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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: 0.305 sec
: Elapsed time for training with 1000 events: 0.309 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00276 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: 0.000839 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00428 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: 0.000242 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000344 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 = 31518
: --------------------------------------------------------------
: 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 | 33067.6 31137.8 0.0105324 0.00111229 84924.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32560.4 30548.7 0.0104216 0.00106681 85518 0
: 3 Minimum Test error found - save the configuration
: 3 | 31798 29863.7 0.0106091 0.00106609 83830.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31073.6 29230.5 0.0104817 0.00105887 84900.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30358.8 28589.9 0.0105617 0.00106141 84207.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29596.5 27772.6 0.0107747 0.00116812 83276.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28827.6 26972.8 0.010895 0.00108264 81529.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28296.2 26544 0.010643 0.00107555 83617.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 27915.8 26218.5 0.0106494 0.00107847 83586.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27591.8 25916 0.0105788 0.0011657 84987.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27288.4 25629.9 0.0104105 0.0010465 85433.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 26999.2 25355.6 0.0105397 0.00112808 85000.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26718.2 25094.7 0.0105137 0.00105061 84538.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26447.1 24843.3 0.010443 0.00109869 85613.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26187.6 24594.3 0.0105042 0.00104778 84599 0
: 16 Minimum Test error found - save the configuration
: 16 | 25928.8 24355.1 0.0104781 0.0010382 84746.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25681.9 24115.9 0.0105056 0.00103232 84448 0
: 18 Minimum Test error found - save the configuration
: 18 | 25433.9 23884.9 0.0108216 0.00103893 81777.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25195.3 23654.8 0.0101954 0.00101528 87144.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 24956 23432.3 0.0105919 0.00107113 84026.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24725.6 23209.8 0.0114305 0.00105568 77109.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24495.8 22991.8 0.0105531 0.0010431 84121.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24266.1 22782.6 0.0101059 0.00100875 87939.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24047.9 22569.5 0.0100671 0.00100857 88314.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23829.4 22358.3 0.01019 0.00104175 87448.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23611.3 22152.2 0.0102423 0.00103082 86847.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23395.4 21951.7 0.0102808 0.00103459 86521.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23184 21753.9 0.010098 0.00100307 87961.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 22976.2 21557.1 0.0101336 0.00102786 87857 0
: 30 Minimum Test error found - save the configuration
: 30 | 22772.4 21359.1 0.01014 0.00101024 87625.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22566.2 21166.9 0.0100247 0.00100365 88681.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22362.9 20979.5 0.010067 0.00101561 88384.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22166.5 20789.7 0.0102446 0.00104257 86937.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 21968.7 20603 0.010151 0.00101518 87567.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21772.8 20419.7 0.0101772 0.00101305 87296.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21580 20238 0.0101809 0.00101389 87269.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21388.4 20058.8 0.0103019 0.0010245 86230.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21202.7 19876 0.0103161 0.00101856 86044 0
: 39 Minimum Test error found - save the configuration
: 39 | 21013.5 19695.9 0.0102072 0.00102326 87108.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20824.7 19519.8 0.0105076 0.00107478 84810.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20640.2 19343.8 0.0104073 0.00107412 85715.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20458.2 19174.3 0.0104508 0.00105032 85102 0
: 43 Minimum Test error found - save the configuration
: 43 | 20277 19004.7 0.0104563 0.00104431 84998.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20098.3 18836.2 0.0105987 0.00104805 83763.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 19919.5 18673 0.010579 0.00107592 84182.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19748.4 18504.2 0.0106698 0.00107605 83387.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19570.7 18343.6 0.0106795 0.00106575 83213.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19403.5 18184 0.0105432 0.00109511 84672.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19231.8 18017.3 0.0107157 0.00114138 83556.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19061.3 17855.4 0.0106734 0.00107242 83324.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18895.1 17700.5 0.0106082 0.00109838 84123.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18728.1 17545.4 0.0105797 0.00105133 83959.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18562.8 17383.9 0.010537 0.0010634 84445.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18396.9 17229.2 0.0104388 0.00106729 85365.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18236.6 17074.3 0.0106585 0.00108964 83604.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18074.7 16918.8 0.0106407 0.00108167 83690.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17912 16769 0.0105607 0.00107147 84306.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17755.3 16614.2 0.0103869 0.00103638 85556.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 17599.2 16460.5 0.0108318 0.00113424 82494.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17438.7 16315.6 0.0105166 0.00108636 84833.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17283.6 16165.1 0.0103616 0.00104384 85857.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17127.9 16020.3 0.010411 0.00105983 85551.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 16975.6 15874.1 0.010591 0.00105106 83857.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 16823.2 15729.3 0.0105483 0.00107613 84457.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16674.3 15584 0.010587 0.00104605 83848.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16521.2 15446.3 0.0104667 0.00106267 85070.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16375.5 15305 0.010586 0.00108703 84219.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16225.9 15169.5 0.0116451 0.0011225 76026.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16085.3 15028.5 0.0106588 0.00105279 83281.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 15937.4 14893.4 0.0103993 0.0010462 85533 0
: 71 Minimum Test error found - save the configuration
: 71 | 15796.8 14758.1 0.0106457 0.00127799 85400.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15653.6 14624.5 0.0109151 0.00108558 81387.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15514.1 14491.7 0.0105389 0.00106897 84477.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15374.9 14360.5 0.0103764 0.0010424 85708.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15237.1 14231.3 0.010666 0.00113853 83967.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15100.4 14101.9 0.0106792 0.00106536 83213.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 14964.2 13975.7 0.0103367 0.00103743 86028.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 14830.6 13849.9 0.0105109 0.00104652 84527.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14700.7 13721.2 0.0106853 0.00106068 83120.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14566.4 13596.9 0.0104791 0.0010466 84813 0
: 81 Minimum Test error found - save the configuration
: 81 | 14434.9 13475.9 0.0107176 0.00108547 83055 0
: 82 Minimum Test error found - save the configuration
: 82 | 14308.6 13351.1 0.0104763 0.00109104 85240.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14178.7 13230.3 0.0104084 0.00103484 85346.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14049.6 13113.4 0.0105633 0.00114732 84962.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 13928.3 12990.8 0.0108403 0.00114733 82534.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13799.8 12875.1 0.0105982 0.0010775 84027.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13676.7 12759.3 0.0113946 0.00112084 77868.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13554.9 12643.4 0.0108916 0.00111669 81842.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13432.7 12529.4 0.0108715 0.0010685 81608 0
: 90 Minimum Test error found - save the configuration
: 90 | 13313.4 12414.9 0.0107175 0.00114826 83601.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13192.5 12303.4 0.0109641 0.00112896 81341.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13075 12191.8 0.0110087 0.00105715 80389.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 12958.7 12079.6 0.0105653 0.00105991 84162.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12840.2 11971.7 0.0105399 0.00109428 84694.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12725.8 11863.4 0.0105493 0.00108889 84562.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12610.8 11757 0.0108005 0.00111075 82561.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12498.8 11649.5 0.0107471 0.0010578 82565.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12387.1 11542.5 0.010586 0.0010776 84136.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12274 11439 0.010734 0.00114587 83436.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12164 11335.9 0.0108453 0.0011408 82436.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12055 11233.1 0.0105837 0.0010883 84251.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 11946.1 11131.9 0.0107483 0.00108001 82744.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11840.8 11028.8 0.0108338 0.00112025 82359.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11732.7 10928.5 0.0108264 0.00117518 82891 0
: 105 Minimum Test error found - save the configuration
: 105 | 11627.1 10829.2 0.0109844 0.00106719 80667.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11521.6 10732.2 0.0109979 0.00113174 81085.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11418.8 10634.5 0.0111278 0.00116137 80269.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11315.1 10538.8 0.0111997 0.00109964 79207.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11215 10441.2 0.0107372 0.00108569 82889 0
: 110 Minimum Test error found - save the configuration
: 110 | 11111.7 10347.6 0.0106996 0.00107734 83140.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11013.4 10252 0.0107387 0.00107679 82799.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10913.1 10158.7 0.0107432 0.00107654 82758.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10814.2 10066.9 0.0106901 0.00107898 83236.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10716.8 9975.42 0.010704 0.00106834 83025.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10619.5 9885.67 0.0111705 0.00126553 80767.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10524.4 9795.55 0.0112584 0.00111515 78870.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10430 9705.05 0.0114385 0.00109377 77333.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10334.7 9616.78 0.0107844 0.00107521 82395.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10239.6 9532 0.0106143 0.00108792 83977 0
: 120 Minimum Test error found - save the configuration
: 120 | 10148.7 9445.12 0.0106475 0.0011194 83962.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10057.4 9358.2 0.0107157 0.00108457 83064 0
: 122 Minimum Test error found - save the configuration
: 122 | 9966.31 9271.99 0.0106336 0.00108816 83809.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9876.74 9185.63 0.0111813 0.00115293 79773.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 9786.45 9101.28 0.010724 0.00107844 82939.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9696.41 9019.72 0.010689 0.0012154 84444.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9609.5 8937.41 0.01109 0.00111348 80188.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9521.55 8857.12 0.0110971 0.00119041 80753.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9436.58 8775.33 0.0111565 0.00124252 80693.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9350.64 8694.88 0.0115195 0.001096 76750 0
: 130 Minimum Test error found - save the configuration
: 130 | 9265.8 8615.16 0.011039 0.00113222 80752.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9180.84 8537.3 0.0111142 0.00121053 80778.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9099.61 8457.07 0.0114596 0.00113875 77512.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9015.24 8380 0.0111308 0.00117631 80366.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 8933.69 8303.13 0.0107824 0.00108493 82495.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8851.47 8228.38 0.0106273 0.00112958 84230.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8772.52 8151.97 0.0111669 0.00110162 79480.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8691.52 8078.15 0.0109207 0.00108503 81336.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8613.69 8003.1 0.0114432 0.00118403 77979 0
: 139 Minimum Test error found - save the configuration
: 139 | 8534.48 7929.97 0.011303 0.001201 79192.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8457.19 7856.81 0.010714 0.00107305 82979.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8379.75 7784.99 0.0114612 0.0012032 77987.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8303.16 7714.15 0.0114503 0.00113629 77564.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8228.53 7642.3 0.0115608 0.001098 76461.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8153.31 7571.51 0.0120998 0.00112898 72921 0
: 145 Minimum Test error found - save the configuration
: 145 | 8078.02 7502.71 0.0107809 0.00109728 82613.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 8005.6 7432.79 0.010906 0.00106924 81327.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 7932.15 7364.02 0.010888 0.00106734 81460.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7858.77 7297.43 0.0107239 0.0010873 83016.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7787.88 7229.92 0.0108118 0.00106176 82051.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7716.25 7164.01 0.0111731 0.00109881 79410.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7646.33 7097.69 0.0141172 0.00158548 63838.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7577.88 7030.17 0.0138696 0.00110547 62675.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7506.11 6966.79 0.0105783 0.00112656 84640.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7438.57 6902.51 0.0114132 0.00113028 77799.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7369.72 6840.33 0.011293 0.00112232 78657.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7305.14 6774.29 0.0110754 0.00113124 80449.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7235.04 6713.88 0.0109133 0.00112575 81736.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7170.93 6650.82 0.010742 0.00115437 83440.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7104.33 6589.86 0.0108308 0.00111055 82302.1 0
: 160 Minimum Test error found - save the configuration
: 160 | 7039.73 6528.77 0.0106283 0.00107387 83730.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 6975.69 6467.68 0.0106225 0.0010972 83987.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6910.58 6409.03 0.0105373 0.00106664 84470.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6847.21 6351.14 0.0108959 0.00109957 81663 0
: 164 Minimum Test error found - save the configuration
: 164 | 6785.68 6291.56 0.0110265 0.00110365 80621.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6723.38 6232.87 0.0109307 0.00111882 81533.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6662.34 6173.69 0.0109381 0.00105713 80964.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6599.53 6117.67 0.0105177 0.00108124 84777.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6540.35 6060.1 0.0106266 0.00106687 83684.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6479.14 6005.14 0.0106508 0.00110669 83821.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6420.31 5949.24 0.0112031 0.00112784 79402.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6362.22 5892.71 0.0110053 0.00114275 81115.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6302.77 5838.12 0.0111398 0.00115005 80081.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6245.25 5783.54 0.0111657 0.00115526 79916.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6187.35 5729.93 0.0110604 0.00120598 81181.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 6130.64 5676.76 0.0110034 0.00118994 81521.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6074.15 5624.07 0.0112181 0.00115036 79461.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6017.48 5573.16 0.0113378 0.00119826 78899.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5963.36 5520.92 0.0110347 0.00111731 80666.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 5908.77 5468.56 0.0109086 0.00113 81811.3 0
: 180 Minimum Test error found - save the configuration
: 180 | 5853.6 5417.9 0.0107367 0.00108865 82918.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5800.05 5367.32 0.0124489 0.00115306 70822.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5746.19 5317.7 0.0116787 0.00112047 75770.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5694.25 5267.25 0.0123948 0.00179265 75456.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5640.58 5218.83 0.0115851 0.0011528 76684.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5589.16 5170.31 0.0110788 0.00111588 80297.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5537.72 5122.07 0.0112259 0.00112822 79225.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5486.39 5074.58 0.0111133 0.00113583 80180.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5436.52 5026.56 0.0109951 0.00112728 81071.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5385.51 4980.09 0.0105664 0.00105381 84098.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5336.21 4933.77 0.0105038 0.00105423 84660.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5286.41 4888.84 0.0109085 0.00111903 81720.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5238.71 4842.19 0.011018 0.00114372 81018.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5190.55 4796.03 0.0110655 0.00116716 80821.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5141.69 4752.12 0.0108608 0.00109009 81877.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5094.89 4707.32 0.010718 0.00108785 83072.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5046.93 4664.51 0.0107973 0.0011114 82594.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5001.01 4621.36 0.0109132 0.00112992 81771.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 4955.46 4577.71 0.0107266 0.00109344 83046.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4909.26 4535.18 0.0107755 0.00109144 82610.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4863.68 4493.54 0.0108437 0.00109154 82032.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4819.9 4450.82 0.0107383 0.00108607 82882.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4774.71 4409.83 0.0107472 0.00109888 82916 0
: 203 Minimum Test error found - save the configuration
: 203 | 4730.51 4369.77 0.0109994 0.00122368 81835.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4688 4328.16 0.0111091 0.00115441 80364.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4644.91 4286.81 0.0108644 0.00107583 81728 0
: 206 Minimum Test error found - save the configuration
: 206 | 4600.78 4248.24 0.0108104 0.00109241 82321.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4559.19 4208.62 0.0107915 0.00112532 82763.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4517.36 4169.38 0.0109288 0.0011256 81606.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4476.4 4130.36 0.0107437 0.00111162 83055.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4433.75 4092.65 0.0106844 0.00107817 83279.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4394.4 4053.96 0.0105663 0.00108081 84339.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4353.64 4016.21 0.0106955 0.00107289 83137.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4313.92 3979.04 0.0106697 0.0011079 83666 0
: 214 Minimum Test error found - save the configuration
: 214 | 4273.61 3942.07 0.0108714 0.00111568 82003.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4234.24 3906.21 0.0109257 0.00120047 82260.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4196.22 3869.62 0.0109983 0.00132797 82727.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4158.28 3832.59 0.01156 0.00126782 77729.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4119.86 3796.28 0.0112959 0.00111411 78571.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4081.51 3761.6 0.0111095 0.00109037 79847.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4044.42 3726.55 0.0106651 0.00107368 83407.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4007.84 3691.2 0.0106611 0.00108075 83503.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 3970.08 3658.14 0.0110281 0.00119294 81340.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3935.19 3623.64 0.0109632 0.00112017 81275.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3898.31 3590.99 0.0110039 0.00110935 80852.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3863.81 3556.39 0.0108 0.00112287 82668.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3827.84 3523.97 0.0106736 0.00108622 83443.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3793.54 3490.39 0.010786 0.00109898 82584.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3758.35 3458.23 0.0107323 0.00108718 82943.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3723.65 3426.88 0.0107578 0.0011186 82994.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3690.01 3395.18 0.010928 0.0010917 81331.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 3657.09 3363.25 0.0107997 0.00108212 82324.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3623.16 3332.71 0.0106088 0.00106031 83782.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 3591.59 3300.04 0.0105945 0.00106849 83980.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3556.79 3271.78 0.0105422 0.00107003 84458.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3526.6 3239.45 0.010688 0.00108009 83264.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3493.78 3209.06 0.0107191 0.00108477 83036.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3462.07 3178.92 0.0107536 0.0010925 82806.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3430.01 3149.9 0.0106704 0.0010744 83368.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3398.82 3121.73 0.0106449 0.00108801 83708.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3368.37 3092.51 0.0106416 0.00107858 83655.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3338.06 3063.76 0.0106008 0.00108288 84052.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3307.4 3035.36 0.010593 0.00108197 84112.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3277.67 3007.08 0.0106322 0.0010959 83890.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3247.87 2979.02 0.0105343 0.00105825 84423.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3218.28 2951.57 0.0105204 0.00106583 84615.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3189.44 2923.87 0.0105246 0.00108182 84721 0
: 247 Minimum Test error found - save the configuration
: 247 | 3160.39 2896.42 0.0123498 0.00177563 75655.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3131 2870.08 0.0162024 0.00177628 55455.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3102.9 2843.58 0.0161579 0.00176209 55571.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3075.26 2816.83 0.0162835 0.00180055 55237.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3046.72 2791.08 0.0164288 0.0017972 54676.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3019.07 2765.91 0.0163514 0.00178914 54936.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 2993.06 2739.07 0.0163088 0.00178708 55089.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2964.66 2714.01 0.0163694 0.00180359 54923 0
: 255 Minimum Test error found - save the configuration
: 255 | 2937.99 2689.28 0.0165179 0.00182579 54451.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2912.18 2663.57 0.0164518 0.00180666 54625.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2885.06 2639 0.0162278 0.00182399 55540.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2858.46 2616.01 0.0158902 0.00168154 56303.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2833.8 2591.71 0.0165515 0.0018133 54280.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2807.38 2567.82 0.016455 0.00181936 54661.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2782.47 2542.93 0.0164799 0.00172435 54216.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2756.85 2519.33 0.0166611 0.00182769 53932.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2732.19 2495.96 0.0145675 0.00112408 59508.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2706.82 2473.54 0.0107054 0.00107127 83038.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2682.75 2450.63 0.0107349 0.00107324 82801 0
: 266 Minimum Test error found - save the configuration
: 266 | 2658.65 2427.81 0.01068 0.00107975 83331.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2634.73 2405.03 0.0106556 0.00106836 83444.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2609.83 2384.13 0.0106113 0.00107617 83900.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2587.04 2361.81 0.0107592 0.00108661 82707.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2563.58 2340.21 0.0108044 0.00106542 82144.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2540.66 2317.98 0.0106817 0.00117664 84165.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2517.28 2297.39 0.0109567 0.00109906 81155.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2494.78 2277.07 0.0108855 0.00108093 81594.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2472.29 2254.85 0.0108834 0.00112404 81972.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2449.4 2234.24 0.0107321 0.00106269 82734.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2426.76 2214.2 0.0107279 0.00105246 82683.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2405.39 2193.46 0.0115084 0.00107659 76688.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2383.41 2173.19 0.0107984 0.00108067 82323.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2361.32 2153.59 0.01079 0.00108266 82412.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2340.29 2133.31 0.0107318 0.00108029 82888.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2318.52 2113.85 0.0106866 0.00107079 83196.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2297.05 2095.43 0.0106203 0.00106996 83766.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2276.72 2075.84 0.0106875 0.00109183 83371.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2256.3 2055.96 0.0106975 0.00108633 83236.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2235.04 2037.55 0.0106258 0.00107055 83723.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2214.93 2018.88 0.0106685 0.00110351 83638.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2194.81 1999.7 0.0112575 0.00111259 78857.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2173.48 1982.9 0.0109269 0.00113332 81685.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2153.97 1964.9 0.0109774 0.00111974 81154.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2134.99 1946.06 0.0111555 0.00114924 79949.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2114.74 1928.36 0.0113201 0.00117292 78840 0
: 292 Minimum Test error found - save the configuration
: 292 | 2095.13 1910.56 0.0108784 0.00112955 82060.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2075.97 1892.89 0.0110176 0.00113992 80990.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2056.72 1875.57 0.0110497 0.00110847 80472.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2037.94 1858.77 0.0108596 0.00111787 82120.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2019.25 1841.55 0.0112807 0.00112051 78738.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 1999.89 1825.45 0.010877 0.00112045 81996.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 1982.13 1807.68 0.0108913 0.00112067 81877.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1963.29 1791.52 0.0112943 0.00111429 78585.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1945.23 1774.5 0.0108813 0.00111154 81885.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1926.56 1759.32 0.0108249 0.00109415 82213.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1908.74 1743.6 0.0113828 0.00110567 77842.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1891.36 1727.17 0.0108616 0.00109456 81907.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1873.86 1710.77 0.0107245 0.00108276 82972.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1855.67 1696.1 0.01257 0.00162865 73117.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1838.73 1680.1 0.0114635 0.00110456 77228.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1821.98 1664.62 0.0119627 0.00153148 76692.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1803.98 1649.46 0.0111606 0.00108446 79395.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1787.45 1634.32 0.0110974 0.0011519 80438 0
: 310 Minimum Test error found - save the configuration
: 310 | 1770.47 1619.61 0.010976 0.00115795 81482.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1753.97 1604.64 0.0109309 0.001099 81367.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1737.56 1590.2 0.0109645 0.00109508 81058.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1720.97 1575.44 0.0109662 0.00112821 81317.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1704.68 1561.01 0.0141851 0.001868 64950.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1688.63 1546.72 0.0121122 0.00187071 78113.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 1672.54 1532.87 0.0114991 0.00111702 77055.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1656.78 1518.51 0.0130949 0.00186749 71253.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1641.12 1504.55 0.0117413 0.00112791 75376.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 1625.51 1490.85 0.0110209 0.00111097 80727 0
: 320 Minimum Test error found - save the configuration
: 320 | 1610.09 1476.98 0.0120042 0.00113205 73582.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1594.87 1463.44 0.0120032 0.00112811 73562.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1579.2 1450 0.0110095 0.00111786 80876.5 0
: 323 Minimum Test error found - save the configuration
: 323 | 1564.11 1436.89 0.0110406 0.00113509 80763 0
: 324 Minimum Test error found - save the configuration
: 324 | 1549.42 1423.67 0.0140552 0.0013968 63199.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1534.69 1410.37 0.0133 0.00148153 67690.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1519.81 1397.82 0.0158513 0.00126099 54831 0
: 327 Minimum Test error found - save the configuration
: 327 | 1505.4 1384.79 0.0154432 0.00136533 56826.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1490.85 1372.48 0.0140779 0.00137695 62987.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1476.77 1359.67 0.0144305 0.00136182 61215.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1462.31 1347.29 0.0147241 0.00166971 61282 0
: 331 Minimum Test error found - save the configuration
: 331 | 1448.67 1334.59 0.0144562 0.00152946 61887 0
: 332 Minimum Test error found - save the configuration
: 332 | 1434.74 1322.09 0.013094 0.00122792 67418.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1420.86 1309.56 0.0132344 0.00125252 66767.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1406.94 1297.67 0.0143448 0.00140354 61817.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1393.95 1285.5 0.0114989 0.00124961 78054.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1380.15 1274.5 0.0106832 0.00106442 83170.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1367.03 1261.75 0.0110066 0.00122589 81794 0
: 338 Minimum Test error found - save the configuration
: 338 | 1353.92 1250.21 0.0110306 0.00112218 80739.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1340.99 1238.1 0.0108837 0.00109901 81760.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1327.79 1226.95 0.0108879 0.00105322 81344.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1314.8 1215.73 0.0106687 0.00107285 83369.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1302.21 1204.33 0.0108719 0.00111773 82016.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1289.86 1194.11 0.0115851 0.00123628 77303.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1277.94 1181.94 0.0124263 0.00119524 71231.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1264.73 1171.14 0.0141047 0.00181454 65092.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1252.9 1159.98 0.0109671 0.0010707 80837.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1240.87 1148.84 0.0106982 0.00108687 83234.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1228.48 1138.19 0.0108173 0.00108746 82221.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1216.46 1128.05 0.0109828 0.00113718 81254.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1205.08 1118.18 0.0111668 0.00111614 79597 0
: 351 Minimum Test error found - save the configuration
: 351 | 1193.96 1106.87 0.0111948 0.00122906 80274.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1181.91 1096.25 0.0110716 0.00110557 80272.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1170.55 1085.66 0.0108591 0.00109482 81930.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1158.76 1075.76 0.0109931 0.0010929 80806.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1147.68 1065.82 0.0107788 0.00108229 82503.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1137.06 1055.84 0.0107507 0.0011062 82948.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1125.48 1045.31 0.01061 0.00105769 83749 0
: 358 Minimum Test error found - save the configuration
: 358 | 1114.51 1035.72 0.0104758 0.00104331 84813 0
: 359 Minimum Test error found - save the configuration
: 359 | 1103.64 1025.95 0.0106674 0.00104064 83101.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1093.26 1015.8 0.0120447 0.00131569 74564.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1082.04 1006.56 0.0154371 0.00177147 58540.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1071.85 997.134 0.0121311 0.00177693 77263.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1061.48 987.408 0.0149933 0.00179864 60630.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1050.97 978.358 0.0150847 0.00156798 59186.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1040.76 968.993 0.0129437 0.00136357 69084 0
: 366 Minimum Test error found - save the configuration
: 366 | 1030.41 959.643 0.013625 0.00181509 67740 0
: 367 Minimum Test error found - save the configuration
: 367 | 1020.81 950.372 0.0148528 0.00182071 61386.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1010.22 941.713 0.0118061 0.0012217 75583.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1000.83 932.18 0.0110457 0.00113298 80704.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 991.086 923.051 0.0122622 0.00144278 73941.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 980.772 914.503 0.0147471 0.0017689 61642 0
: 372 Minimum Test error found - save the configuration
: 372 | 971.596 905.698 0.0158798 0.00137849 55167.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 961.819 896.771 0.0134416 0.00128243 65794.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 952.561 888.152 0.0143415 0.00110483 60438.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 943.041 880.032 0.0114753 0.00117055 77634.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 933.642 871.504 0.0122934 0.0014723 73929.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 924.621 863.164 0.0151629 0.00179347 59838.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 916.009 854.313 0.0164199 0.00180298 54730.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 906.449 845.941 0.0136887 0.00140543 65129 0
: 380 Minimum Test error found - save the configuration
: 380 | 897.532 837.835 0.0120676 0.00119363 73570.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 888.776 829.355 0.0139781 0.00178192 65594.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 879.667 821.755 0.0155704 0.00162043 57347.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 871.246 813.469 0.0158177 0.00179708 57058.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 862.369 805.583 0.0130768 0.00124211 67597.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 853.934 797.47 0.0112514 0.00106918 78568.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 845.245 789.965 0.0119121 0.00140473 76137 0
: 387 Minimum Test error found - save the configuration
: 387 | 837.14 781.937 0.0130789 0.00137936 68378.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 828.589 774.5 0.012604 0.00121371 70235.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 820.634 766.428 0.0119944 0.00131646 74921.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 811.998 759.267 0.0118413 0.00138357 76498.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 804.244 752.007 0.0114921 0.0012484 78097.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 796.471 744.006 0.013034 0.00119589 67578.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 788.165 736.81 0.0149889 0.00149455 59284 0
: 394 Minimum Test error found - save the configuration
: 394 | 780.323 729.513 0.0148202 0.00153386 60212.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 772.597 722.225 0.0150709 0.00123915 57838.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 764.796 714.758 0.0112589 0.00122122 79700 0
: 397 Minimum Test error found - save the configuration
: 397 | 757.276 708.433 0.0114808 0.00117679 77639.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 749.57 701.043 0.0116217 0.0012058 76805.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 742.345 693.833 0.0127867 0.00152976 71066.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 734.671 686.639 0.0159843 0.00181729 56469.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 727.281 679.673 0.0127967 0.00135256 69904.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 719.68 672.562 0.0126484 0.00122106 70007.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 712.527 665.681 0.0133808 0.00154307 67580.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 705.107 659.38 0.0115927 0.00117445 76788.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 698.589 652.589 0.0112191 0.00115136 79461.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.033 646.181 0.0112044 0.00112334 79356.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 684.35 638.912 0.0116997 0.0013655 77412.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 677.153 632.405 0.0115104 0.00117464 77401.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 670.278 626.596 0.0110435 0.00112522 80659.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 663.724 619.539 0.0109784 0.00112163 81162.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 656.625 613.917 0.0106013 0.00107676 83993.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 650.349 607.121 0.0111745 0.00113843 79712.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 643.562 601.258 0.0109853 0.00113288 81198.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 636.823 594.534 0.0109051 0.00112165 81770.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 630.293 588.844 0.0108054 0.0010723 82193.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 624.104 582.472 0.011005 0.00127827 82247.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 617.451 576.576 0.0112447 0.00120972 79721 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.15 570.593 0.0113588 0.00115742 78420.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 604.707 564.876 0.0111465 0.00114778 80010.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 598.809 558.781 0.0112205 0.00114397 79392.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 592.608 552.659 0.0111637 0.00114381 79841.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.164 547.201 0.0109815 0.00109607 80926.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 580.617 541.113 0.0106101 0.00107437 83894.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 574.204 535.43 0.0106939 0.00118187 84104.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 568.665 529.627 0.0111418 0.00111241 79765.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 562.429 524.484 0.0109941 0.00111625 80989.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 557.086 518.617 0.010794 0.0010775 82334.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.097 513.056 0.0108436 0.00114278 82466.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.281 507.434 0.0109347 0.00112418 81545.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 539.55 501.924 0.0112702 0.00109377 78612.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.254 496.893 0.0115116 0.0011732 77381.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 528.114 491.9 0.0120585 0.00113212 73217 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.173 486.624 0.0126316 0.00154354 72149.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 517.58 481.314 0.0121701 0.00155023 75330.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.335 476.535 0.0139703 0.00129524 63116.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.295 471.379 0.0135863 0.00150053 66193.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.639 466.47 0.0126425 0.00156092 72191.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.412 461.298 0.0120717 0.00114046 73184.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.549 456.461 0.0122741 0.00122815 72424.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.407 451.623 0.0113537 0.00111732 78152.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.003 446.469 0.0106684 0.00108945 83516.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 475.949 441.877 0.0110063 0.00124862 81987 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.076 437.246 0.0122308 0.00125678 72899.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.11 432.357 0.0115292 0.00111633 76827.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.408 427.464 0.0117475 0.00124336 76160.3 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.416 422.774 0.0110123 0.00116659 81253.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 451.709 418.366 0.0105993 0.00107493 83995 0
: 448 Minimum Test error found - save the configuration
: 448 | 446.912 414.312 0.0104265 0.00104646 85287.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.598 409.171 0.0103779 0.00104498 85717.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.626 404.689 0.0110364 0.0013083 82235.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 432.996 400.159 0.0114539 0.00110115 77274.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.531 396.069 0.012292 0.00135997 73179.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.874 391.582 0.0114264 0.00112666 77672 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.495 387.137 0.0104232 0.00104567 85310.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.385 383.262 0.0104181 0.00104838 85381.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 410.763 378.898 0.0104773 0.00104963 84856.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.453 374.7 0.0104891 0.00105528 84801.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.103 370.76 0.0106361 0.00108061 83721.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.912 366.27 0.01069 0.00110184 83436.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 393.777 362.676 0.0107915 0.00109697 82520.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.695 358.065 0.0109032 0.00110013 81607 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.327 354.303 0.0110158 0.00109836 80666 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.478 351.248 0.0107528 0.00108757 82770.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.635 345.906 0.0108324 0.0011004 82202.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.221 342.44 0.0120912 0.00109439 72748.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.138 338.478 0.0105947 0.0010654 83951.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.217 334.973 0.0130581 0.00109495 66871.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.535 331.541 0.0108112 0.00113456 82673 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.891 327.539 0.0105181 0.00106226 84603.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.844 323.876 0.0107519 0.00121902 83920 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.962 320.161 0.0107586 0.00107577 82620.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.533 316.012 0.0105566 0.00107818 84402.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.552 313.208 0.0112382 0.00124289 80037.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.938 309.796 0.0115186 0.00116015 77231.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.522 306.243 0.0109306 0.00114442 81748.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.732 302.507 0.0115035 0.0011118 76984.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.202 299.42 0.0112689 0.00121397 79562.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.652 296.573 0.0115156 0.00112644 77003.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.291 292.462 0.0118702 0.00114073 74561 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.792 289.497 0.0108825 0.00107948 81607.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.124 286.642 0.0108084 0.00113475 82698.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.932 283.348 0.0108474 0.00113353 82356.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.608 279.297 0.0107459 0.00108767 82831 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.454 276.208 0.0106577 0.00114251 84076.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.323 273.338 0.0114374 0.00126944 78678.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.122 270.548 0.0165368 0.00183774 54425.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.409 267.663 0.016326 0.00172056 54774.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.24 263.754 0.0155456 0.00161036 57408.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.916 261.311 0.0133321 0.00117596 65810.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.086 258.554 0.0108958 0.00112015 81836 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.931 256.413 0.0110625 0.00109342 80248.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.264 253.244 0.0111444 0.00128731 81160.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.978 250.122 0.0105404 0.00105611 84350.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.889 247.752 0.0107117 0.00110986 83317.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.007 244.143 0.0113544 0.00115662 78448.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.999 240.731 0.0110953 0.00121954 81006.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.773 239.33 0.0106549 0.00106144 83390 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.068 236.028 0.0105521 0.0010795 84454 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.252 233.355 0.0105408 0.00105635 84348.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.699 230.973 0.0104153 0.00104497 85376 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.528 228.458 0.010393 0.00105455 85667.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.736 225.952 0.0106183 0.00106118 83707.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.041 224.272 0.0111006 0.0010864 79886.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.49 220.605 0.0114657 0.00119285 77874.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.92 218.326 0.0110646 0.00113824 80593.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.359 216.038 0.0110622 0.00112776 80528 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.409 214.735 0.0108568 0.00108154 81839.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.778 211.329 0.0104963 0.00105535 84737.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.423 208.936 0.010486 0.00105779 84851.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.619 206.268 0.01048 0.00105693 84897.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.14 205.745 0.0104564 0.00105262 85072.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.686 201.828 0.0106175 0.00106066 83709.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.38 200.055 0.0105522 0.00110261 84660 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.62 198.812 0.0105672 0.0010746 84276.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.306 195.061 0.0109444 0.00116993 81845.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.923 193.008 0.0112441 0.00116224 79350.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.521 191.455 0.0111774 0.00111476 79501.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.112 189.312 0.0106701 0.00107167 83346.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.078 187.077 0.0106328 0.00106535 83617.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.568 186.151 0.0107376 0.00108827 82907 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.644 184.468 0.0112114 0.00122686 80123.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.228 180.637 0.011332 0.00110651 78236.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.048 179.594 0.0110653 0.00112864 80509.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.056 177.144 0.0110328 0.00110363 80570.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.601 176.388 0.0115496 0.00144709 79188.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.457 172.062 0.0111021 0.00117022 80548.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.136 170.356 0.0110901 0.00113384 80351.4 0
: 528 | 187.115 171.103 0.010906 0.00110157 81595.6 1
: 529 Minimum Test error found - save the configuration
: 529 | 185.259 167.961 0.0113067 0.00122327 79337.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.745 166.131 0.0111678 0.00121725 80397.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.858 164.567 0.0110485 0.0011611 80911.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.14 163.021 0.010728 0.0010861 82970.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.728 159.729 0.0108878 0.00108252 81588.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.793 158.065 0.0105438 0.00107949 84527.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.658 157.09 0.0106421 0.00116113 84379.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.936 154.228 0.0105788 0.00108098 84229.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.958 154.019 0.0109662 0.00109509 81044.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.699 151.622 0.0108143 0.00110696 82412.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.91 149.773 0.0108653 0.00117335 82542.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.068 147.237 0.0110025 0.0010895 80702.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.208 146.852 0.0109303 0.00121894 82377.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.36 144.614 0.0109325 0.00115682 81835.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.67 143.245 0.0107903 0.00110129 82567.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.882 141.764 0.011181 0.00122084 80320.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.885 140.804 0.0109079 0.00112944 81812.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.265 138.926 0.0114129 0.00111408 77678.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.356 137.754 0.0107472 0.00108059 82759.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.573 136.598 0.0107824 0.00110875 82698.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.788 134.506 0.0107639 0.00109009 82697.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.117 132.984 0.0108359 0.00109142 82098 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.256 131.737 0.0108312 0.00109669 82182.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.874 129.81 0.0107677 0.00110088 82757.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.298 127.96 0.010755 0.00108143 82699.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.525 126.563 0.0109884 0.00114964 81310.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.096 125.234 0.0110633 0.00115921 80774.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.095 124.099 0.010914 0.00110575 81564.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.662 122.543 0.0107977 0.0011194 82658.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.414 121.516 0.0107992 0.00111344 82595.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.598 119.244 0.0108641 0.00109472 81888.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.253 117.768 0.0107899 0.00108479 82430.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.462 116.067 0.0111386 0.00112138 79862.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.834 114.907 0.0110338 0.00117666 81159.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.454 113.36 0.0108247 0.00109961 82261.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.873 111.936 0.0107242 0.00109135 83049.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.44 111.337 0.0107764 0.00110224 82694.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.109 109.983 0.0107627 0.00113224 83069.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.806 108.504 0.0108393 0.00111916 82303 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.532 108.253 0.0109137 0.00114812 81920 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.11 106.717 0.0111035 0.00113649 80264.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.626 104.132 0.0108756 0.0011144 81957.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.201 102.807 0.0109328 0.0011792 82021.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.675 101.442 0.0110586 0.00111118 80423.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.302 100.516 0.0109298 0.00113297 81658.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.226 98.5258 0.0111377 0.00113469 79975.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.934 97.9184 0.0106706 0.00109424 83539 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.863 97.3335 0.0109614 0.00112325 81316.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.761 95.8744 0.0109972 0.0011857 81537 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.477 94.1794 0.0111074 0.00115104 80350.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.976 93.162 0.0110467 0.00117458 81036.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.692 92.1119 0.0109395 0.00114378 81668.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.637 91.1294 0.0112055 0.00117757 79777.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.4589 89.3555 0.0113291 0.00114671 78567.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.2179 88.7528 0.0109625 0.00111399 81230.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.8819 87.5801 0.0108344 0.0010929 82123.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.0749 87.1665 0.010861 0.00113104 82220.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.6608 84.8945 0.0111693 0.00119422 80200.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.3674 84.1711 0.0109665 0.00112181 81262.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.1154 82.7866 0.0112769 0.00111688 78739.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.0305 81.8141 0.0108641 0.00110559 81979.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.0731 81.6838 0.0108517 0.00112462 82244.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.9835 80.3274 0.0111817 0.00113697 79644.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.2439 79.0516 0.0112039 0.00115982 79648.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.0315 78.1507 0.011353 0.00118311 78663.8 0
: 594 | 86.2365 78.723 0.0110634 0.00108172 80146.9 1
: 595 Minimum Test error found - save the configuration
: 595 | 85.0944 76.5967 0.0112291 0.00115204 79388.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.3046 75.8852 0.0108969 0.00111686 81799.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.1334 74.8824 0.010779 0.00108364 82513.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.9023 73.1396 0.0109496 0.00115515 81679.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.0787 72.6403 0.0113491 0.00115778 78498.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.0212 72.0832 0.0113231 0.0011245 78442.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.9517 70.3612 0.0112566 0.00112927 78994 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.0524 69.6249 0.0113271 0.00114456 78566.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.1518 69.2123 0.0111525 0.0011196 79737.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.2594 68.0946 0.0113147 0.00111549 78437.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.2924 67.6945 0.0109415 0.00111381 81402.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.4911 66.1997 0.0110463 0.00109158 80363.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.5668 65.2444 0.0110041 0.00111682 80912.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.8096 65.2255 0.0113076 0.0011735 78941.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.9184 63.7535 0.0108649 0.00108167 81772.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.0586 63.0996 0.0111781 0.00114699 79751.9 0
: 611 | 70.521 63.1401 0.0110523 0.00103484 79860.8 1
: 612 Minimum Test error found - save the configuration
: 612 | 69.6351 61.3939 0.0112899 0.0012722 79858.4 0
: 613 | 68.6611 61.6141 0.0109589 0.001016 80459.8 1
: 614 Minimum Test error found - save the configuration
: 614 | 67.6948 60.1517 0.0108507 0.00116431 82590 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.0409 59.5433 0.0113057 0.00131917 80107.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.2492 58.6262 0.0113586 0.0011297 78209.6 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.5735 57.8299 0.0111734 0.00109158 79350.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.6568 56.4021 0.0108996 0.00118414 82342.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.7846 56.3274 0.0119564 0.00169715 77978 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.1481 55.0928 0.0112783 0.00120312 79403.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.2498 54.8993 0.0112252 0.00116948 79556.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.6763 53.9799 0.0107924 0.00109603 82504.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.763 53.0316 0.0106013 0.00108789 84091.6 0
: 624 | 60.1512 53.6784 0.0109036 0.00109011 81520.7 1
: 625 Minimum Test error found - save the configuration
: 625 | 59.3959 51.9067 0.0121369 0.00117976 73011.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.72 51.0572 0.0114898 0.00133674 78793.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.887 50.667 0.0111159 0.00105733 79534.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.2649 50.2027 0.0108071 0.00112933 82663.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.5754 49.2261 0.0105465 0.00109326 84627.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.8704 48.9616 0.0109434 0.00117114 81864.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.5137 47.7094 0.0112616 0.00112699 78937.1 0
: 632 | 54.6547 47.7428 0.0107787 0.00109081 82577.6 1
: 633 Minimum Test error found - save the configuration
: 633 | 54.2271 47.5161 0.0107186 0.0011535 83637.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.2601 46.9353 0.010873 0.00110555 81904.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8836 45.9827 0.01052 0.00108629 84802.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.2754 45.4331 0.010499 0.00106514 84800.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.5438 44.8009 0.0104287 0.00108073 85580.3 0
: 638 | 51.0865 45.2958 0.0105248 0.00100065 83996.8 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.3202 44.1018 0.0105526 0.00116377 85207.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.6897 43.5226 0.0107329 0.00112926 83301.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0329 42.4151 0.0104837 0.00105489 84846.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.4179 41.3131 0.0104543 0.00104967 85064.7 0
: 643 | 47.9643 41.3751 0.0106315 0.00100761 83126.3 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.4402 40.6797 0.0104765 0.00106885 85037.4 0
: 645 | 46.9371 40.688 0.0109193 0.00103844 80964.9 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.2252 39.8137 0.0105395 0.00107625 84537.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6196 39.1947 0.0105618 0.00110261 84573.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.0085 38.9816 0.0105306 0.00110158 84844.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.6273 37.8382 0.0105356 0.00108249 84628.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.8307 37.2595 0.0106365 0.00112607 84118.1 0
: 651 | 43.4253 37.712 0.0105174 0.00100939 84140 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.9315 37.056 0.0107825 0.00109657 82594 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.3962 37.0465 0.0105118 0.00107516 84775.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.8335 35.6553 0.0112925 0.00117359 79060 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.3901 35.2709 0.0108057 0.00117307 83051 0
: 656 | 40.9324 35.4059 0.0118213 0.00137677 76594.9 1
: 657 Minimum Test error found - save the configuration
: 657 | 40.5482 34.2529 0.0129229 0.00148999 69973.7 0
: 658 | 39.9212 34.4814 0.0129447 0.00114364 67790.6 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.4077 33.6535 0.012293 0.0012377 72363.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.9862 33.2878 0.0119626 0.00120366 74356.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.5304 32.5715 0.0106154 0.00108397 83933.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.9903 32.2233 0.0104122 0.0010514 85462.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.6392 31.5836 0.0106771 0.00106367 83217.1 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.2162 31.1925 0.0104185 0.0010545 85433.9 0
: 665 | 36.7899 31.4315 0.0104164 0.0010233 85169 1
: 666 Minimum Test error found - save the configuration
: 666 | 36.4981 30.3386 0.0106033 0.00105894 83819.5 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.8736 29.2373 0.0107271 0.001113 83210.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.3558 29.2106 0.010802 0.00109604 82423.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.926 28.7703 0.0108346 0.0011424 82540.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.4967 28.1973 0.0107523 0.00108419 82746 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.9983 27.7809 0.010766 0.00109098 82686.9 0
: 672 | 33.5363 27.8537 0.0105626 0.00104618 84065 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.1639 27.0711 0.0107945 0.00107649 82321.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.6814 26.6655 0.0107718 0.00108149 82556.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.5795 26.1579 0.0109451 0.00110055 81262.9 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.0518 25.5498 0.0110301 0.00110235 80582.4 0
: 677 | 31.5454 25.7064 0.0107075 0.00105499 82880.2 1
: 678 | 31.1114 25.9338 0.0104822 0.00100336 84398.5 2
: 679 Minimum Test error found - save the configuration
: 679 | 30.8609 24.7652 0.0105903 0.00105598 83907.5 0
: 680 | 30.5286 25.4029 0.0105964 0.00109793 84224.2 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.1091 24.2409 0.0109402 0.00127815 82798.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.6519 23.7617 0.0109881 0.00105867 80568.5 0
: 683 | 29.1553 24.0852 0.0109264 0.00117693 82055.5 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.8182 23.117 0.0110799 0.00120984 81053.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5666 22.3782 0.0116297 0.00111185 76061.1 0
: 686 | 28.2689 22.3915 0.0112219 0.0010459 78616.1 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.8221 21.8597 0.0111244 0.00108957 79722.6 0
: 688 | 27.5663 22.2403 0.0107243 0.00100463 82307.5 1
: 689 | 27.3484 22.5814 0.0108178 0.00117207 82938.5 2
: 690 Minimum Test error found - save the configuration
: 690 | 26.9635 21.7837 0.010925 0.00110826 81493.2 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.5617 21.5672 0.0106853 0.0012254 84567.5 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.0843 20.9235 0.010742 0.00111695 83116.2 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.0462 20.2925 0.0110167 0.00108033 80512.2 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.5764 19.7211 0.0108294 0.00108799 82123.5 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.0842 19.6625 0.0106869 0.00109147 83372.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.7317 19.6345 0.010839 0.00106128 81818.8 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.2525 19.2273 0.010586 0.00105423 83930.2 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.0168 19.1681 0.0105779 0.0011072 84470.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9325 19.1016 0.0111341 0.00108836 79635.9 0
: 700 | 23.4242 19.2242 0.0112585 0.00101902 78129.2 1
: 701 | 23.1389 19.3499 0.010461 0.00104867 84994.8 2
: 702 Minimum Test error found - save the configuration
: 702 | 22.958 17.9368 0.0108637 0.0011121 82038.2 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.3789 17.7629 0.0108942 0.00107101 81439.7 0
: 704 | 22.2026 17.8421 0.0109202 0.0010842 81333.8 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.9413 17.3528 0.0108758 0.00109294 81775.8 0
: 706 | 21.6003 17.7297 0.0109155 0.00100908 80755.6 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.5254 17.1725 0.0108569 0.00108445 81862.4 0
: 708 | 21.0604 17.2375 0.0104208 0.00102842 85175 1
: 709 | 20.6132 17.3337 0.0105885 0.00108099 84144.1 2
: 710 Minimum Test error found - save the configuration
: 710 | 20.7392 16.3242 0.0116641 0.00108257 75603.5 0
: 711 | 20.4264 16.6248 0.0104329 0.00100925 84893.2 1
: 712 | 19.9936 16.4598 0.0103708 0.00100735 85438.5 2
: 713 Minimum Test error found - save the configuration
: 713 | 19.7735 16.1407 0.010452 0.00108584 85413.8 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.4341 15.3804 0.0107114 0.00107021 82977.1 0
: 715 | 19.3007 15.4949 0.0104587 0.00104151 84951.4 1
: 716 | 18.8813 15.7921 0.0104102 0.00101214 85124.2 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.8876 14.8066 0.0104415 0.00106098 85282.8 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.4111 14.8058 0.0104959 0.00106514 84828.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.2199 14.7386 0.0104348 0.00104753 85221.5 0
: 720 | 17.9239 14.95 0.0104029 0.00101757 85239.1 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.6541 14.4008 0.01047 0.00105375 84959.5 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.4283 14.2984 0.0104124 0.00105252 85471.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.2147 13.7536 0.0105177 0.00105523 84544.1 0
: 724 | 17.1112 13.9785 0.0105213 0.00100665 84081 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.9499 13.455 0.0104109 0.00104858 85449 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.6357 13.368 0.0103925 0.00104236 85560 0
: 727 | 16.339 13.9695 0.0103103 0.00100419 85964.9 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.3339 13.0857 0.0104011 0.00104232 85480.8 0
: 729 | 15.8876 13.2661 0.0140402 0.000996344 61331.4 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.6447 12.4187 0.0105809 0.00105579 83988.1 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5224 12.3615 0.0103181 0.0010332 86161.2 0
: 732 | 15.3523 13.1878 0.0108513 0.00100537 81251.8 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.1418 12.2245 0.0103932 0.00103639 85499 0
: 734 | 15.2257 12.8508 0.0102583 0.000993096 86344.8 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.7479 11.8831 0.01025 0.00102674 86737.2 0
: 736 | 14.522 11.889 0.0102327 0.000991204 86566.2 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.2678 11.8242 0.0102752 0.00102954 86527 0
: 738 | 14.1089 12.0989 0.0103105 0.00102108 86119.2 1
: 739 | 13.9451 12.1801 0.0102293 0.000991765 86603 2
: 740 | 13.9138 12.4709 0.0102455 0.000988554 86421.3 3
: 741 Minimum Test error found - save the configuration
: 741 | 13.5841 11.6235 0.010637 0.00103833 83344.8 0
: 742 | 13.504 11.6499 0.0105984 0.00100339 83376.7 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.3194 11.2656 0.0103151 0.00103682 86222.7 0
: 744 | 13.346 11.4663 0.0102278 0.000990635 86607 1
: 745 Minimum Test error found - save the configuration
: 745 | 12.9841 10.8723 0.0103141 0.00102585 86130.1 0
: 746 | 12.8152 10.8762 0.010546 0.00100425 83841.8 1
: 747 | 12.5601 11.0961 0.0103251 0.00102502 86020.4 2
: 748 Minimum Test error found - save the configuration
: 748 | 12.5708 10.63 0.010346 0.00103747 85942.4 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.2156 10.5316 0.0102949 0.00103203 86366.3 0
: 750 | 12.1598 11.0811 0.0102203 0.000993214 86701.6 1
: 751 | 12.024 10.9465 0.010248 0.000989914 86410.7 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.7816 10.1505 0.0105696 0.00104865 84025.1 0
: 753 | 11.6747 10.2958 0.0103555 0.000995464 85469.6 1
: 754 | 11.4252 10.6139 0.0102369 0.000989274 86509.1 2
: 755 | 11.5058 10.728 0.0104492 0.001002 84681.4 3
: 756 | 11.6863 10.3072 0.0102474 0.000990234 86419.2 4
: 757 Minimum Test error found - save the configuration
: 757 | 11.1195 10.1279 0.0103755 0.00103998 85693.9 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.0499 9.94326 0.0102974 0.00103403 86362 0
: 759 | 10.8727 10.0102 0.0102791 0.00100116 86225.7 1
: 760 | 10.5429 9.95057 0.0102616 0.000991865 86302 2
: 761 Minimum Test error found - save the configuration
: 761 | 10.3694 9.61675 0.0105301 0.00112864 85093.5 0
: 762 | 10.307 9.88458 0.010569 0.00100508 83647.8 1
: 763 | 10.1034 10.3347 0.0102794 0.000992795 86145.1 2
: 764 | 10.1265 9.99885 0.0103761 0.00102358 85538.6 3
: 765 | 9.98381 10.0282 0.0102392 0.000993095 86522.9 4
: 766 Minimum Test error found - save the configuration
: 766 | 9.91559 8.9777 0.010255 0.00103842 86799.8 0
: 767 | 9.57357 9.49448 0.0103091 0.000994154 85883.3 1
: 768 | 9.49064 9.04843 0.0105017 0.000999564 84192 2
: 769 | 9.58331 9.11281 0.010231 0.000993985 86607.6 3
: 770 Minimum Test error found - save the configuration
: 770 | 9.44373 8.70257 0.0102607 0.00102991 86666.8 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.30403 8.59474 0.0104374 0.00104386 85165.1 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.02184 8.27381 0.0106214 0.00104919 83575.2 0
: 773 | 9.04672 9.20622 0.0102283 0.000990784 86603.8 1
: 774 | 8.91285 8.29967 0.010231 0.000989845 86569.3 2
: 775 Minimum Test error found - save the configuration
: 775 | 9.09491 8.16604 0.010263 0.00102727 86620.3 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.78677 8.12869 0.0103117 0.00103532 86240.9 0
: 777 | 8.47798 8.79694 0.010274 0.000992374 86191.5 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.50666 7.26871 0.0104011 0.00104424 85498.9 0
: 779 | 8.33677 7.88855 0.0103032 0.00100455 86034.2 1
: 780 | 8.47536 8.10665 0.0102935 0.000992765 86015 2
: 781 | 8.51666 7.55179 0.0102983 0.00101012 86130.6 3
: 782 Minimum Test error found - save the configuration
: 782 | 8.4601 6.79377 0.0104196 0.00104799 85364 0
: 783 | 8.21899 7.62468 0.0102251 0.000991014 86635.4 1
: 784 | 7.95439 7.29437 0.0102299 0.000991983 86600 2
: 785 Minimum Test error found - save the configuration
: 785 | 7.70773 6.32624 0.010251 0.00102662 86727.1 0
: 786 | 7.67992 7.14794 0.0102597 0.000996103 86359.9 1
: 787 | 7.67377 6.48633 0.01051 0.00103292 84414.5 2
: 788 | 7.66911 7.09632 0.0104088 0.00101085 85124.8 3
: 789 Minimum Test error found - save the configuration
: 789 | 7.40258 6.2702 0.0105837 0.00107686 84149.8 0
: 790 | 7.20048 6.92659 0.0104063 0.00102082 85238 1
: 791 | 7.2504 6.82548 0.0107964 0.00106412 82200.6 2
: 792 | 7.16417 6.75554 0.0103716 0.000995715 85324.8 3
: 793 | 7.08228 6.27323 0.0103337 0.0010069 85774.6 4
: 794 Minimum Test error found - save the configuration
: 794 | 6.97464 5.73214 0.010401 0.00104976 85549.9 0
: 795 | 6.85313 6.01961 0.0103639 0.00100386 85469.3 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.65814 5.08833 0.0104834 0.00106376 84928.7 0
: 797 | 6.62548 5.27527 0.0104202 0.000996014 84887.7 1
: 798 | 6.48102 5.47196 0.0103404 0.000999484 85644.4 2
: 799 | 6.58617 5.42151 0.0105186 0.00101278 84158.9 3
: 800 Minimum Test error found - save the configuration
: 800 | 6.63314 4.61966 0.0105261 0.00108523 84737.9 0
: 801 | 6.72636 4.72178 0.0106653 0.00104338 83143.7 1
: 802 | 6.75342 4.6324 0.0103464 0.00100314 85623.2 2
: 803 | 6.34434 5.6331 0.0104427 0.001042 85100.3 3
: 804 Minimum Test error found - save the configuration
: 804 | 6.16689 4.06758 0.0104296 0.00105244 85313.3 0
: 805 | 5.97568 4.38398 0.0103983 0.00100449 85162.2 1
: 806 Minimum Test error found - save the configuration
: 806 | 5.81645 4.04219 0.0104058 0.0010462 85473.5 0
: 807 | 5.81018 4.43608 0.0104134 0.00101276 85100.8 1
: 808 | 5.76346 5.22786 0.0104814 0.0010262 84609.6 2
: 809 | 5.95951 4.44007 0.0105873 0.00103095 83714.3 3
: 810 Minimum Test error found - save the configuration
: 810 | 5.61775 3.87624 0.0108359 0.00114155 82522.5 0
: 811 | 5.57729 4.135 0.0109524 0.00104995 80788 1
: 812 | 5.47846 4.19142 0.0107749 0.00104319 82205.3 2
: 813 | 5.39936 3.93701 0.0107413 0.00107463 82758.6 3
: 814 Minimum Test error found - save the configuration
: 814 | 5.31479 3.71021 0.0107408 0.00108657 82864.9 0
: 815 | 5.37164 4.36767 0.0106893 0.00106368 83111.2 1
: 816 | 5.21639 3.97912 0.0107207 0.00106504 82852.5 2
: 817 | 5.14384 3.8987 0.0106246 0.00104902 83546.2 3
: 818 Minimum Test error found - save the configuration
: 818 | 5.10817 3.67856 0.0105287 0.00106612 84543.5 0
: 819 Minimum Test error found - save the configuration
: 819 | 5.07308 3.65051 0.0104534 0.00106579 85218.4 0
: 820 | 4.99311 4.59146 0.0103082 0.000991625 85868.1 1
: 821 | 4.87542 3.75135 0.0102681 0.00100017 86319.3 2
: 822 | 4.96474 3.98396 0.0102797 0.000996524 86177 3
: 823 Minimum Test error found - save the configuration
: 823 | 4.96394 3.47788 0.010782 0.00105954 82284.1 0
: 824 | 4.96639 3.72254 0.0108555 0.000997324 81150.8 1
: 825 Minimum Test error found - save the configuration
: 825 | 4.60861 3.19077 0.0106383 0.00106101 83531 0
: 826 | 4.57347 3.37561 0.0107101 0.00103187 82659.7 1
: 827 Minimum Test error found - save the configuration
: 827 | 4.51255 2.96879 0.0103597 0.00106681 86087.6 0
: 828 | 4.58321 3.01994 0.010289 0.000993175 86060.2 1
: 829 | 4.47697 3.51143 0.0102938 0.00101322 86201.3 2
: 830 | 4.64973 3.45775 0.0103582 0.00101293 85605.1 3
: 831 | 4.5077 3.83609 0.0103089 0.000996904 85911.1 4
: 832 | 4.47086 3.1871 0.0103209 0.000996985 85800.8 5
: 833 | 4.36482 3.52784 0.0102623 0.000992434 86301.3 6
: 834 | 4.23603 3.87125 0.0102889 0.000993295 86062.4 7
: 835 | 4.27532 3.54952 0.0103227 0.000994265 85758.9 8
: 836 | 4.14118 3.42272 0.0103228 0.000994055 85756.1 9
: 837 | 4.09002 3.34204 0.0103937 0.000994955 85117.7 10
: 838 | 4.12093 3.56927 0.0103407 0.000995084 85601.7 11
: 839 | 4.12582 3.56325 0.0102923 0.00100458 86135.7 12
: 840 | 4.01946 3.4791 0.0105297 0.00101073 84042.5 13
: 841 Minimum Test error found - save the configuration
: 841 | 3.94856 2.75608 0.0106016 0.00107329 83960.6 0
: 842 | 3.8399 3.20201 0.0103792 0.000999294 85288.5 1
: 843 | 3.80331 3.64152 0.0104213 0.000999464 84909.5 2
: 844 | 3.79838 3.65016 0.0104382 0.000999395 84756.6 3
: 845 | 3.80485 3.58427 0.0112779 0.00102987 78063.9 4
: 846 | 3.72123 3.87346 0.0103791 0.000994006 85241.1 5
: 847 | 3.74446 4.08592 0.0104597 0.00100064 84575.1 6
: 848 | 3.79084 3.07794 0.0105171 0.0010141 84184 7
: 849 | 3.6263 3.84007 0.0103132 0.00101224 86013 8
: 850 | 3.60028 2.91684 0.0103586 0.00101975 85663.7 9
: 851 | 3.63727 4.04016 0.0103292 0.00105524 86263.3 10
: 852 | 3.62746 3.48668 0.0103421 0.000999144 85625.8 11
: 853 | 3.50222 3.19915 0.0102768 0.000996274 86202.4 12
: 854 | 3.49694 3.73789 0.0105911 0.00101694 83558.5 13
: 855 | 3.34622 3.37194 0.0104666 0.00100098 84516.1 14
: 856 | 3.29901 3.65862 0.010282 0.000999636 86184.6 15
: 857 | 3.30519 3.41118 0.010307 0.000997184 85930.6 16
: 858 | 3.28219 3.19753 0.0103452 0.00102479 85832.7 17
: 859 | 3.24332 3.60701 0.0104897 0.00100737 84367.1 18
: 860 | 3.25925 3.1734 0.0104403 0.00100226 84763.2 19
: 861 | 3.4064 3.63669 0.010303 0.000992965 85928.6 20
: 862 | 3.39913 3.52899 0.0104455 0.00105403 85183.3 21
:
: Elapsed time for training with 1000 events: 9.63 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: 0.011 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: 0.838 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= 3.2819e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05888e+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: 0.0416 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: 0.0362 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: 0.0957 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: 0.944 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: 0.022 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00282 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: 0.0425 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00686 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: 0.00301 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000655 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: 0.114 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 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: 0.97 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.102 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 : -0.884 -0.145 5.32 1.73 | 3.203 3.202
: 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 : -0.153 0.00892 1.90 1.17 | 3.371 3.364
: 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.