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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
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
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:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.255 sec
: Elapsed time for training with 1000 events: 0.258 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00247 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: 0.000686 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00401 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: 0.000204 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000333 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 = 31557.3
: --------------------------------------------------------------
: 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 | 33141.6 31268.4 0.0106381 0.0010259 83227.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32710.9 30760.2 0.0102776 0.00104927 86689.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 32024.1 30076.6 0.0108106 0.00112984 82638.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31255.9 29389.5 0.0108541 0.00105441 81635 0
: 5 Minimum Test error found - save the configuration
: 5 | 30519.7 28667.2 0.0105214 0.0010435 84406.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29722.2 27812.3 0.0105699 0.00105488 84077.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28992 27147.3 0.01047 0.00104304 84863 0
: 8 Minimum Test error found - save the configuration
: 8 | 28506.1 26762.3 0.0104434 0.00101951 84890.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28146.6 26434.3 0.0104 0.00102207 85306.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27821.3 26131.3 0.0103462 0.00103273 85897 0
: 11 Minimum Test error found - save the configuration
: 11 | 27514.9 25846.4 0.0104352 0.00100971 84876.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27224.1 25573.4 0.010258 0.00102112 86609.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26941.7 25312.7 0.0103412 0.00100428 85681.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26679.7 25048.1 0.0101895 0.000994487 87003.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26406.5 24803.8 0.0103214 0.00102552 86059.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26150.7 24562.5 0.0103102 0.00100406 85965.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25900.3 24323.8 0.0102332 0.00101259 86762.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25654.5 24088.3 0.0103366 0.00102658 85929.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25408 23862.9 0.0103028 0.00101484 86133.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25174.2 23634.5 0.0103402 0.0010124 85764.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24938.1 23412.5 0.0103986 0.000998206 85102.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24706.7 23194.6 0.0102798 0.000998536 86195.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24478.1 22981.4 0.0102595 0.00100092 86406.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24255.7 22768.4 0.0102845 0.0010004 86168.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 24035.8 22556.6 0.0106942 0.00101089 82616.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23814.4 22352.2 0.0103433 0.00102317 85835.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23603.4 22144.2 0.010268 0.00101456 86454.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23386.4 21945 0.0102602 0.00100096 86400.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 23178.2 21745.1 0.0104492 0.00101216 84772.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 22969 21550 0.0102512 0.000997945 86455.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22764.9 21355.2 0.0102622 0.00101833 86543.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22560.6 21164.6 0.0102626 0.00100825 86445.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22360.3 20975.4 0.0102564 0.00100428 86466.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22163.2 20786.6 0.0107423 0.00102096 82292.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21967.8 20598.8 0.0102762 0.00100548 86293.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21771.2 20416.9 0.0102547 0.00100344 86474.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21580.9 20234.5 0.0102906 0.00100613 86165.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21389.6 20056.3 0.0106844 0.00110593 83520.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21201.6 19880 0.0104514 0.0010522 85113.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 21016.4 19704.5 0.01033 0.00100877 85825.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20830.6 19533.6 0.0103295 0.00102636 85992.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20651.2 19360.2 0.0103097 0.00100709 85997.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20470.6 19189.6 0.0102059 0.000998736 86888.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20291.9 19021.3 0.0102917 0.00100648 86158.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20115.4 18854.8 0.0103574 0.00100757 85563.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19941.4 18689.4 0.0102951 0.00102339 86283.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19765.7 18529.7 0.010257 0.00100102 86430.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19596.3 18368.9 0.0104169 0.00105003 85407.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19429 18206.9 0.0102719 0.00100493 86327.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19258.7 18050.5 0.0103268 0.00101816 85941.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19094.5 17893 0.0104895 0.00105154 84764.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18928.9 17739.1 0.0105877 0.0010212 83625.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18767.5 17585 0.0103302 0.00101503 85881.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18605.1 17434.6 0.0104423 0.00101334 84844.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18443.8 17288.5 0.0103203 0.00104066 86210.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18287.8 17141.2 0.0102838 0.00100453 86213.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 18133.3 16992.7 0.0102707 0.00100313 86322.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17979.8 16844.5 0.010392 0.00103341 85482.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17823.5 16702.4 0.0102747 0.00100535 86305.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17672.9 16560.3 0.0102278 0.00100379 86729.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17522.6 16420.2 0.0104407 0.00100902 84820.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17371.7 16285.1 0.0104073 0.00101943 85216.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 17228.8 16145 0.0103525 0.00100288 85565.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 17080.2 16010.9 0.0104943 0.00101274 84374.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16937.9 15875.3 0.0103246 0.00100774 85865.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16795.2 15741.3 0.0103348 0.00100747 85769.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16652.5 15610.7 0.010492 0.00104332 84667.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16513.1 15480.6 0.0106681 0.00103208 83021.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16375.3 15350.5 0.0111594 0.00154111 83175.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 16236.4 15222.6 0.0111572 0.00156251 83379.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16097.8 15079.8 0.0104049 0.00102118 85254.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15935.1 14913.1 0.0106285 0.00102924 83340.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15838.5 14828.4 0.0120649 0.00103663 72540.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15676.8 14684.8 0.0106804 0.0010482 83054.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15514.2 14502.8 0.0104215 0.00103211 85202.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 15385.5 14410.2 0.0105183 0.00104872 84480.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15242.1 14238.2 0.0105905 0.0010523 83873.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15084 14088.6 0.0107802 0.00111944 82809.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14942.4 13959.3 0.0138182 0.00176692 66383.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14804.9 13822.1 0.0137112 0.00115499 63713.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14668 13693.5 0.010756 0.00106448 82546.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14531.6 13567 0.0108603 0.00105333 81574.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14398.7 13440.8 0.0114275 0.00177211 82854.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14268.7 13315 0.0125317 0.00144156 72136.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 14136.8 13189.5 0.0107995 0.00104599 82021.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 14006 13067.2 0.0107928 0.00108063 82370.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13879.1 12945 0.0105591 0.00105073 84136.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13750.2 12826.3 0.0105571 0.00105956 84232.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13625.2 12708.2 0.0106275 0.00104313 83469.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13501.6 12591.9 0.0105155 0.00104043 84432.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13380.4 12472.1 0.0109691 0.00105888 80724.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13254.7 12361.3 0.0105628 0.00104283 84034.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13136.4 12249.3 0.0104998 0.00103983 84566.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 13017.9 12135.9 0.0105263 0.00104823 84405.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12898.5 12027.2 0.010766 0.00125221 84088.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12783.3 11916.7 0.010687 0.00106692 83159.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12666.7 11808.7 0.010554 0.00105262 84198.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12553.3 11699.1 0.0106036 0.00108965 84087.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12438.8 11592.5 0.0106188 0.00107439 83818.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12325.6 11487.4 0.0105562 0.0010692 84325.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12215 11381.9 0.010794 0.0010511 82110.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 12104.8 11276.7 0.0105603 0.00104224 84051.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 11995.1 11172.8 0.0105859 0.0010603 83984.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11884.5 11072.8 0.0105816 0.00104576 83894.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11778.4 10971.5 0.0105431 0.00104356 84215.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11672 10870.6 0.0105831 0.00106145 84019.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11565.3 10772.3 0.0105943 0.00104562 83781.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11461.5 10673.1 0.0105519 0.00104286 84130.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11357.5 10575 0.0106687 0.00105277 83195.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11253.6 10479.6 0.0106816 0.00106916 83225.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11152.2 10384.2 0.0105835 0.00105322 83943.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 11051.3 10289.1 0.0106008 0.00104283 83699.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10950.4 10196.1 0.0106299 0.00106033 83598.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10852.3 10102 0.0105411 0.00104719 84264.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10753.3 10009.5 0.010636 0.00110526 83939.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10656.2 9917.29 0.0107357 0.00109469 82978.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10559.3 9826.18 0.0106493 0.00105601 83391.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10461.8 9738.64 0.0106474 0.00107603 83582.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10369.6 9647.38 0.0106277 0.00105557 83575.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10273.5 9559.96 0.0107098 0.00105146 82830.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10181.5 9471.25 0.0106712 0.00112152 83772.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 10086.9 9386.59 0.0107555 0.00105367 82458.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9996.95 9300.26 0.0124293 0.00171576 74671.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 9904.71 9216.47 0.0116673 0.00107019 75492.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9816.45 9130.86 0.010778 0.00123215 83805.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9726.42 9046.86 0.011041 0.00105092 80079.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9637.98 8963.47 0.0120774 0.00175176 77477.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9549.5 8882.13 0.0160438 0.00122328 53979.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9463.15 8800.48 0.0106921 0.00109399 83350 0
: 130 Minimum Test error found - save the configuration
: 130 | 9377.4 8719.06 0.0105536 0.00104608 84143.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9290.53 8640.51 0.0106182 0.00107348 83815.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9207.28 8560.59 0.0105702 0.00104704 84005.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9124.43 8480.07 0.0105403 0.00104209 84226.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 9040.17 8401.67 0.010627 0.00108242 83817.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8956.83 8325.36 0.0105591 0.00106199 84236.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8875.28 8249.69 0.0105943 0.00106141 83919.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8795.27 8173.14 0.0105161 0.00104551 84472.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8713.98 8098.9 0.0105488 0.00104377 84166.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8636.31 8022.86 0.0105249 0.00104958 84430 0
: 140 Minimum Test error found - save the configuration
: 140 | 8556.35 7948.88 0.0105166 0.0010407 84424.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8478.31 7875.52 0.0105506 0.00105075 84212.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8399.45 7804.98 0.0105913 0.0010485 83832.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8323.89 7733.23 0.0105981 0.00104732 83763 0
: 144 Minimum Test error found - save the configuration
: 144 | 8248.17 7661.85 0.0106581 0.00105619 83316.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8173.09 7590.47 0.0105608 0.00104789 84096.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8098.94 7519.02 0.010538 0.00104623 84283.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 8023.84 7449.91 0.0106209 0.00105267 83610.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7949.65 7382.57 0.011798 0.00109812 74767.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7878.38 7313.75 0.0105648 0.00104917 84072.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7806.52 7245.22 0.0105895 0.00106357 83981.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7732.57 7181.32 0.0105566 0.0010467 84123 0
: 152 Minimum Test error found - save the configuration
: 152 | 7665.53 7112.4 0.0105676 0.00104453 84006.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7593.44 7046.82 0.0105889 0.00104768 83846.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7523.64 6982.08 0.0105691 0.00104765 84020.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7454.39 6918.54 0.0106136 0.00104812 83633.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7388.12 6852.64 0.0105913 0.00105101 83854.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7318.69 6789.98 0.0106286 0.0010532 83547.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 7251.37 6728.31 0.0107603 0.00110664 82870.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7185.01 6666.98 0.0107166 0.0010656 82892.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7120.16 6604.53 0.0105841 0.00105333 83938.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7055.35 6541.93 0.0106613 0.00105563 83284.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6989.22 6482.01 0.0107993 0.00109756 82459.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6926.12 6421.21 0.0105365 0.00104836 84315.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6861.46 6362.62 0.0105701 0.00104598 83997.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6799.35 6303.09 0.010604 0.00104912 83727 0
: 166 Minimum Test error found - save the configuration
: 166 | 6736.13 6245.38 0.0105537 0.00104503 84133.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6674.63 6187.53 0.0105614 0.00104648 84078.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6614.21 6128.96 0.0105637 0.0010487 84078.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6551.76 6073.37 0.0106007 0.00105059 83768.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6492.68 6016.4 0.0105496 0.00105064 84220.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6431.73 5962.01 0.0106843 0.00113799 83801.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6374.12 5905.54 0.010732 0.00106385 82746.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6315.04 5850.22 0.0107537 0.00106988 82612.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6257.25 5795.06 0.0106453 0.00105457 83413.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6199.13 5741.18 0.0106373 0.00105111 83453.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6142.01 5687.64 0.0105556 0.00104773 84141.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6084.5 5636.05 0.0105754 0.0010475 83963.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 6029.98 5582.69 0.0106322 0.00106732 83639.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5973.43 5531.19 0.0105915 0.00104933 83838.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5918.84 5479.33 0.0106608 0.00105714 83302 0
: 181 Minimum Test error found - save the configuration
: 181 | 5864.34 5428.05 0.0106193 0.00106792 83757.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5809.73 5378.05 0.0105896 0.00106753 84014.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5757.05 5327.15 0.0105587 0.00104794 84115.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5703.26 5277.59 0.0105794 0.00104771 83930.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5650.74 5228.38 0.0106055 0.0010633 83837.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5598.26 5180.22 0.0105804 0.00105001 83942.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5547.22 5131.51 0.0105497 0.00104704 84187.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5495.59 5083.86 0.0105882 0.00104732 83849.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5444.85 5036.81 0.0107657 0.00107346 82539.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5395.78 4988.38 0.0107482 0.00105912 82567.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5344.68 4942.63 0.0106843 0.00106101 83131.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5296.51 4895.43 0.0106041 0.00105182 83749.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5246.57 4849.75 0.0106081 0.00105321 83727.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5198.08 4805.18 0.0105892 0.00105131 83875.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5150.52 4759.84 0.0105759 0.00104723 83957.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5102.35 4716.16 0.0105685 0.00104889 84036.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5054.68 4673.94 0.0105636 0.00104795 84071.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5010.6 4628.17 0.0105499 0.00104715 84186.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4962.34 4585.78 0.0105634 0.00104862 84080.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4918.45 4541.17 0.0106109 0.00105131 83685.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4871.21 4500.07 0.0106005 0.00105095 83773.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4826.62 4458.39 0.0105728 0.0010492 84001.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4782.63 4416.45 0.0105914 0.00105012 83846.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4739.33 4373.82 0.0105672 0.00105934 84141.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4694.66 4333.08 0.0105923 0.00106408 83961.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4650.83 4293.97 0.0105682 0.00104769 84029 0
: 207 Minimum Test error found - save the configuration
: 207 | 4608.34 4254.37 0.0105862 0.00105117 83901.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4565.89 4215.23 0.0105861 0.00105128 83902.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4523.81 4176.8 0.0106439 0.00106449 83512.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4483.01 4137.09 0.0106482 0.00105839 83422.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4442.34 4097.64 0.0106392 0.00105736 83491.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4400.02 4060.18 0.0106271 0.00105189 83549.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4360.44 4021.98 0.0105741 0.00104683 83969.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4319.78 3984.86 0.0106643 0.00106127 83306.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4280.77 3947.57 0.0108626 0.00106245 81631.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4241.27 3910.61 0.0106315 0.00105642 83550.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4201.79 3874.95 0.0105969 0.00105065 83802.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4164.05 3838.46 0.0106039 0.00105908 83814.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4125.69 3802.49 0.0106603 0.00105903 83322 0
: 220 Minimum Test error found - save the configuration
: 220 | 4087.86 3767.17 0.0105913 0.00105897 83924.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4050.68 3732.08 0.0111624 0.00107483 79305.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 4013.06 3697.54 0.010618 0.00104968 83609.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3976.11 3663.56 0.0106346 0.00105561 83516.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3940.16 3629.76 0.0106456 0.00105692 83431.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3904.96 3594.89 0.010636 0.00108119 83727.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3868.12 3561.75 0.0106025 0.00107 83923.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3833.61 3528.2 0.0105757 0.00104977 83981.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3797.98 3495.72 0.010627 0.00108134 83807.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3763.59 3463.17 0.0106495 0.00108531 83645.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3729.43 3430.68 0.0106256 0.00105694 83606 0
: 231 Minimum Test error found - save the configuration
: 231 | 3694.31 3400.34 0.010909 0.00106518 81269.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3661.98 3368.49 0.0106244 0.00106181 83659.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3628.94 3336.05 0.0106157 0.00106466 83760.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3594.95 3305.25 0.010641 0.00109184 83777.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3562.3 3274.83 0.0106309 0.00105353 83530.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3530.74 3243.74 0.0106336 0.00105365 83507.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3497.57 3214.21 0.0106288 0.00105996 83604.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3466.19 3184.25 0.0106591 0.00106134 83352.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3434.54 3155.43 0.0106485 0.00105541 83393 0
: 240 Minimum Test error found - save the configuration
: 240 | 3403.73 3125.16 0.010638 0.00105375 83470.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3372.29 3096.8 0.0106839 0.00107193 83229.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3342.91 3066.88 0.01062 0.00106973 83767.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3311.3 3039.13 0.0106088 0.00105096 83700.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3281.6 3010.81 0.0106158 0.0010707 83812.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3251.09 2983.95 0.010642 0.00105671 83461.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3222.56 2955.73 0.0106138 0.00106483 83778.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3193.84 2927.31 0.0108157 0.00107018 82089.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3163.4 2900.87 0.010672 0.0010559 83193.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3135.47 2873.68 0.0106912 0.00108089 83243.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3106.9 2847.49 0.010656 0.00105285 83306.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3078.83 2820.67 0.0106673 0.00107552 83404.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3050.74 2794.81 0.0106195 0.00105122 83609.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 3023.16 2768.98 0.0106338 0.00105156 83487.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 2995.32 2743.51 0.0106104 0.00105501 83722.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2968.81 2717.82 0.0107974 0.00106078 82164.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2941.57 2692.85 0.0106706 0.00108178 83430.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2915.12 2667.67 0.0106222 0.00105523 83621 0
: 258 Minimum Test error found - save the configuration
: 258 | 2888.53 2643.26 0.0106869 0.00107506 83230.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2862.68 2618.4 0.0107563 0.00112778 83086.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2836.4 2594.63 0.0106289 0.00106229 83624 0
: 261 Minimum Test error found - save the configuration
: 261 | 2811.18 2570.13 0.0106172 0.00106075 83713.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2785.16 2546.98 0.0106852 0.00106393 83149.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2760 2523.7 0.0106197 0.00105601 83649.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2735.79 2499.45 0.010603 0.00105577 83793.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2710.33 2476.49 0.0106066 0.00105094 83719.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2686.33 2453.07 0.0106472 0.00105339 83387.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2661.08 2431.39 0.0106325 0.00105051 83489.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2637.62 2409.18 0.0106629 0.00105433 83258.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2613.24 2387.2 0.0105992 0.00105284 83801.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2590.57 2364.23 0.0106641 0.00106229 83317.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2566.29 2342.86 0.0106177 0.00105622 83668.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2543.27 2321.85 0.0106668 0.0010961 83588.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2520.11 2300.33 0.0108037 0.00105953 82100.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2497.63 2278.87 0.0106921 0.00105856 83042.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2474.93 2257.89 0.0107029 0.00108918 83214 0
: 276 Minimum Test error found - save the configuration
: 276 | 2451.92 2237.45 0.0106342 0.00107317 83672.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2430.2 2216.31 0.010617 0.00105818 83692.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2407.64 2196.32 0.0106466 0.00106053 83454 0
: 279 Minimum Test error found - save the configuration
: 279 | 2385.93 2176.35 0.0106354 0.00106105 83556.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2364.54 2156.08 0.0106829 0.001061 83143.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2343.46 2136.05 0.0106333 0.00105667 83536.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2321.14 2116.79 0.0109713 0.00141148 83683.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2300.33 2097.14 0.0109646 0.00106003 80770.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2278.78 2078.54 0.0106551 0.00105725 83351.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2258.35 2059.45 0.010688 0.00105995 83090.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2238.6 2039.7 0.0107758 0.00107306 82450.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2216.08 2022.89 0.0107329 0.00107083 82797.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2197.44 2003.29 0.0106885 0.00106463 83126.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2176.61 1984.96 0.0106542 0.00106326 83411.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2156.92 1966.62 0.0106541 0.0010748 83513.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2136.83 1948.45 0.0107656 0.00107963 82593.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2117.22 1930.42 0.0106316 0.00107391 83702.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2097.55 1912.89 0.0106272 0.00105904 83610.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2078.51 1895.06 0.0109457 0.00117879 81909.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2059.05 1878.23 0.010762 0.00106133 82468.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2039.6 1861.63 0.0106593 0.00105743 83317.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2021.43 1844.21 0.010708 0.0010584 82904.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 2003.18 1826.49 0.0106456 0.00105409 83406.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1983.71 1810.14 0.0106943 0.00105534 82996.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1965.22 1793.83 0.010629 0.00105175 83531.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1947.3 1777.39 0.0106554 0.00105811 83356.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1929.09 1761.04 0.0106671 0.0010774 83422.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1911.2 1745.02 0.0107063 0.00108396 83139.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1893.27 1729.19 0.010715 0.00110558 83252 0
: 305 Minimum Test error found - save the configuration
: 305 | 1875.72 1713.2 0.010651 0.00106052 83416.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1858.34 1697.37 0.0106701 0.0010561 83211.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1840.72 1681.84 0.0106462 0.00107182 83556.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1823.44 1666.45 0.0118795 0.00108228 74092.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1806.36 1651.5 0.0106472 0.00105474 83398.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 1789.1 1637.16 0.010644 0.00105882 83462.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1772.59 1621.92 0.0106532 0.00105585 83356.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1756.42 1606.51 0.0112529 0.00106709 78541 0
: 313 Minimum Test error found - save the configuration
: 313 | 1739.82 1591.24 0.0106241 0.00105113 83568.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1722.49 1577.43 0.0106149 0.00105303 83665.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1706.82 1563.19 0.0107659 0.00105477 82379.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1690.48 1548.81 0.0106285 0.00105786 83588.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1674.36 1534.69 0.0107552 0.00109267 82794 0
: 318 Minimum Test error found - save the configuration
: 318 | 1658.51 1520.73 0.0110908 0.00105843 79742.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1642.88 1506.8 0.0107357 0.00107572 82815.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1627.58 1492.57 0.0112967 0.00107116 78235.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1611.74 1479 0.0109499 0.00108078 81061 0
: 322 Minimum Test error found - save the configuration
: 322 | 1596.27 1465.5 0.0106873 0.00105503 83053.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1581.12 1452.19 0.0106529 0.00106715 83457 0
: 324 Minimum Test error found - save the configuration
: 324 | 1566.39 1438.84 0.0106528 0.00105966 83393 0
: 325 Minimum Test error found - save the configuration
: 325 | 1551.19 1425.73 0.0106193 0.00105637 83656.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1536.68 1412.25 0.0106261 0.00105712 83603.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1521.39 1399.84 0.0110145 0.00105963 80362.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1507.2 1386.73 0.0106288 0.00105482 83559.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1492.98 1373.43 0.0106495 0.00105412 83373.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1478.13 1360.86 0.0109002 0.00105957 81295.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1464.19 1348.63 0.0107365 0.00109068 82937.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1450.21 1335.86 0.0106514 0.0010596 83404.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1436.34 1323.68 0.0106465 0.00107569 83587.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1422.26 1311.59 0.0106768 0.00106062 83193.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1408.58 1299.52 0.0109367 0.00109264 81267 0
: 336 Minimum Test error found - save the configuration
: 336 | 1395.45 1287.11 0.0121752 0.00125371 73250 0
: 337 Minimum Test error found - save the configuration
: 337 | 1381.83 1275.59 0.0131078 0.00157393 69361 0
: 338 Minimum Test error found - save the configuration
: 338 | 1368.48 1264.03 0.0125802 0.00126684 70713.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1355.75 1251.74 0.0123188 0.00111359 71395.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1342.19 1240.23 0.012923 0.00177485 71761.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1329.31 1228.84 0.0124412 0.00110482 70569 0
: 342 Minimum Test error found - save the configuration
: 342 | 1316.37 1217.29 0.0111478 0.00147532 82708.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1303.71 1205.98 0.0118593 0.00106179 74091 0
: 344 Minimum Test error found - save the configuration
: 344 | 1291.38 1194.6 0.0106983 0.00105827 82987.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1278.93 1183.42 0.0106294 0.00105568 83561.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1266.03 1172.89 0.0107553 0.00107622 82652.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1254.1 1162.49 0.0107803 0.00106626 82355 0
: 348 Minimum Test error found - save the configuration
: 348 | 1242.63 1150.74 0.0108529 0.00106864 81764.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1229.97 1140.31 0.0106754 0.00106039 83203 0
: 350 Minimum Test error found - save the configuration
: 350 | 1218.57 1129.23 0.0107658 0.00106958 82506.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1206.25 1118.82 0.0107204 0.00108218 83003.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1194.86 1108.32 0.0106412 0.00105675 83468.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1183.17 1097.8 0.0111939 0.00108937 79172.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1171.58 1087.43 0.0108279 0.00107065 81990 0
: 355 Minimum Test error found - save the configuration
: 355 | 1160.6 1076.9 0.010718 0.00106452 82871.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1148.69 1067.37 0.0106191 0.00106318 83717.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1138.3 1056.94 0.0106754 0.00107504 83330 0
: 358 Minimum Test error found - save the configuration
: 358 | 1126.6 1047.21 0.0107758 0.00106025 82342.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1115.74 1038.15 0.0106351 0.00106899 83628.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1105.42 1028.26 0.0106564 0.00105794 83346.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1094.33 1018.24 0.0106408 0.00105741 83478.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1083.7 1008.27 0.0110593 0.00108372 80196 0
: 363 Minimum Test error found - save the configuration
: 363 | 1073.53 998.614 0.0111562 0.00106947 79312.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1062.54 989.041 0.0107781 0.00110617 82713.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1052.52 979.388 0.0108015 0.0010805 82296.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1042.21 970.097 0.0107309 0.00106784 82789.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1031.79 961.091 0.0106714 0.0010627 83257.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1021.99 951.511 0.0106563 0.0010581 83348.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 1011.75 942.733 0.0106461 0.00106065 83460.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 1002.12 933.573 0.0106548 0.00107641 83521.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 991.953 924.736 0.010621 0.00106436 83711.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 982.295 915.953 0.0106423 0.00108034 83664.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 972.86 907.303 0.0108652 0.00108205 81773 0
: 374 Minimum Test error found - save the configuration
: 374 | 963.432 897.991 0.010665 0.00108613 83516.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 953.837 889.211 0.0111524 0.00150769 82947 0
: 376 Minimum Test error found - save the configuration
: 376 | 944.169 881.082 0.0131021 0.00138141 68255.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 934.713 872.437 0.0137786 0.00174526 66481.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 925.816 863.761 0.0121567 0.00109376 72313.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 916.545 855.419 0.0117245 0.00108867 75217.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 907.571 847.326 0.0130046 0.00155295 69858.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 898.717 839.155 0.0114512 0.0011069 77337.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 889.751 830.945 0.010686 0.0010683 83180 0
: 383 Minimum Test error found - save the configuration
: 383 | 880.988 822.921 0.0107106 0.00105947 82892.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.348 814.463 0.0108447 0.0011748 82731.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 863.479 806.696 0.0109308 0.00106881 81119.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 855.011 798.67 0.0107042 0.00106398 82986 0
: 387 Minimum Test error found - save the configuration
: 387 | 846.264 791.232 0.0106542 0.00105737 83361.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 838.195 783.415 0.0106352 0.00105457 83501.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 829.754 775.349 0.0106218 0.0010541 83614.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 821.375 767.723 0.0107797 0.0010674 82369.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 813.684 760.083 0.0106781 0.00106156 83189.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 805.081 752.907 0.0106693 0.00105785 83234.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.192 745.267 0.0106928 0.00106198 83066.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 789.114 737.983 0.010684 0.00106171 83140 0
: 395 Minimum Test error found - save the configuration
: 395 | 781.375 730.376 0.0106954 0.00106526 83072.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 773.786 723.149 0.0106573 0.00105447 83308.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 765.504 715.678 0.0107496 0.00114448 83288.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 757.857 708.782 0.0118092 0.00111387 74799.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.38 701.87 0.0118285 0.0011716 75069.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 743.003 694.341 0.0107758 0.00108462 82549.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 735.458 687.237 0.0122801 0.00173793 75885.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 727.988 680.59 0.0116726 0.0010836 75550.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 720.895 673.449 0.0107725 0.0010719 82469.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 713.267 666.944 0.0106968 0.00105969 83012.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.42 660.468 0.0109871 0.00108502 80790.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 698.96 653.412 0.0106987 0.00105816 82983.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 692.116 646.926 0.0106733 0.00106177 83233.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 684.833 640.237 0.0106297 0.00105457 83549.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 678.079 633.758 0.0107918 0.00108873 82448.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 671.371 626.776 0.0107187 0.0010664 82881.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 664.28 620.628 0.0107153 0.00105854 82844 0
: 412 Minimum Test error found - save the configuration
: 412 | 657.629 614.726 0.0107247 0.00107607 82913.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 651.084 608.774 0.0106749 0.0010576 83183.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 644.215 602.07 0.0108932 0.00107821 81507.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.795 595.894 0.010779 0.00108224 82501.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.453 589.038 0.0107248 0.00106519 82819.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.759 583.109 0.0106479 0.00105883 83428.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.471 577.148 0.0109122 0.0010725 81303.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 612.063 571.067 0.010691 0.00107882 83227.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 605.805 564.964 0.0106831 0.00110176 83496 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.202 559.35 0.0107567 0.00107463 82627.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.421 553.568 0.0107248 0.00108208 82964 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.334 547.666 0.010844 0.0010681 81834.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.33 541.8 0.010685 0.00107746 83268.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 575.027 536.124 0.0107245 0.00106442 82815.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.125 530.816 0.0107298 0.00106374 82764.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.418 525.328 0.01087 0.00128752 83486 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.888 519.226 0.010684 0.00105728 83102.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 551.768 514.104 0.0106215 0.0010528 83606.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 546.118 509.045 0.0108078 0.00108746 82301.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 540.847 503.118 0.0107635 0.00108127 82625.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.842 497.75 0.010742 0.00108943 82879.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 529.467 492.168 0.0106473 0.00106029 83446 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.633 487.465 0.0106384 0.00105476 83475.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.386 483.109 0.0112088 0.00109032 79063.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.654 477.144 0.0113806 0.00107715 77644 0
: 437 Minimum Test error found - save the configuration
: 437 | 508.032 472.321 0.0124365 0.00173881 74782.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.494 467.111 0.0131981 0.0011167 66217.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 497.267 462.143 0.0111162 0.00137594 82133 0
: 440 Minimum Test error found - save the configuration
: 440 | 492.043 457.318 0.0115476 0.00108964 76497 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.852 452.445 0.0107785 0.00110399 82691.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 482.291 446.75 0.0107003 0.00106757 83050.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.918 442.144 0.0106906 0.00106462 83108.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.875 437.379 0.0109427 0.0010705 81035.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 467.227 432.474 0.0106824 0.00106323 83166.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 462.032 428.107 0.0107044 0.0010643 82986.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 457.203 423.221 0.0107113 0.00107019 82978.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.252 418.987 0.0107725 0.00108812 82607 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.819 414.779 0.0107465 0.00106353 82619.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 443.229 409.622 0.010668 0.00105772 83244 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.175 405.602 0.0106545 0.00105732 83358.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.597 400.648 0.0106635 0.00106473 83344 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.258 396.363 0.0107478 0.00106462 82617.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.408 392.139 0.0113566 0.00110353 78025 0
: 455 Minimum Test error found - save the configuration
: 455 | 420.237 387.468 0.0125414 0.00162591 73290.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.734 383.318 0.0111121 0.00108029 79746.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.102 379.237 0.0107354 0.00106203 82701.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 406.954 374.771 0.01078 0.00106766 82369.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.637 370.73 0.0106769 0.001058 83169.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.402 366.581 0.0106792 0.00107957 83336.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.181 362.899 0.0106677 0.00105911 83258.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.139 358.928 0.0107228 0.00106974 82875.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.783 354.745 0.0107628 0.0010658 82499.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.89 351.095 0.0107508 0.00106275 82575.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.967 347.167 0.0108524 0.00106491 81736.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.883 342.65 0.011056 0.00109061 80278.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 369.859 339.282 0.0107759 0.00112221 82869.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 366.012 335.605 0.0107234 0.00105986 82785.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.211 331.555 0.0110777 0.0010832 80044 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.034 327.622 0.0106858 0.00106434 83147.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.098 324.038 0.0106765 0.00106045 83194.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.493 320.493 0.0106915 0.00106068 83066.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.575 317.114 0.0106576 0.00105638 83323 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.099 313.492 0.010732 0.00106021 82715.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.364 309.409 0.0106942 0.00107793 83191.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.79 306.084 0.010681 0.00106865 83226.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.926 302.664 0.0107164 0.00106578 82896.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.596 299.382 0.0106835 0.00106596 83181.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.1 295.918 0.0106641 0.00106474 83338.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.289 292.308 0.0106634 0.00105734 83281 0
: 481 Minimum Test error found - save the configuration
: 481 | 318.065 288.977 0.0107267 0.0011293 83356.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.598 285.502 0.0109636 0.00108113 80951.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.187 282.409 0.0109085 0.00106735 81291 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.737 279.487 0.0106487 0.00105449 83383.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.39 276.116 0.0107201 0.0010635 82845.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.297 272.77 0.0107073 0.00106438 82962.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.066 270.247 0.0106943 0.00105932 83030.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 295.139 266.909 0.0106762 0.00108275 83390.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.857 264.41 0.010658 0.00105646 83320.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.66 260.937 0.0106517 0.00105799 83388.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.292 258.033 0.0117245 0.00106922 75080.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.174 254.756 0.0107647 0.0011768 83438.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.1 251.657 0.0107041 0.00107011 83038.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.943 248.845 0.0109536 0.00106413 80894.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.927 246.554 0.0108479 0.00109285 82009 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.109 243.096 0.0107059 0.00106079 82943.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.199 239.963 0.0107025 0.00105934 82960.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.959 237.732 0.0106749 0.00105887 83194 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.257 234.725 0.0107065 0.00106234 82951.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.396 232.031 0.0107061 0.00106117 82944.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.779 229.733 0.0107347 0.00111193 83136.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.916 226.99 0.0108222 0.00106458 81986.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.164 225.363 0.0107111 0.00106652 82947.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.547 222.576 0.0107515 0.00108228 82736.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.923 218.794 0.0107138 0.00105747 82847.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.034 216.499 0.0106539 0.00105659 83356.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.267 213.922 0.0107972 0.00107555 82290.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.395 211.435 0.0106716 0.00105625 83200.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.026 209.126 0.0106903 0.00106214 83089.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.185 206.787 0.0106681 0.00106525 83308.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.797 204.748 0.0106464 0.00105573 83414.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.365 201.765 0.0107069 0.00106494 82970.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.739 199.342 0.0107063 0.00108036 83108.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.166 197.39 0.0107625 0.00106155 82466.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.926 195.8 0.0106564 0.00105421 83314.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.533 192.986 0.0111577 0.00106272 79247.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.062 190.995 0.0106776 0.00106507 83224.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.652 190.219 0.0106582 0.0010628 83373.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.525 187.594 0.0106269 0.00105204 83551.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.475 184.284 0.0106784 0.00106575 83223.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.83 182.878 0.0106927 0.00106125 83061.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.422 180.142 0.0106809 0.0010585 83139.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.09 177.929 0.0109229 0.00106579 81159.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.676 176.366 0.0106641 0.00106623 83352 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.472 174.765 0.0106414 0.00105848 83482.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.414 172.805 0.0107052 0.00106242 82963.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.083 170.922 0.0109394 0.00105923 80970 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.28 169.227 0.0106546 0.00105439 83331.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.899 166.748 0.0106266 0.00105302 83563.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.817 165.473 0.0106416 0.00105302 83432.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.666 162.778 0.0107119 0.00106346 82914.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.48 161.435 0.010767 0.00107904 82577.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.568 159.661 0.0107144 0.00106593 82914.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.474 157.499 0.0106661 0.00106185 83296.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.41 155.61 0.0107228 0.00106313 82818.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.276 154.985 0.0108187 0.00123292 83456.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.625 151.836 0.0110384 0.00109957 80492.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.524 150.61 0.0106527 0.00105892 83387 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.555 149.017 0.0108746 0.00107486 81634.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.498 147.103 0.011071 0.00109615 80201.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.756 146.861 0.0107837 0.00108376 82475.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.047 144.141 0.0110089 0.00106482 80450.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.915 143.003 0.0106557 0.00105481 83325.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.087 141.098 0.0106949 0.00107109 83127.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.46 140.749 0.0107085 0.00106738 82978.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.761 137.988 0.0109223 0.00108411 81315.7 0
: 547 | 152.024 138.39 0.0112078 0.00102706 78579.5 1
: 548 Minimum Test error found - save the configuration
: 548 | 149.872 134.921 0.0108436 0.00110725 82166.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.115 133.567 0.0108032 0.00107025 82195.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.419 131.665 0.0113731 0.00109461 77832.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.599 131.539 0.0107711 0.00106538 82425.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.248 128.401 0.010661 0.00105232 83257.8 0
: 553 | 141.669 129.265 0.0106299 0.00102489 83290 1
: 554 Minimum Test error found - save the configuration
: 554 | 139.853 127.344 0.0106776 0.00105722 83156.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.301 125.126 0.0106881 0.00108022 83265.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.449 124.072 0.0106418 0.00105941 83486.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.761 122.991 0.0109887 0.00106569 80620.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.283 121.385 0.0107269 0.00105875 82746 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.611 118.923 0.0107386 0.00106043 82660.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.131 117.294 0.0107845 0.00109083 82528 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.555 116.713 0.0106715 0.00105872 83222.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.802 115.895 0.0106529 0.00105648 83364.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.505 113.523 0.0107148 0.00108546 83079.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.887 111.63 0.0106907 0.00106328 83096 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.372 111.464 0.010679 0.00106081 83175.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.968 110.09 0.0106541 0.00105486 83339.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.766 108.332 0.0106491 0.00105705 83402.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.216 107.644 0.0107099 0.00106349 82932 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.808 105.797 0.0107658 0.00106438 82462.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.341 104.474 0.0107499 0.00106758 82625 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.02 103.08 0.0106822 0.00106198 83158.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.574 100.796 0.010704 0.00108636 83180.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.257 100.096 0.0106723 0.00105919 83219.5 0
: 574 | 109.973 100.663 0.0106653 0.00103631 83082.9 1
: 575 Minimum Test error found - save the configuration
: 575 | 108.981 98.8832 0.0106656 0.00106716 83347.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.41 98.2505 0.0112528 0.00107826 78627.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.115 96.4807 0.0113069 0.00109404 78332.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.84 94.1687 0.0107417 0.00108362 82832.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.754 93.9632 0.0107737 0.00106916 82435.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.304 92.8951 0.0107294 0.00106598 82786 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.125 91.4005 0.010676 0.00106012 83195.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.024 89.5957 0.0106919 0.0010588 83046.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.6495 87.9454 0.011073 0.00126976 81605.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.3859 86.8626 0.0112914 0.00155587 82173.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.3167 86.5601 0.0106952 0.00105995 83028.3 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.0801 84.4165 0.0108984 0.00126711 83062.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.9265 84.3347 0.0107952 0.00107852 82332.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.9233 83.2073 0.0107514 0.0010692 82625.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.891 82.0012 0.0106761 0.00105956 83190.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.7018 80.464 0.0106704 0.001061 83251.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.5845 80.0385 0.0107281 0.00105986 82744.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.53 79.0962 0.0107472 0.00106624 82636.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.6309 77.6497 0.0107079 0.00105582 82883.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.0623 76.9045 0.0107612 0.00110925 82884.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.5371 75.5816 0.0107909 0.00107098 82305.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.3724 74.6226 0.0109208 0.00112314 81652.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.4526 72.9458 0.01074 0.00105908 82636.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.3876 72.6896 0.0106853 0.00105869 83102.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.3926 71.9753 0.0106681 0.00105576 83226.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.4628 70.63 0.0108811 0.00107352 81569.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.6214 69.7254 0.0106951 0.00106431 83067.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.5059 68.6102 0.0107221 0.00106075 82804.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.6068 68.0012 0.0109912 0.00108659 80770.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.6639 66.4883 0.0108998 0.00106414 81336.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.7977 65.3768 0.0108525 0.00106818 81763.5 0
: 606 | 74.9609 66.2168 0.0107334 0.00105647 82670.9 1
: 607 Minimum Test error found - save the configuration
: 607 | 74.0704 63.6979 0.0107409 0.00106074 82643.6 0
: 608 | 73.0868 63.9887 0.0106288 0.00102328 83285 1
: 609 Minimum Test error found - save the configuration
: 609 | 72.1679 63.0115 0.0110321 0.00117778 81182.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.3634 61.1695 0.0108002 0.00106686 82191.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.5469 60.6818 0.0107254 0.00106397 82803.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.6699 59.2878 0.0106402 0.00105616 83471.8 0
: 613 | 68.7875 59.4902 0.0106451 0.00102308 83142.4 1
: 614 Minimum Test error found - save the configuration
: 614 | 67.9698 58.1211 0.0106903 0.0010657 83120.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.2777 57.1152 0.0107273 0.00106228 82773.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.4499 56.3764 0.0115246 0.00108252 76612.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.6653 55.6821 0.010724 0.00107408 82902.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.7933 54.8512 0.0106905 0.00108911 83320.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.0199 54.5131 0.0107746 0.00111642 82831.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.4258 53.8008 0.0107255 0.00106039 82772.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.7325 52.0832 0.0106517 0.00105629 83373.3 0
: 622 | 61.7953 52.5906 0.0106352 0.00102654 83258 1
: 623 Minimum Test error found - save the configuration
: 623 | 61.3092 51.2219 0.0108568 0.00107295 81767.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.4723 50.6341 0.010795 0.00110665 82573.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.6091 50.1539 0.0107653 0.00109367 82716.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.7863 48.5026 0.0107355 0.00107445 82806.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1956 47.8437 0.010683 0.00105868 83122.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.4197 47.2583 0.0106853 0.00105932 83108.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7358 46.5545 0.0110533 0.00107883 80205.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.0927 45.9261 0.0107049 0.00106178 82960.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.4646 45.6082 0.0106681 0.00106822 83334.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.6794 45.2248 0.0107101 0.00106365 82931.7 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.0433 44.3127 0.0107902 0.0010749 82343.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3329 43.7832 0.010769 0.00108287 82592 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.7968 42.9945 0.0107226 0.00106243 82814.6 0
: 636 | 52.0695 43.3251 0.0108712 0.00121724 82867.5 1
: 637 Minimum Test error found - save the configuration
: 637 | 51.6874 41.5659 0.0107743 0.00106529 82397.4 0
: 638 | 50.7985 41.856 0.0106728 0.00102498 82920.7 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.3367 41.3201 0.0107296 0.00107498 82861.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.8946 40.4987 0.0109527 0.00110517 81238.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0626 39.1327 0.0108046 0.00107168 82195.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.4114 38.9955 0.0108168 0.00107362 82108.8 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.8824 38.4768 0.0117819 0.00108369 74778.6 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.2933 37.4771 0.0110569 0.0010658 80071.5 0
: 645 | 46.6339 37.5454 0.0106271 0.00102569 83321.3 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.1255 36.6843 0.0107926 0.00107724 82343.4 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6407 36.2062 0.0106877 0.00105739 83071 0
: 648 | 45.0373 36.4344 0.0106468 0.00102554 83149.6 1
: 649 Minimum Test error found - save the configuration
: 649 | 44.4838 35.7355 0.0107659 0.001072 82525.7 0
: 650 | 44.0949 35.8415 0.0106151 0.00102335 83404.8 1
: 651 Minimum Test error found - save the configuration
: 651 | 43.7922 35.5321 0.0106758 0.00105948 83192 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.2665 33.9897 0.0107053 0.00106401 82976.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.6179 33.3478 0.0107319 0.00105866 82702.3 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.9133 33.2215 0.010674 0.0010567 83183.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.6575 32.7643 0.0106854 0.00105709 83088.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.1471 31.7731 0.0107219 0.00106422 82835.9 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.375 31.3883 0.0106833 0.00107957 83300.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.9229 31.3574 0.0107409 0.00106202 82654.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.3969 30.4007 0.0106604 0.00105618 83296.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.9427 30.2315 0.0106483 0.00105475 83389.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4476 29.8344 0.0107004 0.00105976 82981.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.9349 29.7234 0.0107334 0.00106118 82711.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.4729 28.7894 0.0106883 0.00105672 83060 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.9061 28.2815 0.0107339 0.00106216 82715.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.5958 28.2701 0.0107066 0.00107153 83030.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2287 28.0983 0.0106626 0.00107453 83437.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.9902 27.0738 0.0106883 0.00106287 83113.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.4656 26.9594 0.0106874 0.00106052 83101 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.0774 26.5877 0.01076 0.00106255 82496.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.4913 25.9897 0.0106782 0.00105812 83159.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.9565 25.6672 0.0107003 0.00105988 82984.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.608 25.0385 0.0107148 0.00105985 82859.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.2798 24.5452 0.0106857 0.00106062 83115.9 0
: 674 | 32.96 24.8553 0.0106775 0.00102891 82913.6 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.5523 24.2415 0.0106571 0.00105562 83320.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.8322 23.3621 0.0109742 0.00107063 80779.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.4978 23.2123 0.0106718 0.00105821 83215.6 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.085 23.1596 0.0106505 0.00105431 83366.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.7949 22.5107 0.0106472 0.00105506 83401.2 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.3789 21.7397 0.0107708 0.0010687 82456.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.9125 21.3661 0.0107267 0.00107409 82879.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.5334 21.2822 0.0106792 0.00105831 83152 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.0637 20.7162 0.0106526 0.00105431 83347.8 0
: 684 | 28.8182 20.846 0.0106961 0.00102362 82708.9 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.4206 20.5446 0.0106589 0.00106499 83386 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.1533 19.907 0.010668 0.00105718 83239.5 0
: 687 | 27.7594 20.0994 0.0106424 0.0010224 83160.2 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.4093 19.4523 0.0106659 0.0010627 83305.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.1057 19.3112 0.0107109 0.00106127 82905 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.745 18.7352 0.0107439 0.00108389 82815.6 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.4213 18.71 0.0107145 0.0010752 82993.6 0
: 692 | 26.2591 19.0489 0.0118375 0.00104591 74131.8 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.7942 17.8832 0.0108292 0.00106448 81927.9 0
: 694 | 25.5837 17.9339 0.0106384 0.00102169 83188.3 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.178 17.3476 0.010665 0.00106353 83320.4 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.7406 17.0295 0.0108766 0.00106468 81533.7 0
: 697 | 24.4495 17.2235 0.0106448 0.00102206 83136.8 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.0934 16.3475 0.0107089 0.00106402 82945.5 0
: 699 | 23.7427 16.4837 0.0107095 0.00104913 82812.5 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.3322 15.922 0.0107365 0.00107905 82837.4 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.0301 15.6519 0.0107004 0.0010606 82989.7 0
: 702 | 22.7591 15.7649 0.0106489 0.00104645 83312 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.3845 15.5073 0.0107154 0.00106659 82911.6 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.1742 15.0205 0.0107134 0.0010664 82927.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.9298 14.9101 0.0106582 0.00105664 83320 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.5679 14.6482 0.010804 0.00106042 82105.7 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.2331 14.5392 0.0106847 0.00107447 83244.8 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.9399 14.5173 0.0108162 0.00109 82252.3 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7209 13.9272 0.0110624 0.00107803 80125 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.4235 13.6874 0.0106903 0.00106822 83142.4 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.0996 13.6093 0.0106677 0.00105538 83226.4 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.9068 13.3454 0.0107378 0.00106436 82701 0
: 713 | 19.5576 13.5889 0.0106474 0.00103711 83244.5 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.2258 13.0696 0.0107102 0.0010594 82894.6 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.053 12.6044 0.010688 0.00105684 83063.3 0
: 716 | 18.8172 12.6428 0.0106246 0.00102355 83324.3 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.578 12.4545 0.0106912 0.0010579 83044.9 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.314 12.2059 0.0107493 0.00106415 82600.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.9642 12.158 0.0107177 0.00106882 82911.2 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.853 11.904 0.0107056 0.00106438 82976.7 0
: 721 | 17.5753 11.918 0.0106485 0.00102505 83130.6 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.309 11.4941 0.0107186 0.00105929 82821.5 0
: 723 | 17.0968 12.0768 0.0106592 0.00102344 83024.2 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.151 11.2349 0.0106603 0.00105732 83307.3 0
: 725 | 16.7859 11.3297 0.0106466 0.00102324 83131.3 1
: 726 | 16.3842 11.2397 0.0106709 0.00102523 82938.8 2
: 727 Minimum Test error found - save the configuration
: 727 | 16.4242 11.0561 0.01072 0.00109223 83092.8 0
: 728 | 16.4216 11.2763 0.0112943 0.00104345 78042.6 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.9263 10.8356 0.0107312 0.00106508 82763.3 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.6028 10.3267 0.0106947 0.00106091 83040.6 0
: 731 | 15.2794 10.4434 0.0106488 0.00103052 83174.6 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.1124 10.099 0.0111695 0.00106339 79160.3 0
: 733 | 14.8701 10.1615 0.0109796 0.00117252 81573.8 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.6972 10.0483 0.0120488 0.00107687 72913.7 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.4775 9.63273 0.0108326 0.00109893 82188.5 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.3925 9.53844 0.010784 0.00105999 82270.4 0
: 737 | 14.1578 10.054 0.0106851 0.00102255 82793.6 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.9333 9.12446 0.0106752 0.00106057 83206.8 0
: 739 | 13.637 9.15876 0.010702 0.00104751 82862.7 1
: 740 | 13.5945 9.47334 0.0106642 0.00104249 83145.4 2
: 741 | 13.4765 9.22434 0.0107314 0.00103753 82526.3 3
: 742 Minimum Test error found - save the configuration
: 742 | 13.4172 8.96795 0.010748 0.00106826 82647.2 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.2422 8.78696 0.010719 0.00106463 82864.4 0
: 744 | 12.8747 9.09582 0.0108421 0.00102705 81507.1 1
: 745 | 12.7072 8.92861 0.0107324 0.00103742 82517.2 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.5456 8.49635 0.0108024 0.00106486 82156.6 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.4536 8.07791 0.0106786 0.0010565 83141.8 0
: 748 | 12.0979 8.2385 0.0106978 0.00102928 82742.9 1
: 749 | 12.0325 8.62698 0.010671 0.00102306 82919.5 2
: 750 Minimum Test error found - save the configuration
: 750 | 11.7556 7.787 0.0107122 0.00106201 82900.3 0
: 751 | 11.7916 8.41802 0.0107268 0.00102551 82462.9 1
: 752 | 11.6651 8.31068 0.0106517 0.00102036 83062.4 2
: 753 | 11.6107 8.17954 0.010672 0.00102184 82900.4 3
: 754 Minimum Test error found - save the configuration
: 754 | 11.3698 7.6659 0.0107047 0.00106139 82959.4 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.2327 7.39352 0.010773 0.00109142 82630.7 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.1132 7.36583 0.0107488 0.00107878 82729.7 0
: 757 | 11.0099 7.4168 0.0106715 0.0010245 82927.5 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.6303 6.93815 0.010766 0.00106747 82486.3 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.5795 6.72534 0.0107048 0.00106124 82956.5 0
: 760 | 10.3423 6.7841 0.0106803 0.00102361 82844.2 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.1243 6.55066 0.0107321 0.00105943 82706.9 0
: 762 | 9.93953 6.61879 0.010752 0.0010421 82390.1 1
: 763 | 9.88267 6.72154 0.0107404 0.00103199 82402.6 2
: 764 Minimum Test error found - save the configuration
: 764 | 9.85657 6.43735 0.0107276 0.00106154 82763.5 0
: 765 | 9.72422 6.72996 0.0107731 0.00102581 82074.3 1
: 766 | 9.91579 6.56242 0.0106413 0.00102141 83161 2
: 767 | 9.5649 6.46069 0.0106793 0.00104654 83050 3
: 768 Minimum Test error found - save the configuration
: 768 | 9.49644 6.00645 0.0106953 0.00106149 83040.6 0
: 769 | 9.29559 6.53802 0.0113037 0.00102409 77823.7 1
: 770 | 9.12538 6.38465 0.0107193 0.00106278 82845.9 2
: 771 Minimum Test error found - save the configuration
: 771 | 8.87501 5.57998 0.0107641 0.00107034 82526.9 0
: 772 | 8.80977 5.7597 0.0106851 0.0010663 83170.1 1
: 773 Minimum Test error found - save the configuration
: 773 | 8.75535 5.46187 0.0107256 0.0010629 82792.9 0
: 774 | 8.55732 5.66696 0.0109236 0.00104436 80977.7 1
: 775 | 8.47319 5.49359 0.0106778 0.00102204 82852.4 2
: 776 Minimum Test error found - save the configuration
: 776 | 8.43033 5.45694 0.0107003 0.00106577 83034.6 0
: 777 | 8.27244 5.51611 0.0106717 0.00102243 82907.6 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.05932 5.06255 0.010693 0.00105691 83020.8 0
: 779 Minimum Test error found - save the configuration
: 779 | 7.91166 5.04347 0.0110296 0.00106076 80250.3 0
: 780 | 8.06968 5.4154 0.0112445 0.00103813 78382.5 1
: 781 Minimum Test error found - save the configuration
: 781 | 8.11223 5.04093 0.0107992 0.00107323 82254.1 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.8718 4.63525 0.0107688 0.00108488 82611 0
: 783 | 7.75094 4.7897 0.0107676 0.00105718 82386.1 1
: 784 | 7.61521 5.02136 0.0106973 0.00104338 82867.6 2
: 785 | 7.51401 4.98771 0.0106693 0.00102628 82961.3 3
: 786 | 7.42392 4.6804 0.0106721 0.00102454 82922.3 4
: 787 | 7.29723 5.44911 0.0107396 0.00102792 82374.9 5
: 788 Minimum Test error found - save the configuration
: 788 | 7.18122 4.54506 0.0107784 0.00106943 82398.4 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.0279 4.32677 0.010745 0.00106365 82633.2 0
: 790 | 7.155 4.34158 0.010663 0.00102322 82989 1
: 791 | 6.88527 4.37856 0.0106957 0.00102447 82719.5 2
: 792 | 6.94933 4.6052 0.0111589 0.00103405 79013.6 3
: 793 Minimum Test error found - save the configuration
: 793 | 6.71541 4.0789 0.0107615 0.00106436 82498.2 0
: 794 Minimum Test error found - save the configuration
: 794 | 6.62121 4.04897 0.0107329 0.00105978 82703.3 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.51035 3.99366 0.0107277 0.0010686 82823.3 0
: 796 | 6.52403 4.05656 0.0107746 0.00111731 82838.6 1
: 797 Minimum Test error found - save the configuration
: 797 | 6.35285 3.96679 0.0113955 0.00108834 77616.1 0
: 798 | 6.29831 3.99023 0.0108051 0.00104358 81954.7 1
: 799 | 6.09755 4.05321 0.0107462 0.00102714 82312.9 2
: 800 Minimum Test error found - save the configuration
: 800 | 6.1341 3.86523 0.0115563 0.00107711 76341.7 0
: 801 | 6.14538 4.37577 0.0108477 0.0010253 81446.5 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.005 3.80655 0.0108365 0.00106972 81910.3 0
: 803 | 5.87439 3.81343 0.0106775 0.00102294 82862.3 1
: 804 | 5.86228 3.90833 0.0106999 0.0010241 82680.1 2
: 805 | 5.83229 4.07479 0.0107158 0.00103069 82601.3 3
: 806 Minimum Test error found - save the configuration
: 806 | 5.95528 3.78047 0.0109357 0.00109357 81282.9 0
: 807 | 5.74208 4.17447 0.0108416 0.00120107 82983.2 1
: 808 | 5.87961 4.20059 0.0106435 0.00102395 83164.2 2
: 809 Minimum Test error found - save the configuration
: 809 | 5.55665 3.36003 0.0107606 0.00106241 82490.1 0
: 810 | 5.54353 3.76263 0.010634 0.00102254 83233.7 1
: 811 | 5.59276 3.90974 0.0106334 0.00102301 83243.5 2
: 812 | 5.51851 3.82861 0.0106379 0.00102345 83208.4 3
: 813 | 5.27797 3.60998 0.0106348 0.00102275 83229.1 4
: 814 | 5.37043 3.45556 0.0106369 0.00102446 83225.9 5
: 815 | 5.25606 3.60484 0.0106391 0.00102313 83194.8 6
: 816 | 5.22833 3.48725 0.0106304 0.00102663 83300.6 7
: 817 | 4.89443 3.54601 0.0106378 0.00102888 83256 8
: 818 Minimum Test error found - save the configuration
: 818 | 4.85931 3.35199 0.0106902 0.00106188 83088.3 0
: 819 | 4.86266 3.7501 0.010647 0.00102296 83125.2 1
: 820 | 4.94247 3.52455 0.010639 0.00102771 83235.6 2
: 821 Minimum Test error found - save the configuration
: 821 | 4.89721 3.23581 0.0106786 0.00106262 83195.1 0
: 822 | 4.70053 3.61066 0.0106374 0.00102906 83261 1
: 823 | 4.88949 3.96349 0.0106367 0.00102172 83203.8 2
: 824 | 4.77778 3.36661 0.0106401 0.00102218 83177.8 3
: 825 | 4.65795 3.67704 0.0106511 0.00102681 83122.9 4
: 826 | 4.51761 3.48022 0.0106437 0.00102295 83153.9 5
: 827 Minimum Test error found - save the configuration
: 827 | 4.47789 3.21979 0.0106874 0.00105983 83095.1 0
: 828 | 4.41567 3.68914 0.0106531 0.00102466 83087 1
: 829 | 4.38168 3.38009 0.010644 0.00102392 83159 2
: 830 Minimum Test error found - save the configuration
: 830 | 4.34123 2.89483 0.0106969 0.00105843 83000.5 0
: 831 | 4.30463 3.82414 0.0106281 0.00103205 83367.4 1
: 832 | 4.37234 3.73591 0.0106262 0.00102369 83311.4 2
: 833 | 4.39949 3.43385 0.0106527 0.00102336 83079.7 3
: 834 | 4.41044 3.40305 0.0106227 0.00102628 83364.2 4
: 835 | 4.45035 3.34546 0.0106346 0.00102438 83244.6 5
: 836 | 3.9926 3.92723 0.0106481 0.00102562 83138.3 6
: 837 | 4.0709 3.61061 0.0106295 0.00102134 83262.3 7
: 838 | 3.94181 3.66613 0.0106534 0.00102727 83107.5 8
: 839 | 3.86729 3.6728 0.0106529 0.0010214 83061.2 9
: 840 | 3.76723 3.67028 0.0106382 0.00102328 83204 10
: 841 | 3.72176 3.1944 0.010652 0.00102375 83088.4 11
: 842 | 3.79344 3.57339 0.0106496 0.00102391 83110.6 12
: 843 | 3.73512 3.91152 0.0106442 0.00102386 83157 13
: 844 | 3.68376 3.67017 0.0106402 0.00102306 83184.5 14
: 845 | 3.74346 3.92228 0.0106521 0.00102214 83074 15
: 846 | 4.00344 4.5857 0.0106325 0.00102409 83260 16
: 847 | 3.75449 4.52604 0.010643 0.00102142 83146.5 17
: 848 | 3.66522 4.67375 0.0106501 0.00102323 83101.1 18
: 849 | 3.8903 4.99859 0.0106349 0.00102163 83218.3 19
: 850 | 3.77069 4.84713 0.0106427 0.00102109 83146 20
: 851 | 3.54745 4.14762 0.010662 0.00102673 83028 21
:
: Elapsed time for training with 1000 events: 9.17 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: 0.822 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.15 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= 3.31798e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09289e+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: 0.0368 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: 0.037 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: 0.00148 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: 0.0974 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: 0.89 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: 0.0199 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00246 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: 0.0356 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00446 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: 0.00194 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000311 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: 0.0968 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0113 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.887 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.693 0.0337 5.45 1.57 | 3.245 3.233
: 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 : -0.0328 0.115 1.99 1.10 | 3.377 3.361
: 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.