 81740.2 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.3273 10.9917 0.0109962 0.00114839 81236.4 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.2286 10.8183 0.0109118 0.00109088 81459 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.0662 10.7022 0.0106719 0.00105846 83217.2 0
: 733 | 14.7824 11.1903 0.0107778 0.00105681 82296.2 1
: 734 | 14.6722 10.8577 0.01065 0.00102506 83117.8 2
: 735 | 14.3008 10.8055 0.0107737 0.00104118 82198.5 3
: 736 Minimum Test error found - save the configuration
: 736 | 14.3845 10.3273 0.010762 0.00106439 82494.4 0
: 737 | 14.1507 10.3989 0.0107215 0.00106438 82840.1 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.9487 10.1842 0.0107798 0.00106674 82363.6 0
: 739 | 13.6732 10.4807 0.0107914 0.00104675 82096.5 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.751 9.76344 0.0107569 0.00106968 82583.3 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.5277 9.29503 0.0107345 0.00106767 82757.2 0
: 742 | 13.0768 9.48681 0.0107501 0.00102188 82234.7 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.0009 9.11255 0.0108054 0.00106773 82155.2 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.87 8.82692 0.0107001 0.00106727 83049.1 0
: 745 | 12.7604 9.12086 0.0106526 0.00102803 83120.9 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.6779 8.81643 0.0107035 0.00106782 83025.1 0
: 747 | 12.357 8.94784 0.0106998 0.00104034 82820.3 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.115 8.27584 0.0106437 0.00105725 83451.4 0
: 749 | 11.8798 8.6135 0.0105868 0.00102313 83649.5 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.9314 8.16668 0.0106435 0.00106269 83500.2 0
: 751 | 11.7811 8.21576 0.0106135 0.00103416 83512.8 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.6148 7.78672 0.010659 0.00106169 83356.8 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.3261 7.49544 0.0106654 0.00105282 83224.2 0
: 754 | 11.1097 7.72796 0.010613 0.00102459 83434.1 1
: 755 Minimum Test error found - save the configuration
: 755 | 10.9737 7.43607 0.0106992 0.00107468 83120.8 0
: 756 Minimum Test error found - save the configuration
: 756 | 10.8016 7.17292 0.0107178 0.00106727 82897.3 0
: 757 | 10.7378 7.32306 0.010556 0.00101562 83854.4 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.7471 6.92778 0.0106468 0.00105784 83429.4 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.7739 6.22983 0.0106455 0.00106155 83472.8 0
: 760 | 10.4987 7.07601 0.0106086 0.00102192 83449.4 1
: 761 | 10.5748 6.87704 0.010656 0.00102776 83088.8 2
: 762 | 10.1514 6.57709 0.0106396 0.00103482 83292 3
: 763 | 9.91108 6.37233 0.0106393 0.00104906 83418.3 4
: 764 Minimum Test error found - save the configuration
: 764 | 9.86369 6.18908 0.010766 0.00106836 82494.7 0
: 765 | 9.73533 6.31438 0.010725 0.00105904 82764.4 1
: 766 | 9.48859 6.50445 0.010695 0.00103251 82794.7 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.34089 5.67276 0.0106712 0.0010705 83327.4 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.14509 5.49654 0.010792 0.00109041 82460.5 0
: 769 | 9.07724 5.59186 0.0107543 0.00105042 82441.1 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.00788 5.20305 0.010701 0.00106001 82978.8 0
: 771 | 8.75049 5.22642 0.0106846 0.0010323 82881.6 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.72824 5.20138 0.0106922 0.00105392 83002.4 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.55556 4.95622 0.0106798 0.00107941 83330.2 0
: 774 | 8.46725 5.1758 0.010883 0.00107186 81540.2 1
: 775 | 8.43736 5.10951 0.0110257 0.00106645 80327.5 2
: 776 | 8.47689 5.65015 0.0108358 0.00103138 81596.3 3
: 777 Minimum Test error found - save the configuration
: 777 | 8.2729 4.782 0.010705 0.00107053 83034.8 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.0212 4.5667 0.0106812 0.0010668 83208.7 0
: 779 Minimum Test error found - save the configuration
: 779 | 7.91376 4.41824 0.0107173 0.00106958 82921.2 0
: 780 | 7.92795 4.85459 0.010604 0.00101764 83452 1
: 781 | 7.96862 4.56285 0.010633 0.00102795 83289.5 2
: 782 Minimum Test error found - save the configuration
: 782 | 8.05173 4.12122 0.0107316 0.00107335 82830.5 0
: 783 | 7.74644 4.87871 0.0106397 0.00101981 83160.6 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.74459 3.63647 0.0106726 0.00106086 83231.8 0
: 785 | 7.37907 3.90923 0.010607 0.00102167 83460.6 1
: 786 | 7.57337 4.02564 0.0106788 0.00105511 83128.6 2
: 787 | 7.56531 3.81566 0.0106438 0.00104546 83347.5 3
: 788 Minimum Test error found - save the configuration
: 788 | 7.24875 3.62704 0.0107115 0.00106623 82942 0
: 789 | 7.1579 3.68457 0.0107768 0.00102831 82063.6 1
: 790 | 6.92446 3.87056 0.0107425 0.00106803 82691.6 2
: 791 Minimum Test error found - save the configuration
: 791 | 7.04018 3.34188 0.0106605 0.00107966 83500.2 0
: 792 | 6.71999 3.64248 0.0106133 0.00102119 83401.8 1
: 793 | 6.61214 3.45661 0.0106416 0.00105007 83406.7 2
: 794 Minimum Test error found - save the configuration
: 794 | 6.53413 3.24279 0.0106765 0.00106535 83236.8 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.53777 2.93018 0.0106731 0.00106613 83273.1 0
: 796 | 6.4451 3.59407 0.010579 0.00102091 83698.9 1
: 797 | 6.44205 3.85225 0.0106158 0.001024 83404.8 2
: 798 Minimum Test error found - save the configuration
: 798 | 6.44181 2.86575 0.0106945 0.00108029 83210 0
: 799 | 6.43335 3.76605 0.0106698 0.00102399 82937.2 1
: 800 Minimum Test error found - save the configuration
: 800 | 6.1778 2.76074 0.0107906 0.00106532 82260.3 0
: 801 | 6.08849 2.86814 0.0105755 0.00102044 83725.2 1
: 802 Minimum Test error found - save the configuration
: 802 | 5.86777 2.61309 0.0119507 0.00107693 73571.7 0
: 803 Minimum Test error found - save the configuration
: 803 | 5.83338 2.56479 0.0106788 0.00106959 83253.6 0
: 804 | 5.76151 2.9465 0.0106509 0.00102682 83124.7 1
: 805 | 5.83615 2.97044 0.0106145 0.00102549 83429.2 2
: 806 Minimum Test error found - save the configuration
: 806 | 5.61574 2.38404 0.0107573 0.00107247 82603.3 0
: 807 | 5.6797 2.50665 0.0107631 0.00105789 82430.4 1
: 808 | 5.70622 2.85525 0.0108459 0.00103929 81577.7 2
: 809 | 5.48787 2.97641 0.0107846 0.00103088 82020.4 3
: 810 | 5.45576 2.59567 0.0108078 0.00116392 82954.2 4
: 811 Minimum Test error found - save the configuration
: 811 | 5.3279 2.2576 0.0107279 0.00113539 83398.3 0
: 812 | 5.46356 2.66802 0.0107434 0.0010323 82380 1
: 813 Minimum Test error found - save the configuration
: 813 | 5.34814 1.96958 0.0108078 0.00107495 82196.1 0
: 814 | 5.34018 2.43705 0.0107898 0.00104812 82121.3 1
: 815 | 5.16036 2.60731 0.010906 0.00102539 80966.9 2
: 816 | 5.15259 2.86342 0.0106222 0.00102072 83320.5 3
: 817 | 5.24504 2.33857 0.010668 0.0010322 83023.5 4
: 818 | 5.03006 2.43253 0.0106665 0.00105089 83198.1 5
: 819 | 4.98121 1.98236 0.0107732 0.00102852 82096 6
: 820 | 4.81098 2.10978 0.0106723 0.00103107 82977.2 7
: 821 | 4.69536 2.12033 0.0107207 0.00102856 82541.1 8
: 822 Minimum Test error found - save the configuration
: 822 | 4.65002 1.8261 0.0109314 0.00109417 81324.1 0
: 823 | 4.74042 2.49564 0.0106953 0.00102788 82752 1
: 824 | 4.79765 2.15783 0.0109027 0.00102983 81029.9 2
: 825 | 4.7321 1.97182 0.0125494 0.00107852 69742 3
: 826 | 4.63093 2.74551 0.0107348 0.00105112 82613.4 4
: 827 Minimum Test error found - save the configuration
: 827 | 4.6881 1.77152 0.0110274 0.00121493 81528.9 0
: 828 | 4.81654 2.97291 0.0109975 0.00121961 81816.9 1
: 829 | 4.67361 2.23808 0.0110733 0.00102237 79594.3 2
: 830 | 4.53879 2.26808 0.0108376 0.00103076 81575.5 3
: 831 Minimum Test error found - save the configuration
: 831 | 4.34303 1.61132 0.0107968 0.00108137 82343.7 0
: 832 | 4.33155 2.50455 0.0107208 0.00105803 82791.7 1
: 833 | 4.20045 1.89351 0.0107653 0.00104728 82321.7 2
: 834 | 4.00692 2.47431 0.0107216 0.00102697 82520.2 3
: 835 | 4.05363 1.63357 0.0111387 0.00103482 79177.8 4
: 836 | 3.92583 1.76912 0.0107214 0.00103071 82553.6 5
: 837 | 3.88646 2.04897 0.0106687 0.00101831 82897.9 6
: 838 | 4.14038 1.97035 0.0106424 0.00102221 83158.7 7
: 839 | 4.23212 2.07083 0.0106185 0.00102637 83401.5 8
: 840 | 4.02221 1.72114 0.0107041 0.00102873 82684.2 9
: 841 | 3.8755 2.05713 0.0106519 0.00102613 83110.5 10
: 842 | 3.81923 1.84656 0.0106662 0.00103009 83020.7 11
: 843 Minimum Test error found - save the configuration
: 843 | 3.65577 1.40207 0.0107685 0.00108628 82625.6 0
: 844 | 3.63155 1.63436 0.0107005 0.00102137 82652.2 1
: 845 | 3.54804 1.74443 0.0108746 0.00105317 81454.8 2
: 846 | 3.60118 1.43233 0.0108276 0.00107131 81998.1 3
: 847 | 3.48544 1.65316 0.0106986 0.00104439 82865.2 4
: 848 | 3.43228 1.65813 0.0107787 0.00105467 82270.2 5
: 849 | 3.42013 1.69287 0.0109744 0.00102315 80391.8 6
: 850 | 3.49273 1.82977 0.0108684 0.00103168 81327.8 7
: 851 | 3.40486 1.62711 0.0107426 0.00102951 82362.7 8
: 852 | 3.44491 1.4466 0.0110373 0.00105338 80128.8 9
: 853 | 3.30614 2.14399 0.010633 0.00103229 83327.2 10
: 854 | 3.46834 1.66226 0.0109247 0.00108369 81292.4 11
: 855 | 3.26203 1.51485 0.0108986 0.00105897 81304 12
: 856 | 3.14144 1.53543 0.010747 0.00106219 82603.3 13
: 857 | 3.27497 1.53029 0.0109262 0.00102178 80772 14
: 858 | 3.0997 1.53516 0.0107904 0.00103097 81972 15
: 859 | 3.09907 1.64387 0.0110009 0.00106792 80539.8 16
: 860 | 3.12131 1.72765 0.0107987 0.00103375 81925.8 17
: 861 | 3.005 1.44946 0.0109075 0.00103303 81017.2 18
: 862 | 2.96092 1.53843 0.0107357 0.00102732 82403.2 19
: 863 | 3.07339 1.64541 0.0109394 0.00105699 80951.8 20
: 864 | 3.07012 1.58678 0.0108858 0.0010717 81515.4 21
:
: Elapsed time for training with 1000 events: 9.31 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: 0.0124 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: 0.832 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.152 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.28495e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06443e+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: 0.0387 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: 0.0371 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: 0.0015 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: 0.128 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: 0.948 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: 0.0263 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00273 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: 0.0392 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00438 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: 0.00306 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000385 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: 0.108 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0117 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: 0.925 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.103 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 : -0.644 0.0699 5.24 1.48 | 3.252 3.247
: 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 : -0.0576 0.0870 1.76 1.07 | 3.386 3.376
: 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.