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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.266 sec
: Elapsed time for training with 1000 events: 0.27 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00279 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: 0.000756 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00395 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: 0.000188 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000323 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 = 31506.7
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33030.8 31074.2 0.0100832 0.00105258 88587.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32474.1 30447.6 0.0100745 0.00104905 88638.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31759.1 29825.4 0.0102448 0.0010729 87223.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31073.4 29262.5 0.0102441 0.00107196 87220.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30390.1 28609.6 0.0102631 0.00102435 86592.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29613.4 27719.1 0.0102524 0.00102984 86743.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28860 27026.2 0.0100179 0.000993497 88648.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28382.6 26644.5 0.0101997 0.00103412 87283.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 28024.4 26321.2 0.010096 0.00102871 88229.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27700.4 26025.7 0.0100562 0.00103037 88634 0
: 11 Minimum Test error found - save the configuration
: 11 | 27401.8 25741.9 0.0100342 0.00102054 88754.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27112.6 25471.8 0.0101382 0.00103396 87871.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26838.3 25207.6 0.010197 0.00103131 87281.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26565.6 24956.5 0.0100396 0.00100654 88563.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26303.9 24711.4 0.0101562 0.0010159 87524.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26052.6 24465.6 0.0100708 0.000992717 88124.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25799.7 24229 0.0100949 0.000996036 87923.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25552.7 23999 0.0101014 0.00100056 87904.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25313.3 23770.6 0.0100909 0.00101779 88172.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 25079.8 23541.5 0.0106041 0.00113213 84459.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 24838.8 23327.8 0.0101162 0.00102896 88035.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24615 23108.5 0.0101105 0.00104226 88220.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24390.1 22890.7 0.0102615 0.00110924 87409.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24161.6 22684 0.0102255 0.00105206 87208.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23945.5 22474.1 0.0102696 0.00109797 87225.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23728.3 22267.3 0.0103119 0.00110056 86849.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23513.6 22063.8 0.0104562 0.00110814 85579 0
: 28 Minimum Test error found - save the configuration
: 28 | 23302.3 21862.4 0.0102814 0.00106058 86759.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 23091.8 21665.6 0.0101049 0.00103033 88158 0
: 30 Minimum Test error found - save the configuration
: 30 | 22884.8 21471.4 0.0101177 0.00104159 88143.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 22681 21278.5 0.010134 0.00103651 87936.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22481.8 21083.9 0.0101606 0.00103786 87693.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22278.3 20897.1 0.0100978 0.00102549 88180.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 22079.8 20713.8 0.0101395 0.00105681 88079.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21889.5 20524.8 0.0103868 0.00105375 85717.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21693.5 20342.3 0.0101222 0.00103704 88056.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21503.5 20160.2 0.0101723 0.00104399 87639.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21311.2 19984.8 0.0101564 0.000996826 87340 0
: 39 Minimum Test error found - save the configuration
: 39 | 21127.4 19806.7 0.0100918 0.00102483 88232.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20942.2 19630.6 0.0101785 0.00105123 87649.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20756.2 19460.4 0.0101853 0.00100387 87132.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20576.8 19288.9 0.0102036 0.00104373 87337.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20395.9 19120.4 0.0102765 0.00108797 87065.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20216.6 18953.4 0.0101793 0.00103734 87508.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 20042.3 18779.5 0.0102358 0.00104659 87059 0
: 46 Minimum Test error found - save the configuration
: 46 | 19861.1 18613.2 0.0102225 0.00105346 87250 0
: 47 Minimum Test error found - save the configuration
: 47 | 19696 18451.6 0.0153147 0.00170096 58764 0
: 48 Minimum Test error found - save the configuration
: 48 | 19521.9 18291.3 0.0142655 0.00159438 63135.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19347.3 18132.6 0.0158611 0.00167887 56408.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19178 17969.4 0.0105518 0.00105663 84253.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 19012.3 17807.8 0.0102999 0.00102521 86255.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18841.8 17655.3 0.0102227 0.00103883 87109.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18680.5 17497.1 0.0101535 0.00102265 87615.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18516.3 17340.7 0.010253 0.00107929 87205.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18351 17191.9 0.0102831 0.00102238 86386.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18192 17035.3 0.0103304 0.0010227 85950.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18033.2 16881.8 0.0102746 0.00102161 86458.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17873.1 16729.7 0.0104001 0.00106631 85710.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17714 16578.4 0.0102073 0.00100888 86971.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17557 16434.9 0.0102665 0.00105173 86816.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17400.1 16283.6 0.0107759 0.00115636 83164.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17247.9 16137.3 0.0107189 0.00104869 82728.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17094.2 15989.1 0.0103788 0.001031 85581.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 16941.3 15846.6 0.0103158 0.00104746 86315.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16789.6 15702.9 0.010358 0.00108176 86241.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16642.6 15557.7 0.0103104 0.0010474 86365.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16492.3 15417.2 0.0103058 0.00105079 86439.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16345.8 15274.9 0.0108903 0.00109367 81660.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16196.2 15140.4 0.0110554 0.00120683 81230.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 16052.8 15001.8 0.0108798 0.00106373 81499.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15909.6 14864.4 0.0104407 0.00102696 84982.4 0
: 72 Minimum Test error found - save the configuration
: 72 | 15764.3 14729.9 0.0103443 0.00102556 85848.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15621.7 14598.6 0.010384 0.00103964 85612.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15483 14465.8 0.010273 0.00103209 86571.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15345.6 14331.9 0.0102485 0.00102395 86725.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15207.3 14200.1 0.010249 0.00104359 86905.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 15068.4 14073.5 0.0103017 0.00104715 86444.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14934.6 13944.9 0.0102788 0.00104527 86640.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14800.1 13819 0.0102857 0.00104127 86538.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14669.6 13691 0.0104175 0.00104445 85350.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14534.2 13569.8 0.0103537 0.00104176 85910.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14407 13444.5 0.0103189 0.00104249 86240.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14275.5 13323.9 0.0102709 0.0010296 86567.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14147.6 13204 0.0103539 0.00106002 86078.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 14021.8 13084 0.0104569 0.00105186 85060.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13894.7 12967 0.0103154 0.00103343 86188.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 13773.1 12846.4 0.0103689 0.00107095 86040.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13646 12732.6 0.0102991 0.00105766 86566.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13526.3 12615.7 0.0104029 0.00105769 85605.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13405.3 12499.4 0.010531 0.00106042 84472.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13282.2 12388.8 0.0103221 0.00104031 86190.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13164.9 12275.6 0.0105283 0.0013204 86882 0
: 93 Minimum Test error found - save the configuration
: 93 | 13046.1 12164.8 0.0103469 0.00103666 85927 0
: 94 Minimum Test error found - save the configuration
: 94 | 12927.3 12057.8 0.0103814 0.00104749 85709.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12815.4 11945.2 0.0103796 0.00103464 85608 0
: 96 Minimum Test error found - save the configuration
: 96 | 12696.5 11839.3 0.0103644 0.00102882 85693.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12586.5 11728.6 0.0103297 0.00104283 86143.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12470.3 11623.4 0.0106785 0.00106829 83244.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12357.9 11520 0.0103979 0.00107457 85805.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12249.1 11414 0.0106888 0.00106969 83167.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12137.7 11310.7 0.0104275 0.00106076 85408.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 12027.6 11210.1 0.0107626 0.00142622 85686.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 11921.7 11106.9 0.0104835 0.00105796 84875.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11813.3 11006 0.0103881 0.00105877 85750.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11706.6 10906.7 0.0103726 0.00103256 85653.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11602.9 10805.9 0.0103605 0.00103035 85743.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11496.3 10709.1 0.0105719 0.00103069 83846.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11393.5 10612.2 0.0104132 0.00104145 85362.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11292.2 10514.2 0.0107772 0.00105073 82249.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11189.2 10418.9 0.0104063 0.00104268 85436.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11088.2 10324.8 0.0104117 0.00104535 85412.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 10989.4 10229.7 0.0108515 0.00107055 81791.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10888.8 10137.8 0.0104554 0.00105581 85109.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10792 10044.9 0.0105106 0.00107617 84795.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10692.8 9955.4 0.0104162 0.00106635 85562.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10599 9862.74 0.0104245 0.00105867 85416.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10500.9 9774.44 0.0104566 0.00105566 85098.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10406.4 9686.52 0.010421 0.00105163 85385 0
: 119 Minimum Test error found - save the configuration
: 119 | 10312.7 9598.74 0.0102427 0.00103017 86838.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10220.7 9510.04 0.0103346 0.00105214 86184.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10127.4 9423.53 0.0106716 0.0010515 83158.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10035.8 9337.64 0.0104465 0.00110033 85596.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 9945.35 9252.17 0.010645 0.00105367 83409.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 9854.97 9167.89 0.0102872 0.00104335 86543.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9765.6 9084.65 0.010261 0.0010579 86926.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9677.45 9001.75 0.0113354 0.00135889 80188.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9589.67 8919.7 0.012102 0.0011488 73038.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9503.59 8837.39 0.0116061 0.00108678 76050.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9416.75 8756.52 0.0113395 0.0011359 78403.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9332.04 8675.5 0.0116605 0.00128828 77128.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9245.98 8597.31 0.0111436 0.00125264 80882.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9163.82 8517.4 0.0110343 0.00104993 80125.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9078.38 8441.28 0.0112875 0.00115204 78930.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8997.92 8363.01 0.0124592 0.00171797 74479.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8915.61 8286.29 0.016159 0.00176996 55597.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8834.42 8210.56 0.0115178 0.00104471 76386.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8754.86 8134.52 0.0102958 0.00103198 86357.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8673.95 8061.04 0.0102472 0.00102748 86770.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8596.24 7986.52 0.0103233 0.00103339 86115.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8517.15 7913.87 0.0103145 0.00103335 86195.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8439.28 7842.46 0.0104125 0.00102834 85249.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8363.62 7769.75 0.0106407 0.00104425 83364.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8287.16 7698.28 0.0108314 0.00110612 82260 0
: 144 Minimum Test error found - save the configuration
: 144 | 8211.98 7626.79 0.0106417 0.00108947 83749.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8136.94 7556.49 0.0104118 0.00106548 85595.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8061.09 7489.36 0.0103487 0.00102938 85843.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7990.01 7418.96 0.0105968 0.00105414 83833.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7915.34 7351.97 0.0105534 0.00107464 84399.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7844.71 7283.1 0.0107703 0.00109601 82693.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7772.42 7215.78 0.0106401 0.00106866 83581.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7701.4 7149.34 0.0107267 0.00105414 82708.1 0
: 152 Minimum Test error found - save the configuration
: 152 | 7631.89 7082.34 0.0106219 0.00104386 83524.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7560.91 7017.78 0.0107137 0.00108511 83086.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7492.3 6953 0.010681 0.0010687 83226.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7423.88 6888.82 0.0107917 0.00105805 82188.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7356.79 6824.15 0.0104747 0.00103906 84785.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7288.35 6761.9 0.0103871 0.00105987 85770.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7221.61 6700.27 0.0104895 0.00104772 84729.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7156.16 6638.53 0.0105919 0.00103928 83746.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7090.63 6577.12 0.010678 0.00110343 83554.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7025.89 6516.28 0.0126224 0.00142382 71437.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 6962.13 6455.18 0.0132351 0.00171185 69424.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6897.38 6396.02 0.0122323 0.00106063 71609.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6834.29 6337.05 0.0106225 0.00106257 83682.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6772.54 6277.53 0.0137721 0.00155706 65493.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6709.29 6220.57 0.0156618 0.00158004 56811.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6649.09 6161.85 0.0148833 0.00162011 60317.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6587.74 6104.24 0.0141956 0.0016113 63571.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6525.65 6049.84 0.0134907 0.00164778 67550.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6468.45 5991.99 0.0150604 0.00180036 60331.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6407.38 5937.48 0.0145467 0.0017151 62346.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6348.15 5883.46 0.0120687 0.00120482 73638.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6291.94 5826.88 0.0141264 0.00166269 64186.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6232.33 5773.63 0.0134489 0.0010771 64663.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6176 5719.4 0.0132387 0.00140542 67606.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6118.94 5666.03 0.0139021 0.00106915 62339.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6062.1 5614.08 0.0129375 0.00121866 68266.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6006.82 5561.86 0.0137126 0.00152137 65621.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5951.18 5510.72 0.0140198 0.00114294 62126.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5898.62 5457.02 0.015033 0.00171642 60075.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5841.91 5407.4 0.0128437 0.00111237 68193.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5788.31 5357.76 0.0116968 0.00112944 75704.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5735.71 5307.5 0.0112986 0.00116507 78946.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5683.18 5257.62 0.0109805 0.00113528 81258 0
: 185 Minimum Test error found - save the configuration
: 185 | 5630.16 5208.72 0.0114436 0.00113411 77598.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5577.93 5161.01 0.010713 0.00105845 82862.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5527.44 5112.64 0.0111107 0.00103721 79416.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5477.01 5063.95 0.010649 0.0010594 83423.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5425.22 5017.39 0.0111105 0.00104846 79507 0
: 190 Minimum Test error found - save the configuration
: 190 | 5375.58 4971.16 0.0108377 0.00109762 82134.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5326.42 4924.39 0.0109303 0.00109714 81357.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5277.24 4878.94 0.0111164 0.00107158 79643.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5228.34 4833.35 0.0104873 0.00104953 84765.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5180.49 4787.92 0.010794 0.00118919 83292 0
: 195 Minimum Test error found - save the configuration
: 195 | 5131.62 4744.83 0.0114405 0.00147695 80292.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5085.96 4699.58 0.0139798 0.00106182 61929.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5038.94 4654.96 0.0117795 0.00155931 78276.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 4991.26 4612.54 0.0147496 0.0016909 61262 0
: 199 Minimum Test error found - save the configuration
: 199 | 4945.53 4570.15 0.0135614 0.00143163 65953.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4900.62 4527.04 0.0137422 0.00156075 65673.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4855.58 4484.3 0.0126013 0.00110582 69592.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4810.8 4441.99 0.0113267 0.00122725 79211.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4765.91 4401.13 0.0109302 0.00104036 80890.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4722.62 4359.73 0.0106908 0.00110984 83499.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4677.99 4320.38 0.0120289 0.00108924 73128.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4636.54 4279.29 0.0115497 0.00116578 77042.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4592.99 4239.75 0.0118162 0.00120942 75423.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4550.42 4201.03 0.0131141 0.00138688 68217.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4509.26 4161.84 0.013263 0.00123146 66492 0
: 210 Minimum Test error found - save the configuration
: 210 | 4467.68 4122.95 0.0117006 0.00113716 75733 0
: 211 Minimum Test error found - save the configuration
: 211 | 4426.85 4084.7 0.0119666 0.00111958 73753.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4386.13 4046.28 0.0113231 0.00110576 78298.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4345.56 4008.67 0.013124 0.00149184 68774.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4306 3971.09 0.0123838 0.00112274 71041.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4266.41 3934.02 0.0132969 0.00111362 65663.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4227.25 3897.71 0.0103616 0.00103054 85735.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4187.88 3862.19 0.0128807 0.0015053 70327.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4149.68 3826.84 0.0142986 0.00148866 62451.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4113.29 3789.27 0.0113338 0.00127811 79557.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4073.71 3755.08 0.0134432 0.0016936 68087.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4037.22 3720.35 0.0115533 0.0012335 77521 0
: 222 Minimum Test error found - save the configuration
: 222 | 4000.68 3685.29 0.0123863 0.00106918 70689.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3963.51 3651.13 0.0103187 0.00102778 86106 0
: 224 Minimum Test error found - save the configuration
: 224 | 3928.14 3616.58 0.0103365 0.00103433 86001.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3891.04 3583.25 0.0103212 0.00103221 86123.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3856.05 3550.23 0.0104012 0.0010348 85411.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3820.92 3516.81 0.010347 0.00102867 85852.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3786 3485.05 0.0103806 0.00103744 85624.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3751.52 3452.38 0.0104098 0.0010607 85569.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3717.63 3419.95 0.0106768 0.00109225 83467.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3683.89 3387.85 0.0104793 0.00106645 84990.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3649.89 3356.52 0.0105791 0.00104764 83933 0
: 233 Minimum Test error found - save the configuration
: 233 | 3616.86 3325.13 0.0104613 0.00103581 84876.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3583.47 3294.67 0.0102895 0.00102586 86358.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3551.36 3264.18 0.0103054 0.00103995 86341.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3519.57 3232.68 0.0103911 0.00103277 85485.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3486.32 3203.75 0.0103862 0.00103397 85541 0
: 238 Minimum Test error found - save the configuration
: 238 | 3455.67 3173.85 0.010722 0.00111567 83278 0
: 239 Minimum Test error found - save the configuration
: 239 | 3423.97 3144.53 0.0108144 0.00116588 82914.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3393 3114.78 0.0106348 0.00105097 83474 0
: 241 Minimum Test error found - save the configuration
: 241 | 3361.86 3086.32 0.0107525 0.00104793 82435.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3331.33 3057.67 0.0103718 0.0010387 85716.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3301.12 3029.62 0.0103581 0.00104622 85911.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3271.14 3001.93 0.0104 0.00103815 85453.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3242.4 2972.79 0.0103986 0.0010441 85520.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3211.91 2946.05 0.0104076 0.00104092 85408.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3183.63 2917.98 0.0104323 0.0010413 85188.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3154.3 2890.56 0.0110498 0.00111951 80561.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3124.82 2865.07 0.0108441 0.00110927 82178.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3097.84 2837.73 0.01058 0.00107272 84146.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3068.73 2812.39 0.010996 0.00139653 83338.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3042.04 2785.55 0.0107926 0.00107532 82327.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3013.44 2760.47 0.011382 0.00131352 79456.1 0
: 254 Minimum Test error found - save the configuration
: 254 | 2986.57 2734.8 0.0103976 0.00103938 85486.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2960.05 2708.44 0.0104703 0.00103618 84798.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2932.38 2683.55 0.0109294 0.0010436 80924.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2906.18 2658.64 0.010491 0.00106378 84860.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2879.63 2634.07 0.0106224 0.00103274 83423.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2853.67 2609.75 0.0104145 0.00104658 85397.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2827.29 2586.36 0.010448 0.00106931 85299.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2801.84 2563.14 0.0106953 0.00107699 83174.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2777.42 2538.7 0.0114122 0.0010684 77340.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2751.66 2515.4 0.0106255 0.00105797 83616.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2727.3 2491.96 0.0105133 0.00107481 84759.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2702.49 2470.01 0.010374 0.00106656 85952.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2678.26 2446.62 0.0103974 0.00106475 85720.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2653.55 2423.58 0.0106021 0.00107844 84001 0
: 268 Minimum Test error found - save the configuration
: 268 | 2629.46 2401.57 0.0105049 0.00104264 84546.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2605.54 2379.81 0.0103755 0.00104225 85715 0
: 270 Minimum Test error found - save the configuration
: 270 | 2582.36 2357.39 0.0102995 0.00104031 86400.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2558.9 2335.72 0.0103935 0.00103549 85488.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2535.76 2314.45 0.0103393 0.00102519 85890.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2512.68 2292.96 0.0103672 0.00103103 85688.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2489.88 2271.45 0.0103562 0.00103428 85819.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2466.89 2251.29 0.0103947 0.0010402 85519.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2444.98 2230.19 0.0104724 0.0010772 85149.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2422.56 2209.78 0.0105304 0.00105458 84425.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2400.45 2189.99 0.0107154 0.00110109 83209.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2378.28 2170.32 0.0104237 0.00105344 85376.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2357.57 2149.8 0.0104873 0.00104946 84764.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2335.54 2130.79 0.0104217 0.00103979 85270.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2314.57 2110.53 0.0106586 0.0010793 83513.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2293.8 2090.22 0.0105214 0.00106756 84621.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2271.35 2072.27 0.0106688 0.00111818 83764.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2251.78 2052.58 0.0105964 0.00104585 83764.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2230.41 2034.17 0.0102794 0.0010279 86472 0
: 287 Minimum Test error found - save the configuration
: 287 | 2210.72 2015 0.01025 0.00102157 86688.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2189.88 1996.84 0.0102408 0.00102099 86769.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2170.18 1978.27 0.010292 0.00102695 86345.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2149.82 1959.95 0.0102888 0.00103558 86456.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2129.67 1942.96 0.010301 0.00102699 86262.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2111.02 1924.5 0.0103079 0.00103386 86262.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2091.05 1907.15 0.0102943 0.00102393 86296.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2071.99 1889.34 0.0102865 0.00103163 86440.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2052.77 1872.34 0.0102945 0.00103733 86419.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2033.68 1854.74 0.010318 0.00102373 86074.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2014.64 1838.08 0.0102933 0.00102519 86317.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1995.94 1821.25 0.0102969 0.00102601 86291.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1977.53 1804.58 0.0103004 0.00102946 86291.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1959.46 1788.57 0.0103134 0.00102387 86118 0
: 301 Minimum Test error found - save the configuration
: 301 | 1940.96 1771.75 0.0102506 0.0010228 86694.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1922.78 1755.62 0.0102308 0.00102072 86861.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1904.76 1740.12 0.0102326 0.00102068 86844 0
: 304 Minimum Test error found - save the configuration
: 304 | 1887.69 1723.5 0.0104659 0.00104668 84932.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1869.28 1708.19 0.0106953 0.00103717 82832 0
: 306 Minimum Test error found - save the configuration
: 306 | 1852.35 1692.2 0.0104688 0.00103574 84807.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1834.38 1677.05 0.0103607 0.00102936 85732.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1817.64 1661.35 0.010407 0.00105765 85567.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1800.34 1646.27 0.0132204 0.00110024 66006 0
: 310 Minimum Test error found - save the configuration
: 310 | 1783.36 1631.34 0.0103608 0.00103766 85807.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1766.98 1615.94 0.012342 0.00108604 71073.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1750.36 1600.8 0.0113351 0.00175441 83501.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1733.32 1586.55 0.0128161 0.001082 68177.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1717.02 1572.59 0.0109067 0.00111038 81663.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1701.21 1558.03 0.0104927 0.00103512 84588.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1684.82 1543.61 0.0104755 0.0010481 84859.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1668.67 1529.92 0.0105326 0.00103199 84205.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1653.26 1515.31 0.010662 0.00103404 83091 0
: 319 Minimum Test error found - save the configuration
: 319 | 1636.88 1501.9 0.0103835 0.00103498 85575.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1621.58 1488.51 0.0117841 0.00121667 75704.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1606.53 1474.4 0.0105652 0.00103302 83926.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1591.16 1460.53 0.0107338 0.00107468 82823.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1575.92 1446.85 0.0107082 0.00106883 82992.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1560.51 1433.85 0.010424 0.00103251 85183.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1545.7 1420.97 0.0103281 0.00103653 86099.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1530.94 1408.02 0.0103022 0.00102821 86262.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1516.55 1394.86 0.0103622 0.00103318 85753.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1502.05 1381.65 0.0103316 0.00103211 86025.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1487.52 1368.76 0.0103472 0.00103022 85864.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1473.22 1355.97 0.0102562 0.00102918 86702.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1458.91 1343.86 0.0103564 0.00104667 85931.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1444.61 1332.08 0.0103392 0.00105161 86136.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1431.46 1319.23 0.0103996 0.00104704 85538.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1417.76 1306.72 0.010414 0.00111155 85998.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1403.43 1295.04 0.0102975 0.00102478 86274.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1390.37 1282.8 0.0103061 0.00102931 86236.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1376.77 1271.39 0.0103355 0.00103366 86004.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1363.4 1259.76 0.0102714 0.0010337 86601.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1350.77 1247.63 0.0103302 0.00103123 86030.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1337.42 1235.87 0.0103269 0.00103469 86093.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1324.29 1224.79 0.0103429 0.00103527 85951 0
: 342 Minimum Test error found - save the configuration
: 342 | 1312.24 1212.7 0.0102986 0.00102879 86301.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1298.91 1201.5 0.0103549 0.00103013 85792.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1286.46 1190.45 0.0102621 0.00102602 86616.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1273.9 1179.59 0.0102885 0.00102957 86403.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1262 1168.27 0.0102928 0.00102677 86336.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1249.84 1157.08 0.010332 0.00103394 86039.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1237.56 1146.54 0.0103271 0.00103393 86084.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1225.46 1135.8 0.0103222 0.00103258 86117.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1213.58 1125.39 0.0104559 0.00104608 85017.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1202.2 1115.21 0.0103273 0.00104241 86161.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1190.68 1104.12 0.0103593 0.00104408 85881.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1178.84 1094.32 0.0103415 0.00103055 85920.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1167.18 1084.38 0.010323 0.001031 86095.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1156.73 1073.06 0.0104236 0.00104765 85324.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1144.78 1063.18 0.0103786 0.00103731 85641 0
: 357 Minimum Test error found - save the configuration
: 357 | 1133.92 1053.61 0.0103345 0.00103289 86006.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1122.88 1042.9 0.0103733 0.00104133 85727.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1111.63 1033.08 0.0102974 0.00102437 86272 0
: 360 Minimum Test error found - save the configuration
: 360 | 1100.56 1023.85 0.0102973 0.00103685 86389.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1090.6 1013.9 0.0103066 0.00104285 86358.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1079.29 1004.53 0.0103002 0.00104306 86419.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1069.11 994.629 0.0102658 0.00103352 86652.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1058.67 985.052 0.0102962 0.0010312 86346.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1048.04 975.916 0.0103319 0.00103186 86021.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1038.1 966.491 0.0103186 0.00103485 86171.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1027.79 957.145 0.0102654 0.00102411 86568.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1017.82 948.109 0.0102696 0.00102208 86509.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1007.64 939.092 0.0102633 0.00102124 86560.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 998.215 929.415 0.0108041 0.00147083 85714.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 987.937 920.732 0.0103172 0.00104089 86240.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 978.309 912.446 0.0103295 0.00103383 86062 0
: 373 Minimum Test error found - save the configuration
: 373 | 968.828 903.871 0.010303 0.00103251 86295.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 959.243 894.875 0.01031 0.00102968 86203.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 949.858 885.721 0.010363 0.00103415 85755.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 940.521 877.239 0.0104056 0.00103516 85374.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 931.093 868.727 0.0103244 0.00102683 86044.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 921.857 860.604 0.0102854 0.00102703 86407.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 912.998 852.105 0.010259 0.00102266 86614.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 904.018 843.626 0.010252 0.00102619 86713 0
: 381 Minimum Test error found - save the configuration
: 381 | 894.769 835.823 0.0102818 0.00102762 86447 0
: 382 Minimum Test error found - save the configuration
: 382 | 885.918 827.327 0.0103273 0.00103482 86090.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 877.228 819.6 0.0102898 0.00103591 86449.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 868.842 811.113 0.0102697 0.00102909 86574.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 859.886 803.117 0.011875 0.00121219 75026.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 851.209 795.593 0.0105381 0.00112176 84958.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 842.967 787.8 0.010588 0.00111367 84438.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 834.772 779.855 0.0104684 0.00105405 84976.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 826.457 771.831 0.0105311 0.00107912 84638.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 817.469 765.163 0.010506 0.00107644 84839.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 809.935 757.238 0.0103796 0.00105746 85817 0
: 392 Minimum Test error found - save the configuration
: 392 | 801.885 749.274 0.0104105 0.00108662 85801.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 793.392 742.152 0.0104454 0.00104326 85087 0
: 394 Minimum Test error found - save the configuration
: 394 | 785.655 734.765 0.0104855 0.00104183 84713.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 777.966 727.304 0.0103996 0.00105665 85626 0
: 396 Minimum Test error found - save the configuration
: 396 | 769.991 720.519 0.0104999 0.00106858 84824 0
: 397 Minimum Test error found - save the configuration
: 397 | 762.602 713.684 0.0104779 0.00104932 84848.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 754.796 705.533 0.0110913 0.00106314 79775.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 747.01 698.75 0.0115432 0.00166881 81017.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 739.712 691.629 0.0104151 0.00104829 85408 0
: 401 Minimum Test error found - save the configuration
: 401 | 732.122 684.775 0.0103565 0.00102611 85741.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 724.603 677.781 0.0104663 0.00107276 85165.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 717.585 670.975 0.0103468 0.0010329 85893.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 710.334 664.146 0.0103378 0.00105511 86181.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 703.275 657.183 0.0103245 0.0010499 86257.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 695.765 650.666 0.0103279 0.00103184 86058.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 688.835 644.374 0.0102512 0.00102455 86705 0
: 408 Minimum Test error found - save the configuration
: 408 | 682.151 637.391 0.0105098 0.00104543 84527.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 675.105 631.114 0.0104902 0.00106747 84900.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 668.029 624.804 0.0106181 0.00103629 83491.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 661.721 617.758 0.0105061 0.00104889 84591.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 654.294 612.051 0.0104497 0.00104105 85027.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 648.46 605.339 0.0104525 0.00105783 85154.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 641.489 599.17 0.0104667 0.00104509 84911.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 634.706 593.176 0.0103612 0.0010401 85826.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 628.44 587.113 0.0103791 0.00104034 85664.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 622.039 580.802 0.0104973 0.00106844 84846.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 615.529 575.096 0.0110628 0.00105435 79932.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 609.207 569.468 0.0103472 0.00103035 85865.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 603.106 562.989 0.0107253 0.00108575 82991.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 596.784 557.12 0.0110105 0.00141694 83388.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 590.488 551.288 0.0107859 0.00104873 82159 0
: 423 Minimum Test error found - save the configuration
: 423 | 584.934 545.496 0.0105199 0.00112821 85181.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 578.365 539.732 0.0104739 0.00106283 85006.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 572.706 534.197 0.0106096 0.00106807 83843.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 566.825 528.252 0.0104866 0.00103626 84652.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 560.766 522.789 0.0104225 0.00103547 85224 0
: 428 Minimum Test error found - save the configuration
: 428 | 555.163 517.733 0.0104831 0.00103818 84701.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 549.452 511.948 0.0105047 0.00104693 84586.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 543.636 506.182 0.0104734 0.00104785 84875.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 537.945 500.824 0.0104601 0.00103722 84899.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 532.47 495.506 0.0104423 0.0010452 85132.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 526.712 490.389 0.0105281 0.0010434 84346.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.354 485.313 0.0106095 0.00104337 83628 0
: 435 Minimum Test error found - save the configuration
: 435 | 516.108 479.97 0.0105241 0.00103743 84329.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 510.468 475.169 0.0105736 0.0010516 84016 0
: 437 Minimum Test error found - save the configuration
: 437 | 505.297 469.677 0.0105651 0.00104294 84014.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.913 465.033 0.0104765 0.00108123 85149.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 495.267 460.287 0.0108021 0.00105586 82082.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.87 455.116 0.0105405 0.00106313 84411.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 484.749 450.104 0.0105535 0.00106528 84314.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 479.573 445.109 0.0106791 0.00111404 83638 0
: 443 Minimum Test error found - save the configuration
: 443 | 474.609 440.604 0.0103973 0.00107615 85826.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 469.841 435.504 0.010545 0.00103933 84160.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 464.708 430.963 0.010477 0.00103783 84753.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.943 426.074 0.0104498 0.00105636 85166.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.237 421.26 0.0104359 0.00105736 85301.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 450.438 416.906 0.0107982 0.00116359 83033.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.535 412.494 0.0106857 0.00108812 83354.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 441.075 407.94 0.0104226 0.00106423 85485.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 436.472 403.567 0.0104036 0.00107655 85771.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 432.036 399.029 0.0104408 0.00108137 85475.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.105 394.649 0.0105118 0.00109143 84922.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 422.714 390.43 0.0105071 0.00108731 84927.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.362 385.833 0.0104653 0.00108562 85290.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.747 382.069 0.0105105 0.00113166 85298.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.743 378.043 0.010656 0.0011099 83803.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.416 373.326 0.011381 0.00160134 81802.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.004 369.126 0.0126181 0.0011333 69657.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.731 365.181 0.0106059 0.0010771 83955.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 392.494 361.376 0.0103886 0.00104755 85643.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.464 357.37 0.0104274 0.00104304 85248.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 384.361 353.66 0.0104534 0.00107239 85278.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 380.566 349.566 0.0104036 0.00106179 85636.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.583 345.574 0.0104408 0.00106663 85341 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.069 342.271 0.0104122 0.00105595 85504.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.422 337.993 0.0108139 0.00112415 82561.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.29 334.16 0.0107045 0.00109883 83284.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.627 330.329 0.0104798 0.00104237 84768.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.675 326.372 0.0104253 0.00104211 85258.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 352.937 322.488 0.0103946 0.00103539 85477.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.34 319.66 0.0103706 0.00103254 85671.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.793 315.903 0.0104188 0.00103061 85213.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.96 312.49 0.0103785 0.00103167 85590.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.542 309.331 0.010371 0.00102927 85637.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.978 305.95 0.0103913 0.00103423 85497.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.099 301.581 0.0104497 0.00103572 84980.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.229 298.053 0.0104381 0.00103688 85095.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.923 294.412 0.0103984 0.0010346 85435.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.366 291.092 0.0103721 0.00102953 85629.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.103 287.521 0.0104131 0.00103039 85263.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.236 284.47 0.0104259 0.00104078 85241.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.776 281.288 0.0104272 0.00103357 85164.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.571 277.956 0.0103748 0.00103145 85621.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.237 275.205 0.0103837 0.00102831 85512.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.003 272.382 0.0104156 0.00102977 85235.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.867 268.693 0.0106613 0.001043 83174.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.586 265.68 0.0104517 0.0010313 84922.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.502 262.416 0.0104149 0.00106685 85579.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.071 259.365 0.0103864 0.00103541 85552.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.138 256.482 0.0103487 0.00103415 85887.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.081 254.128 0.0103583 0.00103285 85786.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.195 250.568 0.0104126 0.001034 85300.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.849 247.827 0.0103646 0.00104801 85868.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.952 245.157 0.0103439 0.00103527 85941.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.911 241.866 0.0107994 0.00146584 85712.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.849 239.145 0.0120317 0.00104154 72792.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.028 236.258 0.0103073 0.00102799 86213.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.355 234.502 0.0103103 0.00102471 86155.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.602 231.085 0.0103016 0.00103774 86357.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.728 228.199 0.0103273 0.00103103 86055.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.002 225.801 0.0103521 0.00104551 85960.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.272 223.143 0.010275 0.00102329 86470.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.631 220.484 0.0103154 0.00102652 86124.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.611 218.466 0.0102986 0.00102838 86297.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.244 215.475 0.010364 0.0010314 85721.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.514 212.784 0.0103787 0.0010457 85717.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.561 210.592 0.0103671 0.0010428 85797.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.053 207.731 0.0102967 0.00103686 86394.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.714 205.273 0.0103151 0.0010292 86151.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.352 203.192 0.0104476 0.00103706 85011.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.719 200.761 0.0102573 0.00102289 86632.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.244 198.512 0.0103523 0.00105427 86039.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.753 196.157 0.0103535 0.00104179 85913.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.044 193.631 0.0103813 0.00102935 85543.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.556 191.249 0.0104111 0.00103655 85337.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.272 189.402 0.0104158 0.00103012 85236.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.112 186.569 0.0103685 0.00104641 85817.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.522 184.762 0.0103772 0.00105258 85794.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.125 182.481 0.0106983 0.00106078 83008.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.838 180.064 0.0103176 0.0010282 86119.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.513 178.603 0.0102682 0.0010239 86539.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.521 176.172 0.0102861 0.0010262 86393.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.067 174.272 0.0102792 0.00104245 86610.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.794 172.108 0.0108444 0.00106322 81789.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.702 170.009 0.0104665 0.00104241 84889.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.7 168.845 0.0103136 0.00102796 86154.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.648 166.217 0.010319 0.00102629 86089.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.409 163.993 0.0103177 0.0010255 86093.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.273 161.948 0.0103829 0.0010533 85748.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.027 160.566 0.0104459 0.00103919 85045.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.016 158.606 0.0107245 0.00142467 86023.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.975 156.657 0.0106891 0.00108899 83332.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.894 155.121 0.0108014 0.00105466 82078.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.835 153.159 0.0106653 0.00107586 83425 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.853 150.971 0.0104921 0.00104209 84656.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.994 149.477 0.0102931 0.00102205 86290.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.406 147.785 0.0105486 0.00106339 84342.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.268 146.117 0.0110214 0.0010431 80174.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.313 144.214 0.0102996 0.00103038 86307.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.298 142.372 0.0104363 0.00108297 85531.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.566 140.758 0.010566 0.00110532 84560.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.564 139.187 0.0107008 0.00108343 83182.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.807 137.49 0.0108184 0.00104334 81840.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.022 136.025 0.0105703 0.00106135 84130.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.204 134.358 0.0108916 0.00108371 81566.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.39 133.26 0.0106829 0.00105437 83086 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.613 130.989 0.0106301 0.00109542 83904.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.875 129.452 0.0108887 0.00107395 81510.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.085 128.214 0.0106479 0.00107762 83592 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.667 127.44 0.0104709 0.00105356 84949.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.102 124.789 0.0117186 0.00110357 75365 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.114 123.659 0.0106387 0.00110462 83909.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.442 122.389 0.0104484 0.00106297 85238.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.896 121.301 0.0111051 0.00110533 80001.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.499 118.595 0.0105767 0.00105013 83975.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.727 117.114 0.0106105 0.00104717 83653 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.993 116.006 0.01047 0.00102979 84743.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.597 115.44 0.010415 0.00106339 85546.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.941 113.893 0.0104581 0.00102665 84822.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.545 112.179 0.0103902 0.00102925 85461.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.021 110.432 0.0117068 0.00107424 75240.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.447 109.038 0.0104283 0.00103056 85127 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.936 108.241 0.010387 0.0010458 85641.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.508 106.971 0.0104482 0.00105786 85194.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.128 105.667 0.0103897 0.00104119 85575.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.613 104.765 0.0104797 0.00107509 85064.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.27 102.996 0.0105059 0.00104836 84588.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.279 101.575 0.010414 0.00104713 85407.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.529 99.9651 0.0104731 0.00106685 85049.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.84 98.8567 0.0104305 0.00107331 85495.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.746 97.7555 0.0104462 0.00105142 85153.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.523 96.2344 0.0105437 0.00111078 84809.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.259 95.7427 0.0104896 0.00108908 85101.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.971 94.7856 0.0103139 0.00103 86170.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.508 93.274 0.0105559 0.00106652 84304.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.281 91.7367 0.010907 0.00107711 81384.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.005 91.1009 0.0106841 0.00106063 83129.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.858 89.3706 0.0105297 0.0010477 84370.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.668 88.1561 0.0105266 0.00103781 84309.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.113 87.4361 0.0107207 0.00110032 83156.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.168 86.4032 0.0109926 0.00104125 80391.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.8758 85.3478 0.0105475 0.00106453 84361.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.4993 83.5757 0.0104207 0.00103422 85228.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.3703 82.7151 0.010618 0.00106453 83739.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.212 81.9488 0.0106437 0.00109447 83776.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.3454 80.7565 0.0104901 0.00104052 84659.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.2491 80.3948 0.0105935 0.0010338 83684.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.3652 79.0281 0.0104077 0.00104176 85415.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.7859 77.5254 0.0104419 0.00107161 85376.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.8489 76.7655 0.0107226 0.00108069 82970.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.6496 75.8021 0.01057 0.00104385 83979.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.365 74.577 0.0105129 0.0010547 84582.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.3494 73.6912 0.010463 0.0010474 84965.2 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.3657 72.7653 0.010469 0.00110819 85462.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.4063 72.6775 0.0105523 0.00106683 84339.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.6232 70.8907 0.0107315 0.00107059 82808.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.5824 69.7407 0.0106007 0.00114144 84572.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.6504 68.9333 0.0105565 0.00106171 84257.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.4688 67.9267 0.01044 0.00105417 85234.8 0
: 601 | 79.428 67.9276 0.010451 0.00106181 85204.3 1
: 602 Minimum Test error found - save the configuration
: 602 | 78.7862 66.4985 0.0104477 0.00111769 85744.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.6201 65.4383 0.0105028 0.00104631 84597.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.6011 64.6032 0.0104317 0.00105973 85361 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.6917 63.9684 0.0106327 0.00104587 83448 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.8868 62.8161 0.010352 0.00103493 85863.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.9958 62.8002 0.0103538 0.00106042 86082.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.2233 60.9794 0.0105645 0.00103213 83924.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.3085 60.386 0.0104689 0.00110098 85398.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.4274 59.3114 0.0106016 0.00106761 83910.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.4822 58.7055 0.0106003 0.00106939 83937.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.7007 58.5005 0.0104159 0.00103142 85247.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.9011 57.29 0.010263 0.00103402 86683.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.0702 56.9916 0.0104383 0.00103739 85097.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.47 56.1012 0.0105235 0.00107474 84667.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.5893 55.4554 0.0107663 0.00104191 82267.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.9398 54.3595 0.0103974 0.00103067 85408.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.9429 53.5432 0.0108453 0.0011246 82298.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.0145 52.7301 0.0107293 0.00123262 84240 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.269 52.1715 0.0105035 0.00111808 85238.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.5266 51.795 0.0116061 0.00165893 80424.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.884 51.0996 0.0117184 0.00132269 76954.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.1562 50.2998 0.01051 0.00102942 84383 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.5937 49.2726 0.0110598 0.00105837 79988.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.8076 48.4063 0.0105153 0.00109565 84928.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.0563 47.7806 0.0107438 0.00107937 82777.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.3164 47.0742 0.0105589 0.00106968 84305.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.5916 46.2479 0.0106971 0.00107936 83179.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.8842 45.5444 0.0106467 0.00105778 83429.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.2136 45.4204 0.0104779 0.00105035 84857.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.4953 44.3921 0.0104386 0.00103206 85046.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.7448 43.688 0.01048 0.001034 84691.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.0789 43.2926 0.0105423 0.00103854 84177 0
: 634 | 53.7052 43.4149 0.0104439 0.00102297 84917.3 1
: 635 Minimum Test error found - save the configuration
: 635 | 52.8962 41.9488 0.0103739 0.00103556 85668.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.0588 41.7813 0.0105047 0.00109257 84997 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.5055 40.7333 0.0103399 0.00103117 85940.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.8024 40.3925 0.0103075 0.00102277 86163.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.1875 40.1042 0.0103218 0.00104584 86244.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.5892 38.9992 0.0102926 0.0010215 86289.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0686 38.8215 0.0102863 0.00102276 86359.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.942 38.2911 0.0103196 0.00102626 86082.8 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.152 37.2344 0.0102935 0.00102595 86322.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.3331 36.9866 0.0103745 0.00104228 85724.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.6423 36.399 0.0102913 0.00102914 86373.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1659 35.9333 0.010277 0.0010305 86519.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6367 35.476 0.0103465 0.00105115 86064.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.1011 34.812 0.0103172 0.0010359 86195.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.4901 34.4327 0.0102533 0.00101976 86640.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.0645 34.1112 0.0103144 0.00102129 86085.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.4606 33.2779 0.0103273 0.00102721 86020.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.8612 32.7689 0.0103076 0.00103114 86239.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.4086 32.1713 0.0103046 0.00102924 86250 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.9806 31.8962 0.0104857 0.00105227 84805.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.292 31.3428 0.01033 0.00102765 86000 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.7846 31.131 0.0103527 0.00107143 86195.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.5233 30.6375 0.0102747 0.0010316 86550.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.9029 30.1311 0.0102498 0.0010241 86713.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.5775 29.6758 0.010283 0.0010306 86464 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.974 29.1495 0.0102657 0.00101885 86515.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.6419 28.7945 0.0103494 0.00103321 85872.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.1184 28.3977 0.010266 0.00102021 86525.8 0
: 663 | 38.1592 28.8684 0.0102491 0.000988797 86390.6 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.323 27.2847 0.010277 0.00102697 86486.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.7392 26.974 0.0102495 0.00102081 86685.7 0
: 666 | 36.3794 27.0948 0.0102636 0.000990447 86270.2 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.6251 26.1363 0.0102773 0.00102424 86457.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.1514 26.0986 0.0103 0.00102807 86282 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.7505 25.3731 0.0102845 0.00102457 86394.1 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.3496 24.9914 0.0103639 0.00108013 86171.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.9721 24.9589 0.0103331 0.00102861 85979.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.7172 24.1969 0.0103017 0.00102314 86219.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.3719 24.1499 0.0103949 0.00103026 85427.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.7437 23.5477 0.0104154 0.00103542 85287.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.2983 23.0201 0.0103583 0.00104877 85933 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.8151 22.5995 0.010331 0.00103795 86085.9 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.4538 22.4109 0.0103039 0.0010334 86295.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.2126 22.0979 0.0103159 0.00102269 86084.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.9244 21.8057 0.0102512 0.00101988 86661.3 0
: 680 | 30.5695 21.8491 0.0103045 0.000989415 85881.9 1
: 681 Minimum Test error found - save the configuration
: 681 | 29.9945 20.8196 0.0103181 0.0010252 86087 0
: 682 | 29.4852 20.8927 0.010244 0.000989427 86443.9 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.2385 20.5284 0.0103681 0.00103549 85720.4 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.7692 19.9339 0.0102837 0.00103042 86456 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.4933 19.6217 0.0103628 0.00103394 85755.3 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.2011 19.5766 0.0102722 0.00102401 86503.7 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.6832 19.3792 0.0102647 0.00102235 86557.6 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.4076 18.6849 0.0103452 0.00103572 85933.5 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.0272 18.4487 0.0103471 0.00102792 85844.5 0
: 690 | 26.5579 18.4743 0.0103272 0.000991315 85690.4 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.3194 17.9497 0.0102546 0.00102332 86661.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.8918 17.6322 0.0102921 0.00106264 86678.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.5255 17.5031 0.0102843 0.00102821 86429.6 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.3075 17.035 0.0102799 0.00102615 86451.3 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.0341 16.7867 0.0103419 0.0010363 85969.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.5292 16.7233 0.0102775 0.00102196 86434.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.1979 16.1775 0.0103224 0.00103899 86175 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.8278 16.1467 0.0102848 0.00103427 86481.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.5704 16.0507 0.0103244 0.00102203 85999.3 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.3852 15.8688 0.0104993 0.00103805 84555.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.9558 15.414 0.0103035 0.00102971 86264.3 0
: 702 | 22.6798 15.4867 0.0102648 0.000989856 86253.9 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.3674 14.8211 0.0103112 0.00109023 86758.6 0
: 704 | 22.2188 15.0015 0.0103498 0.00102877 85827.6 1
: 705 | 21.7487 15.475 0.0103936 0.00105261 85643.7 2
: 706 Minimum Test error found - save the configuration
: 706 | 21.6187 14.5467 0.0104779 0.00104499 84809.7 0
: 707 | 21.3722 14.6488 0.0102872 0.000997945 86120.8 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.0922 14.2603 0.0106633 0.00108311 83505.3 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7822 13.5261 0.0107031 0.00117525 83964.8 0
: 710 | 20.6736 13.7288 0.0108286 0.00107778 82044.2 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.2817 13.5218 0.0106474 0.00110869 83868.8 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.9222 13.1169 0.0108431 0.0010947 82064.5 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.6928 12.8921 0.0106179 0.00107226 83808.1 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.326 12.8889 0.010697 0.00109333 83301.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.9919 12.5504 0.0109071 0.00107789 81390 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.806 12.492 0.0105949 0.00107175 84005.8 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.6247 12.1109 0.0104842 0.00105019 84799.6 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.34 11.9653 0.0135173 0.00153567 66768.6 0
: 719 | 18.1988 12.7941 0.0132745 0.00100082 65180 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.1359 11.9521 0.0103382 0.00103416 85983.8 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.6005 11.5591 0.0103351 0.00103528 86023.1 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.3337 11.1256 0.0104299 0.00105016 85290.1 0
: 723 | 17.0262 11.2272 0.0105181 0.000993996 83997.2 1
: 724 Minimum Test error found - save the configuration
: 724 | 16.871 10.8831 0.0104736 0.0010542 84930.8 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.7182 10.7728 0.0104957 0.00104709 84668.5 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.4875 10.61 0.0103334 0.00106064 86274 0
: 727 | 16.1546 11.114 0.0103205 0.000989367 85734.6 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.002 10.2136 0.0102366 0.00102692 86865.3 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.8991 10.1426 0.0103532 0.00107616 86234.7 0
: 730 | 15.7404 10.3273 0.0104729 0.000994376 84401.1 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.4006 9.76923 0.0105829 0.00107839 84170.9 0
: 732 | 15.1896 10.0581 0.0105802 0.000990938 83426.8 1
: 733 | 15.0511 9.78669 0.0104135 0.00103609 85311.5 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.7635 9.69568 0.0104717 0.00106435 85040 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.6384 9.0934 0.0103256 0.00103916 86147.4 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.3359 9.01845 0.0103242 0.00102879 86063.8 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.0634 8.8644 0.0103346 0.00106227 86278.3 0
: 738 | 14.124 9.29755 0.0103886 0.000995237 85166.7 1
: 739 Minimum Test error found - save the configuration
: 739 | 13.7901 8.59065 0.0103533 0.0010317 85822.6 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.5709 8.37501 0.0109808 0.00113108 81220.6 0
: 741 | 13.6087 8.5902 0.0105657 0.00101024 83722 1
: 742 | 13.4664 8.50571 0.0107591 0.00102547 82189.1 2
: 743 Minimum Test error found - save the configuration
: 743 | 13.2201 8.18705 0.0104954 0.00104495 84652.3 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.1021 7.71029 0.0105781 0.00106992 84138.4 0
: 745 | 12.9522 7.93332 0.0103673 0.000996127 85367.8 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.5982 7.36903 0.0103072 0.001034 86270.4 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.5611 7.06995 0.0104292 0.00104478 85247.9 0
: 748 | 12.3592 7.5206 0.01032 0.000990856 85753 1
: 749 | 12.1666 7.33765 0.0103286 0.000991876 85682.9 2
: 750 Minimum Test error found - save the configuration
: 750 | 12.0904 7.06487 0.0104151 0.00104324 85361.7 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.9538 6.53611 0.0103101 0.00102925 86198.8 0
: 752 | 11.6636 7.10001 0.0103629 0.000991317 85364.4 1
: 753 | 11.495 6.66993 0.0103064 0.000989927 85869.3 2
: 754 Minimum Test error found - save the configuration
: 754 | 11.1665 6.00406 0.0104092 0.00104925 85470.7 0
: 755 | 11.1632 6.6759 0.0103617 0.000997037 85427.2 1
: 756 | 10.9426 6.02504 0.0102597 0.000995117 86350.8 2
: 757 | 11.007 6.12226 0.0103192 0.000996816 85815 3
: 758 | 10.7941 6.11514 0.0102601 0.000990218 86300.7 4
: 759 Minimum Test error found - save the configuration
: 759 | 10.5219 5.57582 0.0104598 0.00110143 85485.4 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.3188 5.27616 0.0104197 0.00106534 85521.2 0
: 761 | 10.2053 5.64122 0.0102742 0.000995946 86223 1
: 762 | 10.2049 5.48373 0.0107531 0.00117348 83510.8 2
: 763 Minimum Test error found - save the configuration
: 763 | 10.1082 5.1137 0.0111205 0.00113386 80107 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.86971 4.8516 0.0113544 0.00109943 78011.3 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.74196 4.78494 0.0115554 0.0011694 77026.4 0
: 766 | 9.85671 5.1117 0.0112163 0.00106239 78787.2 1
: 767 | 9.66983 4.78634 0.0102871 0.00100105 86150.6 2
: 768 Minimum Test error found - save the configuration
: 768 | 9.50476 4.59055 0.0103754 0.00103799 85677.2 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.42508 4.23207 0.0105584 0.0010401 84048.6 0
: 770 | 9.26381 4.28042 0.0103113 0.000994376 85865.2 1
: 771 | 9.1009 4.41373 0.01041 0.00101787 85177.8 2
: 772 Minimum Test error found - save the configuration
: 772 | 9.22472 3.78926 0.0103221 0.00103514 86142.3 0
: 773 | 9.15308 4.01136 0.010337 0.000990657 85595 1
: 774 | 8.58823 4.31572 0.0102882 0.000991376 86051.3 2
: 775 | 8.58118 3.82336 0.010236 0.000989406 86518.1 3
: 776 | 8.63859 4.20893 0.0103612 0.000989476 85363.3 4
: 777 Minimum Test error found - save the configuration
: 777 | 8.60809 3.77899 0.0103046 0.00103604 86313.7 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.49261 3.57121 0.0103781 0.00103373 85613.2 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.23263 3.24614 0.0103874 0.00103496 85539 0
: 780 | 8.05889 3.37054 0.0103341 0.00102148 85904.9 1
: 781 | 8.05577 3.62823 0.0103822 0.00100963 85355.2 2
: 782 | 8.26475 4.07507 0.0102525 0.000987966 86351.1 3
: 783 Minimum Test error found - save the configuration
: 783 | 7.98691 3.16046 0.01035 0.00103142 85850.4 0
: 784 | 7.77041 3.44613 0.0104024 0.00108976 85904.9 1
: 785 Minimum Test error found - save the configuration
: 785 | 7.62577 3.15072 0.0103726 0.00106083 85912.7 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.36021 2.66459 0.0104264 0.00110378 85812.9 0
: 787 | 7.40146 2.67806 0.0102621 0.000989707 86277.5 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.14701 2.49109 0.0104236 0.00103566 85215.6 0
: 789 | 7.01435 2.50604 0.0103308 0.000999826 85736.2 1
: 790 Minimum Test error found - save the configuration
: 790 | 7.00439 2.30153 0.0104104 0.00103696 85347.9 0
: 791 | 6.85054 2.4958 0.0103864 0.00100434 85268.8 1
: 792 Minimum Test error found - save the configuration
: 792 | 6.87829 2.25867 0.0103499 0.00103621 85895 0
: 793 | 6.70923 2.50852 0.0113855 0.00111867 77920.6 1
: 794 | 6.67756 2.46729 0.0103288 0.000990156 85665.5 2
: 795 | 6.70465 2.63674 0.0130924 0.00148905 68945.6 3
: 796 | 6.57008 2.31935 0.0146439 0.00150033 60866.5 4
: 797 | 6.48597 2.27916 0.0143161 0.00115181 60770.4 5
: 798 | 6.35281 2.50847 0.0103811 0.00103554 85601.9 6
: 799 Minimum Test error found - save the configuration
: 799 | 6.29999 2.0449 0.0106241 0.00106509 83690.4 0
: 800 | 6.29607 2.05095 0.010399 0.000995317 85073 1
: 801 | 6.36106 2.19275 0.0103342 0.000991557 85628.9 2
: 802 | 6.24802 2.23512 0.0105241 0.00114094 85259.3 3
: 803 | 6.03855 2.28512 0.0104645 0.000999007 84517.3 4
: 804 Minimum Test error found - save the configuration
: 804 | 5.85987 1.78178 0.0105898 0.00108061 84128.8 0
: 805 | 5.83365 1.94221 0.0103504 0.00101823 85725 1
: 806 | 5.76807 1.85779 0.0107797 0.00102599 82019.7 2
: 807 | 5.83539 2.63417 0.0107007 0.000995096 82426.9 3
: 808 | 6.0487 2.22239 0.0103853 0.00102923 85505.9 4
: 809 | 6.23027 2.60137 0.010465 0.000991877 84449.7 5
: 810 | 5.74704 2.08724 0.0104117 0.000991577 84924.3 6
: 811 | 5.39068 1.88522 0.0103137 0.00101783 86059.5 7
: 812 | 5.33924 1.88619 0.0102701 0.000996807 86269.6 8
: 813 Minimum Test error found - save the configuration
: 813 | 5.33576 1.74634 0.0104595 0.00105553 85070.2 0
: 814 | 5.19066 2.25097 0.0104006 0.000984566 84961.2 1
: 815 | 5.15599 1.76397 0.0103848 0.000994217 85192.1 2
: 816 Minimum Test error found - save the configuration
: 816 | 5.04343 1.73541 0.0103864 0.0010461 85650.7 0
: 817 Minimum Test error found - save the configuration
: 817 | 5.14477 1.6297 0.0103621 0.00104695 85881.9 0
: 818 | 4.96203 1.93814 0.0104942 0.00101655 84409.4 1
: 819 | 4.91994 1.83999 0.0106534 0.000991457 82798.7 2
: 820 | 4.94769 1.6354 0.0103284 0.000999136 85752 3
: 821 | 4.87129 1.6483 0.0104227 0.000992877 84837.3 4
: 822 | 4.72983 1.81915 0.0103391 0.000996357 85627.6 5
: 823 | 4.69346 1.72085 0.0103077 0.000998807 85939.5 6
: 824 | 4.86372 1.90927 0.0103183 0.00103749 86199.4 7
: 825 | 4.8793 2.01995 0.0104235 0.00103717 85230 8
: 826 | 4.75468 1.98557 0.0105374 0.0010337 84177.6 9
: 827 | 4.49395 1.86305 0.0112091 0.00101727 78494.6 10
: 828 | 4.55589 2.02495 0.0104615 0.00101038 84645.7 11
: 829 | 4.46133 2.05815 0.0108604 0.00102055 81302.3 12
: 830 | 4.24747 2.23625 0.0106657 0.00106567 83332.9 13
: 831 | 4.19456 1.67973 0.010901 0.000997247 80777.6 14
: 832 | 4.15125 2.03048 0.0105044 0.00100057 84176.9 15
: 833 | 4.14973 1.82816 0.0104412 0.00100762 84803.6 16
: 834 | 4.06332 1.76382 0.0103903 0.00101135 85297.5 17
: 835 | 4.13322 2.26528 0.0103725 0.000991937 85282.7 18
: 836 Minimum Test error found - save the configuration
: 836 | 4.14978 1.55409 0.0103047 0.00103942 86343.4 0
: 837 | 3.92214 2.18922 0.0105971 0.00100729 83422.2 1
: 838 Minimum Test error found - save the configuration
: 838 | 3.8681 1.52329 0.0106148 0.00105073 83646.7 0
: 839 | 3.85375 2.13694 0.0104077 0.000994127 84983.5 1
: 840 | 4.08314 2.21773 0.0104052 0.000991787 84985.6 2
: 841 | 3.9836 2.02302 0.0105604 0.00104129 84041.6 3
: 842 | 3.89578 2.01784 0.0103161 0.000992996 85808.7 4
: 843 | 3.71451 1.60178 0.0104631 0.00103181 84824.3 5
: 844 | 3.75125 1.82551 0.0105672 0.000999976 83618.5 6
: 845 | 3.68807 2.27119 0.0103442 0.000992256 85543.3 7
: 846 | 3.7887 2.03666 0.0103392 0.000993646 85601.8 8
: 847 | 3.73122 1.90089 0.0103053 0.000990737 85887.4 9
: 848 | 3.60656 1.8722 0.0104955 0.00103947 84602 10
: 849 | 3.59683 1.65581 0.0105178 0.00104203 84425.9 11
: 850 | 3.50869 2.09012 0.0104827 0.0010075 84431.1 12
: 851 | 3.62172 1.5985 0.0104862 0.00101958 84507.3 13
: 852 | 3.58034 1.86654 0.0105301 0.00102516 84166.8 14
: 853 | 3.36826 1.79214 0.010488 0.000991327 84240.4 15
: 854 | 3.44103 2.47678 0.0103059 0.000994227 85913.3 16
: 855 | 3.46342 1.95358 0.0104827 0.00101775 84522.1 17
: 856 | 3.14485 1.60088 0.0105656 0.0010185 83795 18
: 857 | 3.10437 1.66785 0.0105823 0.00107666 84160.6 19
: 858 | 3.23018 1.63501 0.0106266 0.00104452 83489.2 20
: 859 | 3.08748 2.4721 0.0106511 0.00102946 83145.6 21
:
: Elapsed time for training with 1000 events: 9.18 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: 0.0113 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: 0.827 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.161 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.30135e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.076e+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: 0.0382 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: 0.0369 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00134 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0983 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: 0.903 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: 0.0241 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00319 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: 0.0375 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: 0.00182 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000337 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: 0.0997 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0113 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: 0.902 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.107 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 : -0.665 0.128 5.52 1.51 | 3.236 3.242
: 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 : 0.0419 0.178 1.83 1.07 | 3.353 3.342
: 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.