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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:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
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:3787
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:1311
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: 0.268 sec
: Elapsed time for training with 1000 events: 0.271 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00275 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: 0.000989 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00415 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: 0.000201 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000358 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 = 31578.3
: --------------------------------------------------------------
: 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 | 33089 31177.2 0.0103 0.00106585 86635.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32593.7 30669.3 0.0103724 0.0010647 85950.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31950.7 30037.3 0.010447 0.00106046 85228 0
: 4 Minimum Test error found - save the configuration
: 4 | 31256.4 29402.6 0.0107873 0.00104832 82144.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30542.2 28750.4 0.0104202 0.00103374 85228.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29780.4 27912.7 0.0103835 0.0010421 85640.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28970.2 27098.6 0.0103279 0.00102125 85960.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28397.4 26632 0.0102852 0.00103143 86451.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28004.1 26284.9 0.010185 0.00100198 87117.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27661.9 25978.6 0.0102529 0.00107442 87160.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27355 25685.6 0.010174 0.000998544 87189.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27054.6 25412.7 0.0101611 0.000998225 87308.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26771.7 25148.5 0.0101528 0.00100051 87409.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26499.5 24889.5 0.0101494 0.000994285 87382.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26233.2 24637.6 0.0101613 0.000998904 87313.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25971.5 24395.3 0.0101777 0.00100041 87171.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25722.4 24152.1 0.010167 0.000999324 87263 0
: 18 Minimum Test error found - save the configuration
: 18 | 25471.2 23918.4 0.010168 0.00101215 87375.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25228.1 23688.6 0.010142 0.000996335 87472.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 24990.8 23460.9 0.0101531 0.000997365 87377.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24755.3 23238.1 0.0101611 0.000995384 87282.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24524.1 23019.1 0.0101636 0.000999216 87294.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24296.8 22803.1 0.0101601 0.00100224 87356.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24070.7 22593 0.010165 0.000997344 87263.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 23851.1 22383.5 0.010167 0.000999226 87262 0
: 26 Minimum Test error found - save the configuration
: 26 | 23635.9 22173.2 0.0101612 0.000998494 87310.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23415.7 21972.9 0.0101759 0.000995665 87144.2 0
: 28 Minimum Test error found - save the configuration
: 28 | 23205 21772.2 0.0101972 0.00102577 87227.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 22997.2 21571.3 0.0101748 0.000998364 87180.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22787.5 21376.4 0.0101814 0.00100298 87161.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22582.9 21183.6 0.0102541 0.00100774 86520.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22381.4 20991.5 0.0101933 0.00100613 87077.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22181 20802.1 0.0102016 0.00100189 86959.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 21984.6 20613 0.0102016 0.00100139 86954.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21786.2 20430.1 0.0101976 0.0010037 87013.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21594.8 20246 0.0102095 0.0010046 86910.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21401.3 20067.2 0.0102015 0.000999694 86939.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21213.6 19887.4 0.0102123 0.00101639 86994.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21024.1 19712.1 0.010259 0.00102605 86646.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20839.4 19535.7 0.0102346 0.00101399 86762.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20655.6 19358.2 0.0102361 0.00101275 86736.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20469.1 19185.6 0.0102786 0.00101531 86362.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20289.5 19014.8 0.0102703 0.00101624 86448.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20110.7 18844 0.0102717 0.0010214 86483.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 19931.6 18677.2 0.010295 0.00101602 86216.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19754.6 18515.8 0.0102777 0.00101861 86401.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19581.5 18351 0.0102715 0.0010164 86438.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19415.4 18185 0.0102957 0.00102024 86249.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19239.3 18035.9 0.0103117 0.00103807 86266.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19075.8 17870.3 0.0102789 0.00101999 86403.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18902.5 17709.6 0.0103683 0.00102039 85581 0
: 52 Minimum Test error found - save the configuration
: 52 | 18736.2 17553.3 0.0103253 0.00102063 85978.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18573.6 17395.3 0.0104066 0.0010263 85285.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18408.4 17243.8 0.0103637 0.00102625 85676.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18246.7 17088.8 0.0103324 0.00102013 85907.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18088 16937.4 0.0103803 0.00102875 85547 0
: 57 Minimum Test error found - save the configuration
: 57 | 17927.4 16781.7 0.0103768 0.00102541 85548.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17766 16635.1 0.0103306 0.00102534 85973.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17608 16483.6 0.0103917 0.00105365 85671.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17455.3 16332.7 0.0103579 0.00102975 85761.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17297.4 16182.3 0.0103929 0.00103348 85475.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17142.6 16037.8 0.0103738 0.00102705 85591.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 16989.5 15891.8 0.0103662 0.00103022 85689.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 16837.5 15747.4 0.0103749 0.00103414 85646.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16689 15603.4 0.0103867 0.0010347 85543.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16538.8 15462.7 0.0104039 0.00104158 85448.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16390.7 15319.6 0.0104112 0.00104745 85435.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16243.4 15181 0.0104066 0.00103546 85368.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16095.3 15046.2 0.0104239 0.00105339 85374.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 15955 14906.2 0.0104086 0.00103947 85386.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15808 14773.6 0.0104788 0.00103857 84744 0
: 72 Minimum Test error found - save the configuration
: 72 | 15666.6 14638.1 0.0103985 0.00103449 85433.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15526.4 14504.8 0.0104144 0.00103784 85319.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15385.4 14373.4 0.0104265 0.00103547 85187.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15248.5 14242.7 0.0104138 0.00103115 85264.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15110.6 14113.1 0.0104064 0.0010334 85351.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14974.5 13984.6 0.0104291 0.00103768 85183.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 14840.7 13856.7 0.0104068 0.00103389 85352.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14705.5 13732.7 0.0104484 0.00105452 85161.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14574 13608.3 0.0104154 0.00103793 85310.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14445.5 13482.1 0.010448 0.00104109 85044.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14313.6 13359.7 0.0104956 0.00104225 84626.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14184.2 13239.8 0.0104758 0.00103899 84774.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14057 13120.2 0.0104213 0.00103616 85241.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 13931 13002.1 0.0104446 0.00104737 85131.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13805.4 12884.9 0.0104371 0.00103684 85104.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13682.1 12767.9 0.0104381 0.0010496 85210.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13559.1 12652.2 0.0104493 0.00104302 85049.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13436.1 12538.9 0.0104695 0.00105813 85003.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13315.1 12426.3 0.0104417 0.00103648 85059.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13196.9 12313.7 0.0105184 0.00104193 84419.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13076.8 12203.3 0.0104476 0.00104018 85039.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 12959.6 12092.5 0.0104621 0.00104223 84926.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12844.1 11983.7 0.0104761 0.00103904 84772.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12727.5 11875.8 0.0104503 0.00104097 85021.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12611.3 11771 0.0104635 0.0010451 84940.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12500.4 11662.7 0.0104478 0.00104035 85038.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12384.4 11561.6 0.0104652 0.0010399 84878.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12276.2 11456 0.0104797 0.00105657 84897.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12164.1 11351.5 0.0104858 0.00104744 84760.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12053.9 11251.4 0.010473 0.00104089 84817 0
: 102 Minimum Test error found - save the configuration
: 102 | 11946.3 11148.6 0.0104688 0.00104242 84867.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11835.7 11050.3 0.0105072 0.00104256 84525.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11732.3 10950.9 0.0104512 0.0010405 85010 0
: 105 Minimum Test error found - save the configuration
: 105 | 11624.2 10853.1 0.0104846 0.00104827 84779.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11519.5 10755.8 0.0104807 0.00104466 84781.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11417.2 10657.5 0.0104832 0.00104673 84777.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11312 10563 0.0104816 0.00104171 84747.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11210.2 10466.8 0.010583 0.00105696 83980.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11108.6 10373.5 0.0104991 0.00105415 84700.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11009.2 10279.6 0.0105625 0.00104556 84061 0
: 112 Minimum Test error found - save the configuration
: 112 | 10909.6 10184.9 0.0104949 0.00104742 84678.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10809.7 10093.8 0.0104942 0.00104842 84693.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10711.3 10004.2 0.0104829 0.00104075 84726.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10616.2 9910.47 0.0104733 0.00104272 84830.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10518.4 9824.04 0.0104929 0.00104003 84630.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10425 9732.2 0.0104809 0.00104547 84787.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10327.8 9646.26 0.0104919 0.00106459 84859.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10237 9554.9 0.010494 0.00104448 84660.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10142.5 9469.91 0.0104773 0.00105199 84877.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10050.7 9383.07 0.0104891 0.00104952 84750 0
: 122 Minimum Test error found - save the configuration
: 122 | 9958.7 9300.34 0.0104826 0.0010501 84813.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 9869.88 9212.75 0.0104851 0.0010459 84752.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9778.2 9130.79 0.0104912 0.00105413 84771.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9692.54 9045.93 0.0104987 0.00104609 84632.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9603.2 8962.58 0.0105219 0.00105029 84463.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9514.93 8882.25 0.0105143 0.0010471 84502.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9428.86 8800.69 0.0105615 0.00106772 84265.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9344.13 8720.02 0.0105353 0.00105484 84384.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9258.56 8640.68 0.0105446 0.00104621 84224.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9174.54 8560.2 0.0105939 0.001049 83814.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9089.86 8483.78 0.010499 0.001047 84637.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9009.17 8405.68 0.0105013 0.00104718 84619.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 8926.25 8329.09 0.010503 0.00105189 84646.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8844.69 8251.02 0.0104948 0.00104854 84689.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8764.43 8176.64 0.0105111 0.00105337 84587.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8685.48 8100.05 0.0105049 0.00104994 84611.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8604.94 8026.88 0.0105595 0.00106436 84254 0
: 139 Minimum Test error found - save the configuration
: 139 | 8526.87 7953.63 0.0105092 0.00105024 84576.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8449.28 7881.06 0.0105024 0.00104593 84598.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8372.29 7808.78 0.0104897 0.00104528 84706.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8296.46 7736.2 0.0105081 0.00104149 84507.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8219.89 7665.18 0.010488 0.00105173 84779.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8145.71 7593.15 0.0105175 0.00104557 84460.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8071.64 7522.5 0.0104947 0.00104609 84668.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 7996.43 7454.74 0.0105068 0.00104536 84553.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 7923.76 7387.3 0.0105031 0.00105637 84685.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7852.6 7317.49 0.0105525 0.00107485 84409.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7780.38 7248.43 0.0105254 0.00104585 84392.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7708.4 7185.41 0.0105698 0.00111107 84578.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7638.44 7116.64 0.0105151 0.00104489 84475.1 0
: 152 Minimum Test error found - save the configuration
: 152 | 7568.58 7052.29 0.0105433 0.00104834 84255.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7499.16 6987.74 0.0105146 0.00104648 84494.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7431.04 6921.76 0.0105104 0.00104506 84518.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7362.99 6857.89 0.0105045 0.00104543 84575.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7295.52 6793.52 0.0105042 0.00104625 84584.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7228.33 6730.53 0.0105254 0.00104985 84428.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7161.93 6672.27 0.0105373 0.00106519 84458.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7096.94 6607.93 0.0105189 0.00104594 84450.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7031.44 6548.11 0.0105222 0.00105025 84459.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 6967.63 6487.15 0.0105228 0.00105108 84462 0
: 162 Minimum Test error found - save the configuration
: 162 | 6902.88 6428.78 0.0104978 0.00104428 84624.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6841.15 6366.51 0.0105101 0.00104581 84528.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6777.09 6308.88 0.0105055 0.00104547 84566.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6716.25 6247.83 0.0105134 0.00104511 84492.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6652.92 6194.06 0.0105232 0.00104951 84444.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6592.17 6136.85 0.0105132 0.00104623 84504.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6532.29 6078.83 0.0105597 0.00106924 84295.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6472.69 6019.84 0.0105118 0.00104981 84548.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6412.81 5963.9 0.0105979 0.00105122 83798.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6353.12 5909.11 0.0105265 0.00104773 84399.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6294.91 5854.63 0.010523 0.00104722 84425.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6237.54 5800.27 0.0105089 0.00104821 84560.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6180.71 5742.66 0.0105172 0.00105422 84539.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6122.72 5690.21 0.0105168 0.0010458 84468.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6066.2 5637.98 0.0105197 0.00104933 84474.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6011.51 5584.92 0.0105653 0.00105133 84086.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 5955.13 5530.41 0.0105503 0.00106649 84354.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5900.87 5479.03 0.0105265 0.00105021 84421.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5845.75 5429.67 0.0105857 0.0010513 83906.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 5792.01 5376.42 0.0105178 0.00104826 84481 0
: 182 Minimum Test error found - save the configuration
: 182 | 5739.15 5330.63 0.0105221 0.00104664 84428.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5685.84 5277.22 0.0105178 0.00104466 84449.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5633.86 5228.7 0.0105153 0.00105193 84536.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5581.89 5177.18 0.0105136 0.00105049 84539.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5529.41 5132.74 0.0105215 0.00105292 84490.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5479.14 5080.83 0.0105267 0.0010516 84431.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5428.42 5034.7 0.0105611 0.00106152 84214.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5378.69 4986.58 0.0105586 0.00104878 84123.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5329.05 4940.27 0.0106064 0.00104835 83699.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5278.89 4895.26 0.0105044 0.00104299 84553.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5231.19 4847.81 0.0105187 0.00105201 84507 0
: 193 Minimum Test error found - save the configuration
: 193 | 5182.41 4803.46 0.0105366 0.00104944 84324.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5135.36 4757.71 0.0105622 0.00104685 84074.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5086.82 4712.89 0.0105226 0.00104545 84413.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5040.26 4669.92 0.0105317 0.00104751 84350.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 4994.28 4624.95 0.0105373 0.001046 84288.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4947.3 4582.74 0.0105736 0.00106231 84110.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4901.92 4539.09 0.0105212 0.00104349 84408.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4857.69 4496.6 0.0105331 0.00104665 84330.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4811.3 4454.89 0.0105384 0.00105593 84366.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4767.92 4413.49 0.0105451 0.00104708 84227.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4723.94 4373.1 0.010535 0.0010458 84306 0
: 204 Minimum Test error found - save the configuration
: 204 | 4680.97 4331.04 0.0105687 0.0010467 84016.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4637.06 4288.89 0.0105454 0.00104562 84212.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4594.29 4248.97 0.0105451 0.00104571 84216.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4551.69 4210.54 0.0105532 0.00106232 84291.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4510.1 4170.99 0.010528 0.0010477 84385.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4468.38 4131.68 0.0105816 0.00105502 83975.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4428.44 4092.07 0.0106049 0.0010497 83724.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4386.33 4054.12 0.010537 0.00104997 84325.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4346.85 4017.02 0.0105501 0.00104871 84198.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4306.21 3979.47 0.0105344 0.00104737 84325.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4266.74 3942.97 0.0105466 0.00104669 84211.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4227.3 3906.27 0.0105261 0.00104611 84388.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4189.32 3868.14 0.0105655 0.00105368 84105.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4150.27 3833.34 0.0105736 0.00106347 84120.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4113.11 3795.5 0.0105337 0.00104651 84323.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4074.4 3761.06 0.0105372 0.00105053 84328.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4037.54 3725.7 0.0105395 0.00104581 84266.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4000.64 3689.94 0.0105366 0.00104697 84302.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3963.7 3656.92 0.0105509 0.00104827 84187.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3928.01 3621.72 0.0105591 0.00104551 84089.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3891.2 3589.58 0.0105512 0.00105017 84201.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3856.25 3554.41 0.0105554 0.00105133 84174.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3821.27 3521.41 0.0105549 0.00104784 84148 0
: 227 Minimum Test error found - save the configuration
: 227 | 3786.58 3486.91 0.0106068 0.00106561 83847.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3751.12 3455.53 0.0105429 0.0010476 84252.1 0
: 229 Minimum Test error found - save the configuration
: 229 | 3717.43 3422.7 0.0108778 0.00106563 81531.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3683.49 3391.53 0.0105472 0.00104955 84231.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3649.32 3360.26 0.0105492 0.00104611 84183.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3616.69 3328.8 0.0105601 0.00105146 84133.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3584.13 3297.13 0.0105583 0.00104696 84109.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3551.37 3266.14 0.0105372 0.00104648 84292.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3518.29 3236.62 0.0105583 0.00104626 84104.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3486.43 3206.45 0.0105614 0.00104763 84088.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3455.31 3176.43 0.0106013 0.0010684 83919.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3423.9 3147.28 0.0105559 0.00104871 84146.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3392.63 3117.5 0.0105443 0.00104524 84218.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3361.65 3088.79 0.0105749 0.00105349 84021.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3331.35 3060.13 0.0105445 0.00104867 84247.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3300.75 3031.6 0.0105536 0.00104656 84148.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3271.01 3003.01 0.0105747 0.00104835 83977.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3241.15 2975.42 0.0105539 0.00105007 84176.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3211.32 2948.65 0.0105586 0.00105817 84206.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3182.58 2920.94 0.0105561 0.00105022 84158.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3153.32 2894.45 0.0106036 0.00106844 83900.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3125.81 2865.59 0.0105667 0.00105187 84078.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3096.56 2839.35 0.0106273 0.0010503 83533.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3068.02 2813.6 0.010539 0.00104841 84294.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3041.16 2786.37 0.0105549 0.00104627 84134.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3012.82 2760.71 0.0105549 0.00104918 84159.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 2985.7 2734.95 0.0105533 0.00104761 84159.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2958.38 2710.28 0.0105571 0.00105017 84148.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2931.94 2685.52 0.0105588 0.00104697 84105.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2905.1 2660.12 0.0105672 0.00105042 84061.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2879.29 2634.95 0.0105993 0.00106533 83910.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2852.26 2611.15 0.0105724 0.00104944 84007.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2826.93 2586.74 0.0105395 0.00104543 84263.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2801.48 2562.14 0.0105598 0.00104882 84113.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2775.2 2539.91 0.0105471 0.00104617 84201.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2750.83 2515.84 0.0105619 0.00105378 84138.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2726.41 2491.88 0.0105862 0.0010543 83929.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2700.83 2469.38 0.0106037 0.0010589 83815.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2676.74 2446.57 0.0106042 0.0010525 83754.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2652.85 2423.28 0.0105926 0.00106696 83983.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2628.37 2401.5 0.0105867 0.00105178 83901.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2604.48 2379.14 0.0105737 0.00105299 84027.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2580.64 2357.71 0.0106553 0.00105558 83335.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2557.92 2335.66 0.0105973 0.00105753 83859.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2534.16 2314.56 0.0105994 0.0010549 83817.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2511.06 2294.03 0.0106376 0.00105995 83528.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2488.97 2272.14 0.0105862 0.0010555 83939.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2465.62 2251.77 0.0105674 0.00106094 84153.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2443.8 2230.72 0.0105786 0.00105752 84023.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2421.19 2210.58 0.0106105 0.00107237 83874.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2400.1 2189.54 0.0107885 0.00106503 82275.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2377.47 2169.86 0.0105677 0.00105411 84090.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2356.14 2150.09 0.0105653 0.00105389 84109.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2335.12 2130.53 0.0105867 0.00105984 83973.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2313.15 2110.61 0.0105752 0.00105468 84029.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2292.13 2091.31 0.0105704 0.00105298 84056.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2271.6 2071.38 0.0105857 0.00105634 83951.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2250.02 2052.8 0.0105966 0.00105503 83843.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2229.6 2034.25 0.0105855 0.00105288 83922.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2209.28 2015.15 0.0105984 0.00106992 83958.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2189.05 1996.96 0.0105745 0.00105514 84039.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2168.55 1979.09 0.0106646 0.0010594 83288.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2148.93 1960.22 0.010585 0.00105521 83947.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2129.74 1941.51 0.0105723 0.00106135 84113.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2109.23 1925.48 0.0105919 0.00105625 83895.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2090.27 1906.91 0.0105869 0.00105284 83910.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2070.93 1889.36 0.010581 0.00105528 83983.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2051.38 1872.73 0.0106071 0.00105454 83747.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2033.12 1854.78 0.0106031 0.00105715 83805.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2014.03 1838.03 0.0106333 0.0010765 83710 0
: 297 Minimum Test error found - save the configuration
: 297 | 1995.62 1821.18 0.0105741 0.00105837 84071.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1976.96 1804.61 0.0106047 0.00105265 83751.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1958.39 1787.67 0.0105915 0.00104747 83821.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1940.24 1771.56 0.0105868 0.00105565 83935 0
: 301 Minimum Test error found - save the configuration
: 301 | 1922.2 1755.18 0.0106172 0.00106075 83712.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1904.11 1739.36 0.0105966 0.00105225 83819.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1886.52 1723.53 0.0106023 0.00105892 83827.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1868.68 1708.09 0.0106105 0.00105457 83717.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1851.86 1691.92 0.0105883 0.00105488 83915.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1833.93 1677.42 0.0106457 0.00107336 83574.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1817.25 1661.45 0.0106059 0.0010607 83812 0
: 308 Minimum Test error found - save the configuration
: 308 | 1799.8 1645.95 0.0106794 0.00106141 83177.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1782.89 1630.95 0.0106196 0.00105942 83680.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1766.3 1615.95 0.0105877 0.00105297 83903.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1749.3 1601.24 0.0106046 0.00106062 83822.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1732.62 1586.94 0.0106014 0.00105299 83783.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1716.86 1571.89 0.0105917 0.00105469 83883.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1700.29 1557.6 0.0105905 0.00105758 83919.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1684 1543.62 0.0106214 0.00108336 83874.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1668.4 1529.35 0.0106028 0.00105702 83807 0
: 317 Minimum Test error found - save the configuration
: 317 | 1652.53 1515.16 0.010608 0.00105783 83768.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1636.27 1502.08 0.0105774 0.00105482 84010.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 1621.55 1488.05 0.0106053 0.00106051 83815.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1605.71 1474.4 0.0106029 0.00106373 83864.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1590.24 1461.51 0.0106045 0.0010574 83795.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1575.44 1447.19 0.0106067 0.00105558 83759.5 0
: 323 Minimum Test error found - save the configuration
: 323 | 1560.52 1433.16 0.0105956 0.00105536 83855.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1544.95 1421.03 0.0105951 0.00105518 83858.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1530.39 1407.68 0.010749 0.00105874 82557.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1516.05 1394.22 0.0105733 0.00104802 83987.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1501 1381.6 0.0106429 0.00112318 84036.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1486.88 1368.71 0.0105685 0.00105226 84066.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1472.6 1356.1 0.0105467 0.00105008 84240.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1458.5 1343.33 0.010572 0.00104835 84001.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1444.37 1331.23 0.0105615 0.00105415 84145 0
: 332 Minimum Test error found - save the configuration
: 332 | 1430.46 1319.22 0.0105884 0.00105365 83903.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1416.6 1307.29 0.0105736 0.00105145 84014.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1403.57 1295.54 0.0105624 0.00104685 84073.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1390.18 1282.19 0.0106121 0.00107727 83903.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1376.18 1270.55 0.010579 0.00105041 83957.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1362.82 1259.45 0.0105687 0.00105115 84055.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1350.15 1247.52 0.0105669 0.00104967 84057.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1337.45 1235.38 0.0105812 0.00105963 84020.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1323.83 1224.13 0.0105743 0.00104911 83987.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1310.95 1212.74 0.0106301 0.0010539 83540.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1298.94 1201.19 0.010566 0.00104825 84053.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1285.97 1190.07 0.0105596 0.0010498 84123.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1273.38 1179.42 0.0105682 0.00104824 84034.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1261.63 1167.73 0.0106022 0.00106756 83904.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1248.92 1157.34 0.0106096 0.00104936 83680.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1237 1146.37 0.0106472 0.00105824 83429 0
: 348 Minimum Test error found - save the configuration
: 348 | 1225.21 1135.54 0.0106078 0.00105498 83744.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1213.05 1124.85 0.0105942 0.00105444 83859.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1201.61 1113.94 0.0105762 0.00105593 84031.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1189.54 1103.75 0.0106071 0.00106557 83843.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1178.3 1093.39 0.0105986 0.00105538 83829 0
: 353 Minimum Test error found - save the configuration
: 353 | 1166.4 1083.2 0.0105818 0.00105358 83961.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1155.65 1072.7 0.0105899 0.0010582 83930.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1144.03 1063.02 0.0106115 0.00107148 83856.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1133.28 1052.86 0.0105838 0.00105254 83934.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1121.94 1043 0.0105943 0.00105683 83879.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1111.66 1032.93 0.0105849 0.00105425 83939.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1100.36 1023.44 0.0105991 0.00105929 83859.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1089.81 1013.51 0.0105845 0.00105858 83981.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1078.76 1003.91 0.0106027 0.00105434 83783.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1068.72 994.021 0.0106016 0.00105233 83776.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1057.91 984.71 0.010596 0.00105663 83863 0
: 364 Minimum Test error found - save the configuration
: 364 | 1047.82 975.577 0.0106288 0.00108335 83809.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1037.58 966.588 0.0105873 0.00106049 83973.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1027.3 956.817 0.0106487 0.00105915 83423.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1017.62 947.499 0.0106855 0.00107528 83244.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1007.06 938.922 0.0106014 0.00105398 83792.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 997.579 929.601 0.0105973 0.00105833 83867 0
: 370 Minimum Test error found - save the configuration
: 370 | 987.703 920.493 0.0105981 0.00105463 83826.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 977.967 911.6 0.0106055 0.00106469 83850.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 968.361 902.99 0.0105901 0.00105313 83883.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 959.028 894.433 0.0105822 0.00105321 83954.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 949.365 886.217 0.0106655 0.00107558 83420.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.36 877.075 0.0106093 0.00105597 83740.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 930.794 868.608 0.0105946 0.00105461 83857.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 921.736 860.261 0.0105959 0.0010535 83836.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 912.698 851.478 0.0105903 0.00105612 83908.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 903.261 843.708 0.0106067 0.00105452 83750.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 894.664 835.765 0.0106024 0.00105667 83807 0
: 381 Minimum Test error found - save the configuration
: 381 | 885.712 827.35 0.0105879 0.00105308 83903.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 876.97 820.064 0.0106093 0.00105504 83732.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 869.027 811.725 0.0105907 0.00105619 83905.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 860.105 803.791 0.0106337 0.00107851 83724.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 851.481 795.33 0.0106163 0.00106114 83724.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 842.784 787.647 0.0106691 0.00106765 83320.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 834.371 779.884 0.0105719 0.0010544 84055.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 826.253 771.899 0.0105788 0.00105595 84008.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 817.793 764.367 0.0105678 0.0010534 84083.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 809.779 756.681 0.0105943 0.00106001 83908.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.505 749.521 0.0105881 0.00105759 83940.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 793.519 742.133 0.010589 0.00105569 83916.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.776 734.135 0.0105633 0.00105039 84095.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 777.645 727.211 0.0105833 0.00106552 84053.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 770.308 719.76 0.0105668 0.00105001 84061.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.108 712.877 0.0105711 0.00105144 84036.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.51 705.925 0.010582 0.00104995 83927 0
: 398 Minimum Test error found - save the configuration
: 398 | 746.93 698.772 0.0105777 0.00106179 84070 0
: 399 Minimum Test error found - save the configuration
: 399 | 740.049 690.925 0.0105949 0.00105328 83843.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 732.186 684.322 0.0106 0.00105806 83840 0
: 401 Minimum Test error found - save the configuration
: 401 | 724.757 677.597 0.0105717 0.00104919 84011.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.348 671.147 0.0105728 0.00105257 84031.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.465 663.934 0.0105626 0.00104938 84093.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.137 656.772 0.0105991 0.00106549 83913.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 695.885 650.306 0.0105757 0.00104784 83964.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 688.596 643.963 0.0106383 0.00105525 83480.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 682.062 637.301 0.0105795 0.00105349 83981 0
: 408 Minimum Test error found - save the configuration
: 408 | 674.85 630.652 0.010553 0.00104882 84173.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 667.936 624.624 0.0105858 0.00105463 83935.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.411 617.766 0.0105821 0.00104685 83899.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.467 611.903 0.0105789 0.0010497 83952.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 648.323 605.557 0.0105817 0.00105336 83960.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 642.088 599.765 0.0105893 0.00105028 83865.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 634.964 593.083 0.010622 0.00106992 83751.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.432 587.172 0.0105897 0.00105039 83864 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.796 581.16 0.0105771 0.00105042 83975 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.644 574.385 0.0105734 0.00104756 83982.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.087 568.837 0.0105873 0.00105365 83913.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 602.994 563.115 0.0105944 0.0010527 83842.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.812 557.43 0.010585 0.0010631 84017 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.668 550.961 0.0105785 0.0010482 83943.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.454 544.922 0.0105946 0.00105444 83856.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.546 539.187 0.0106094 0.00106514 83819.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.453 534.18 0.0106032 0.00104923 83734.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.444 528.221 0.0105697 0.00105469 84077.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.739 522.674 0.0106388 0.00105119 83441.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 554.95 517.742 0.0105985 0.0010488 83771.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.573 511.506 0.0105743 0.00104959 83991.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.416 506.078 0.010603 0.00104854 83730.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 537.707 500.81 0.0105926 0.00105328 83863.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.081 495.505 0.0105774 0.00104837 83954.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.826 489.927 0.0105795 0.00105792 84020.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.467 484.548 0.0106212 0.00106401 83706.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 515.696 479.995 0.0106084 0.00104892 83686.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 510.454 474.784 0.0106321 0.00104905 83480.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.23 469.606 0.0105775 0.00105103 83976.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 499.921 464.621 0.0105633 0.00104783 84074 0
: 438 Minimum Test error found - save the configuration
: 438 | 495.36 460.862 0.0105807 0.00105354 83970.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.878 455.397 0.0106324 0.00109631 83892 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.972 449.73 0.0105802 0.00104959 83940.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.578 444.792 0.0105628 0.00105011 84098.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.283 440.096 0.0106057 0.00105539 83767.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.581 435.552 0.0106513 0.00106817 83480.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.695 430.288 0.0105962 0.00105105 83812.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 459.585 425.749 0.0106497 0.00105327 83363.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.799 421.129 0.0105684 0.00105398 84082.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.142 417.331 0.0105576 0.00104963 84139.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.722 411.992 0.0105702 0.00104999 84031.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.847 407.756 0.0105752 0.00104988 83986.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.307 403.668 0.0105809 0.00106375 84059 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.495 398.734 0.0105674 0.00104983 84055.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.133 394.951 0.0105728 0.00105985 84095.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.808 391.271 0.0105941 0.00106827 83982.3 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.474 386.141 0.0105675 0.00105584 84107.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.625 381.733 0.0105661 0.00104845 84054.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.249 376.886 0.0105565 0.00104954 84148.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.684 372.941 0.0105744 0.00104759 83973.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 400.398 368.86 0.0105697 0.00104966 84033.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.289 365.027 0.010562 0.00105002 84104.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.151 360.68 0.0105704 0.00105035 84033.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 387.89 357.345 0.010616 0.001052 83647 0
: 462 Minimum Test error found - save the configuration
: 462 | 383.996 353.608 0.0149523 0.00172863 60497.7 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.078 349.416 0.0158495 0.00169583 56522.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 375.651 344.963 0.0159853 0.0016956 55984.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 371.644 341.534 0.0135846 0.00105762 63862.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 367.886 337.764 0.0106005 0.00105203 83783.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.118 334.056 0.0105651 0.00105783 84146.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.222 330.174 0.0105787 0.00105266 83980 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.061 326.43 0.0105711 0.00104827 84009 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.537 323.143 0.010562 0.00105073 84110.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 348.531 319.091 0.010617 0.00107218 83815.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 344.913 316.267 0.0105712 0.00104904 84014.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.206 312.063 0.0105718 0.00105057 84023.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.449 308.314 0.0105509 0.00104918 84195.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 333.864 305.318 0.0105622 0.00104885 84092.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.469 302.108 0.0105743 0.00105179 84011.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 326.972 298.357 0.0105592 0.00105214 84147.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.438 295.375 0.0105649 0.00105294 84104.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.679 291.353 0.0105767 0.00104944 83969.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.472 289.292 0.010575 0.00104845 83975.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.903 285.477 0.0106241 0.0010685 83720.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.845 281.887 0.0105654 0.00105371 84107.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.59 278.618 0.0106433 0.00105897 83469.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.47 275.508 0.0105645 0.00105149 84095 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.901 271.86 0.0106118 0.00108019 83931 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.65 269.415 0.0105675 0.00104737 84032.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.694 267.125 0.010554 0.00104776 84155.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.049 262.581 0.0105592 0.0010452 84086.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.02 259.829 0.0105749 0.00105247 84011.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.61 257.131 0.0105892 0.00106535 83999.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.69 253.806 0.0105406 0.00104823 84278.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 277.407 251.576 0.0105539 0.00104802 84158 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.551 248.595 0.0105549 0.00104791 84148.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.393 244.878 0.0105566 0.00105318 84180.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.655 243.501 0.0105569 0.00104841 84135 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.626 239.942 0.0105495 0.00104856 84202.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.726 236.738 0.0105655 0.00105044 84077.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.749 234.514 0.0105747 0.00107296 84195.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 256.99 231.332 0.0105827 0.00105522 83967.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 253.976 229.177 0.0106095 0.00107083 83869.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.147 226.528 0.0105582 0.00105295 84163.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.641 224.618 0.0106576 0.00112418 83915.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.161 221.084 0.0105783 0.00104834 83945.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.98 219.206 0.0106117 0.0010539 83701.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.569 216.729 0.0106132 0.00105566 83703.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.021 214.516 0.0105974 0.00105445 83832 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.399 212.164 0.0106015 0.00105544 83804.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.821 210.104 0.0106153 0.00106526 83769 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.052 208.489 0.010608 0.00105604 83752.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.456 206.47 0.010656 0.00107461 83495.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.16 203.268 0.0106276 0.00105429 83565.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.58 201.358 0.0105938 0.00104824 83808.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.117 197.874 0.0105772 0.00106037 84061.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.69 196.017 0.0105845 0.00104727 83882.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.18 194.281 0.0105801 0.00105143 83957.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.01 192.084 0.0105705 0.00104915 84021.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.728 189.516 0.0105853 0.00104801 83881.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.288 187.155 0.0105755 0.00105919 84066.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.742 185.53 0.010574 0.00104758 83976.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.507 182.832 0.0105986 0.00106268 83893.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.569 181.028 0.0105624 0.00104791 84082.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.273 179.822 0.0106312 0.00104958 83493.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.807 177.187 0.0105891 0.00106106 83963.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.931 175.778 0.0106004 0.00104873 83755.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.685 173.394 0.0105631 0.00104788 84075.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.317 169.74 0.0105515 0.00105116 84207.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.194 169.284 0.0107387 0.00119087 83788.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.037 167.292 0.011211 0.00107869 78955.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.655 165.682 0.0113088 0.0011129 78463.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.396 162.448 0.0107507 0.00106218 82572.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.804 161.245 0.0105841 0.00105386 83943.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.789 160.417 0.0105624 0.0010488 84089.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.763 158.116 0.010589 0.00104635 83833.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.383 157.649 0.0105908 0.00105189 83866.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.184 154.01 0.0105877 0.00105038 83881.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.951 151.616 0.0105823 0.00105228 83945.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.796 150.857 0.0105578 0.00104937 84135.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.879 148.674 0.0105789 0.00104703 83929.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.202 147.421 0.01064 0.0010694 83589 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.195 145.154 0.0106049 0.00104939 83721.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.156 144.227 0.0105825 0.00105602 83976.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.569 141.843 0.0106677 0.00107076 83360.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.689 141.605 0.0106213 0.00105492 83625.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.815 140.094 0.0105963 0.00104718 83777 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.847 136.385 0.01059 0.00105263 83880.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.114 135.442 0.0105812 0.00104721 83910.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.507 133.808 0.010581 0.00105844 84011.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.56 132.402 0.0106075 0.00105263 83727.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.066 131.293 0.0106186 0.00106723 83757.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.383 130.06 0.0105889 0.0010508 83874.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.696 127.81 0.0105721 0.00105006 84015.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.921 126.125 0.010562 0.00105433 84142.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.508 125.472 0.0106035 0.0010516 83753.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.79 124.41 0.0105476 0.00104569 84193.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.436 122.278 0.0105554 0.00105229 84183.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.593 121.273 0.0105637 0.00104911 84081.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.899 119.362 0.0105558 0.00104726 84135.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.351 118.421 0.0105633 0.00104721 84068 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.751 116.691 0.0106323 0.00107139 83674.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.274 115.512 0.0105804 0.00104934 83936.5 0
: 561 | 126.826 115.789 0.0106107 0.00101778 83395.2 1
: 562 Minimum Test error found - save the configuration
: 562 | 125.574 112.231 0.01056 0.00104937 84116.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.96 110.997 0.0105559 0.00105131 84170.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.364 110.156 0.0105677 0.00104978 84052.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.76 109.322 0.0106104 0.00105379 83711.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.527 108.53 0.0106175 0.0010581 83687 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.918 105.575 0.0106203 0.00105583 83643.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.601 104.99 0.0106289 0.0010519 83533.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.187 104.302 0.0106512 0.00107001 83497 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.74 102.286 0.0106144 0.00105364 83675.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.502 101.101 0.0106372 0.00105611 83498.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.576 100.078 0.0106208 0.0010607 83680.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.172 98.9138 0.0106155 0.00105315 83661.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.8 96.614 0.0106236 0.00105269 83586.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.398 96.573 0.0106215 0.00105544 83628.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.976 95.3159 0.010633 0.00105195 83497.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.732 94.7559 0.0106097 0.0010528 83708.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.707 94.5429 0.0106142 0.00105592 83697.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.454 91.943 0.010694 0.00110631 83440.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.962 90.9352 0.0106252 0.00105555 83597.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.8602 90.0923 0.0106919 0.00105879 83047.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.6411 88.2192 0.0106414 0.00105645 83464.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.6339 86.8734 0.0106205 0.00105528 83636.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.7341 86.5318 0.0106209 0.00105495 83629.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.3693 85.3876 0.0106331 0.00105764 83547.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.9746 84.2738 0.0106111 0.00105506 83716.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.8912 83.9749 0.0106181 0.00105362 83642.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.8448 82.2882 0.0106288 0.00107237 83713.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.8588 81.9306 0.0106093 0.0010524 83709.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.8373 80.1856 0.01063 0.00105784 83575.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.6112 79.2044 0.0106355 0.00105357 83490.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.6319 78.0212 0.0106178 0.00105398 83648.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.9097 77.2567 0.0106109 0.00105514 83719.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.5913 76.1878 0.0106028 0.00105368 83777.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.4951 75.8364 0.0106246 0.00105089 83562.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.7717 74.4206 0.0106064 0.00105117 83724.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.6681 73.3829 0.0106306 0.00105539 83549.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.7129 72.4766 0.0106754 0.0010753 83332.3 0
: 599 | 80.5483 72.4976 0.0105833 0.0010181 83636.4 1
: 600 Minimum Test error found - save the configuration
: 600 | 79.9522 70.3534 0.0106979 0.00105958 83001.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.8767 69.7006 0.010608 0.00104956 83695.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.7737 68.7324 0.0106451 0.00105755 83441.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.0286 68.5852 0.010619 0.00105279 83627.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.2711 66.8181 0.0106019 0.00105299 83779 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.1363 66.3447 0.0106084 0.00104467 83649.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.2977 66.2273 0.010588 0.00104596 83839.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.4275 64.949 0.0105865 0.00104435 83838.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.6671 64.5094 0.010608 0.00106437 83825.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.7126 62.8815 0.0105841 0.0010468 83881 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.8631 62.2724 0.0105882 0.00105246 83895 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.0478 61.8146 0.010583 0.00104607 83884.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.3364 60.6794 0.0105719 0.00104432 83966.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.5332 60.612 0.0105897 0.00104684 83832.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.0965 59.089 0.0105868 0.00105221 83905 0
: 615 | 67.1505 59.1658 0.0105312 0.00101266 84046.8 1
: 616 Minimum Test error found - save the configuration
: 616 | 66.2556 57.8602 0.010571 0.00104657 83994.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.2255 57.6909 0.0105925 0.00105942 83918.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.5393 57.0209 0.0106225 0.00107124 83758.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.7984 54.9722 0.0105964 0.00104648 83770.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.9776 54.688 0.0106599 0.00104849 83234.6 0
: 621 | 62.1106 54.8861 0.0105702 0.00101461 83720.8 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.5509 53.4153 0.0106262 0.00104668 83511.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.8447 52.6564 0.0105848 0.00104392 83850.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.0693 52.3606 0.0105852 0.00104842 83886 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.2897 51.7499 0.010581 0.00104426 83886 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.8503 50.4351 0.0105868 0.0010463 83853.4 0
: 627 | 58.0498 50.8395 0.0105922 0.00102622 83629.6 1
: 628 Minimum Test error found - save the configuration
: 628 | 57.4283 49.77 0.0105792 0.00104736 83929 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.5275 48.6035 0.0105908 0.00104572 83812.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.8327 48.5044 0.0105838 0.00104399 83859 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.3546 47.0505 0.0105816 0.00104556 83892.4 0
: 632 | 54.7067 47.1373 0.0105243 0.00101267 84107.5 1
: 633 Minimum Test error found - save the configuration
: 633 | 53.8472 45.8728 0.0105622 0.00104656 84071.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3998 45.4911 0.0106335 0.00109092 83834.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.695 45.0413 0.0106061 0.00104536 83676 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.1886 44.3649 0.0106202 0.0010533 83622 0
: 637 | 51.3608 44.7421 0.0105844 0.00101391 83590.5 1
: 638 Minimum Test error found - save the configuration
: 638 | 51.0009 43.5185 0.0105957 0.00106018 83896.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.9651 42.7781 0.010624 0.00105269 83583.1 0
: 640 | 49.717 43.6091 0.0106349 0.00101763 83183.8 1
: 641 Minimum Test error found - save the configuration
: 641 | 49.1936 41.5616 0.0105923 0.00105145 83849.8 0
: 642 | 48.324 41.6586 0.0105734 0.00101961 83736.7 1
: 643 Minimum Test error found - save the configuration
: 643 | 47.8796 41.0214 0.0106158 0.00105346 83661.5 0
: 644 | 47.3848 41.6329 0.010567 0.00101773 83776 1
: 645 Minimum Test error found - save the configuration
: 645 | 46.9302 40.4544 0.0106002 0.00105182 83783.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.2414 39.7321 0.0106148 0.00104926 83633.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.5772 38.3291 0.0107015 0.001125 83537.8 0
: 648 | 45.1383 39.0374 0.0105578 0.00101606 83841.9 1
: 649 | 44.5828 38.7346 0.0105589 0.00101147 83791.9 2
: 650 Minimum Test error found - save the configuration
: 650 | 43.9829 37.5408 0.0105724 0.00105152 84025.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.4036 37.2495 0.0106033 0.00104973 83738.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.9179 36.068 0.0106066 0.00104554 83673 0
: 653 | 42.395 36.4973 0.0105633 0.00101588 83792.3 1
: 654 Minimum Test error found - save the configuration
: 654 | 41.9792 35.6409 0.0106013 0.00104878 83747.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.4949 35.0705 0.0105673 0.00104414 84005.7 0
: 656 | 41.1258 36.4662 0.0105583 0.00101435 83823.1 1
: 657 Minimum Test error found - save the configuration
: 657 | 40.3571 35.0106 0.0106057 0.00106413 83843.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.732 34.2327 0.0105847 0.0010478 83885.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.2832 33.8215 0.0106598 0.00104678 83220.9 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.9122 33.6887 0.0105677 0.00104499 84009.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.6135 33.3222 0.0117918 0.00225377 83875 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.9015 32.1688 0.0108538 0.00107331 81795.4 0
: 663 | 37.5541 32.4603 0.0106186 0.00101741 83322.8 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.2979 31.4449 0.0111177 0.00107496 79659.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.7082 31.035 0.0107929 0.00106879 82269.5 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2233 30.2164 0.0107255 0.00105274 82706.2 0
: 667 | 36.1185 31.7842 0.0106136 0.00101188 83318.1 1
: 668 | 35.3552 30.7106 0.0106688 0.0010768 83402.4 2
: 669 Minimum Test error found - save the configuration
: 669 | 34.8931 30.1779 0.0106683 0.0010554 83221.1 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.5812 29.4331 0.0106907 0.00107566 83203.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.0212 29.4031 0.010644 0.0010856 83696 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.705 28.4195 0.0106977 0.00107786 83161.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.1788 28.3913 0.0107134 0.00107699 83018.3 0
: 674 | 33.0526 29.1273 0.0106629 0.00101732 82940 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.5973 27.7598 0.0106681 0.00105491 83218.8 0
: 676 | 32.0684 28.1308 0.0106766 0.00102555 82892.6 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.7535 26.5266 0.0106778 0.0010556 83141.5 0
: 678 | 31.6239 26.6951 0.0107158 0.00102016 82511.7 1
: 679 | 31.0294 26.6548 0.0107274 0.00101562 82374.5 2
: 680 Minimum Test error found - save the configuration
: 680 | 30.5699 26.0753 0.0106721 0.00106107 83237.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.3086 25.9055 0.01073 0.00107724 82878 0
: 682 | 30.3155 26.6949 0.0105915 0.00102047 83585.3 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.6304 25.7634 0.0106602 0.0010536 83276.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.0788 25.1172 0.0106371 0.0010516 83459 0
: 685 | 28.6185 25.6077 0.0106315 0.00101272 83170.5 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.1928 24.3682 0.0107096 0.00107292 83016.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.9418 23.8935 0.0106963 0.00105217 82952.1 0
: 688 | 27.6034 24.4166 0.0106411 0.0010599 83496.5 1
: 689 | 27.1091 24.6244 0.0106071 0.00103323 83561.1 2
: 690 | 27.1209 24.0155 0.0106453 0.00103551 83248.5 3
: 691 Minimum Test error found - save the configuration
: 691 | 26.5497 23.3879 0.0107284 0.00107515 82873.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.2562 22.5241 0.0106882 0.00107226 83195 0
: 693 | 25.7056 22.6126 0.01061 0.001031 83516 1
: 694 | 25.4051 22.6267 0.0106065 0.00101516 83408.7 2
: 695 Minimum Test error found - save the configuration
: 695 | 25.2832 21.7784 0.0106265 0.00105367 83570 0
: 696 | 24.8863 23.0254 0.010638 0.0010156 83139.6 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.6413 21.0642 0.010739 0.00105781 82634.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.2731 20.9893 0.0107614 0.00105669 82433.9 0
: 699 | 23.8491 21.1728 0.0106363 0.00101644 83161.6 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.5641 20.3031 0.010761 0.00111404 82927.6 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.2418 20.1619 0.0106948 0.00105241 82966.8 0
: 702 | 22.8461 20.3729 0.0106446 0.00101538 83080.6 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.7119 19.5007 0.0106665 0.00105248 83211.7 0
: 704 | 22.3766 19.7632 0.0106037 0.00101417 83424.3 1
: 705 | 22.0845 19.5572 0.0107007 0.00102857 82712 2
: 706 | 22.241 19.6922 0.0107061 0.00101635 82561.6 3
: 707 Minimum Test error found - save the configuration
: 707 | 21.7224 19.2429 0.0106981 0.0011199 83523.4 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.3596 18.3574 0.0106358 0.00105846 83530.4 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.8559 18.2733 0.0106735 0.00105506 83174 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.522 18.1663 0.0106427 0.00105203 83414.3 0
: 711 | 20.298 18.5021 0.0107246 0.001064 82810.5 1
: 712 | 19.9977 18.3196 0.0106332 0.00102917 83298 2
: 713 | 19.6804 18.62 0.0106472 0.00101957 83094 3
: 714 | 19.6252 19.3177 0.0106271 0.00101673 83243 4
: 715 Minimum Test error found - save the configuration
: 715 | 19.3275 17.6896 0.0106982 0.00107636 83144.5 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.9432 16.6533 0.0106485 0.00105382 83379.2 0
: 717 | 18.7318 17.8526 0.0107026 0.00109163 83238.3 1
: 718 | 18.486 16.889 0.0106238 0.00101478 83255.1 2
: 719 | 18.2251 16.7109 0.0106297 0.00101314 83189.8 3
: 720 Minimum Test error found - save the configuration
: 720 | 18.0232 15.5167 0.0107119 0.00106466 82924.9 0
: 721 | 17.8908 17.1782 0.0106748 0.00101482 82815.5 1
: 722 | 17.5813 15.9289 0.0107342 0.00101443 82306.4 2
: 723 | 17.2363 16.5218 0.0106215 0.0010148 83275 3
: 724 | 17.1821 16.2352 0.0106179 0.00102129 83362.7 4
: 725 | 16.982 15.8242 0.0107214 0.0010445 82671 5
: 726 | 16.694 15.6367 0.0106781 0.001069 83254.2 6
: 727 | 16.385 15.9855 0.0107254 0.00101648 82398.6 7
: 728 Minimum Test error found - save the configuration
: 728 | 16.1894 15.4498 0.0106873 0.00105955 83093.1 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.0474 14.6859 0.0106958 0.00108307 83223.3 0
: 730 | 15.7449 14.8742 0.0106608 0.00103225 83085.9 1
: 731 | 15.6597 14.7938 0.01071 0.0010436 82761.1 2
: 732 Minimum Test error found - save the configuration
: 732 | 15.4182 14.5104 0.0106799 0.00105679 83133.1 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.1507 14.0483 0.0106386 0.00105212 83451.1 0
: 734 | 14.9681 14.1299 0.0106881 0.00101749 82725.3 1
: 735 | 14.7213 14.1155 0.0107319 0.00101629 82341.6 2
: 736 | 14.975 15.0331 0.0106094 0.00101588 83389.2 3
: 737 Minimum Test error found - save the configuration
: 737 | 14.4039 13.2144 0.0107883 0.00106139 82245.9 0
: 738 | 14.1925 13.9063 0.0106311 0.00101327 83178.9 1
: 739 | 14.0994 13.8947 0.0106371 0.00102822 83256.6 2
: 740 | 13.8132 13.5218 0.0106466 0.00101442 83055.2 3
: 741 Minimum Test error found - save the configuration
: 741 | 13.7962 12.3292 0.0106883 0.00105529 83047.7 0
: 742 | 13.6525 12.965 0.0107035 0.00101522 82574.4 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.4129 12.0905 0.0107762 0.00111736 82825.6 0
: 744 | 13.1837 13.2644 0.0106942 0.00108512 83254.3 1
: 745 | 13.0039 12.4824 0.0107388 0.00101716 82290.9 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.7999 11.9109 0.0107173 0.00109034 83099.9 0
: 747 | 12.7087 13.3678 0.0106233 0.00102746 83369.8 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.7303 11.4034 0.0107741 0.00108245 82545.1 0
: 749 | 12.298 12.1164 0.0106851 0.00103992 82943.1 1
: 750 | 12.1324 11.4849 0.0106613 0.0010173 82953.4 2
: 751 Minimum Test error found - save the configuration
: 751 | 12.0995 11.0703 0.0106964 0.00105948 83014.4 0
: 752 | 11.8159 11.5 0.0106661 0.00101604 82901.1 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.7711 10.3079 0.010718 0.00105431 82784 0
: 754 | 11.9216 11.1143 0.0106739 0.00101417 82818.1 1
: 755 | 11.3252 10.8909 0.0106399 0.00101605 83126.7 2
: 756 | 11.2499 10.4077 0.0106875 0.0010157 82714.5 3
: 757 Minimum Test error found - save the configuration
: 757 | 10.9967 9.64033 0.0107737 0.00106831 82428.8 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.0785 9.3114 0.0106655 0.00105403 83233.7 0
: 759 | 11.0904 10.387 0.01077 0.00101592 82017.1 1
: 760 | 10.8094 10.4722 0.0112603 0.00106518 78469.3 2
: 761 | 10.66 9.99495 0.010726 0.00104952 82674.5 3
: 762 | 10.3632 10.3482 0.0107517 0.00102256 82227.6 4
: 763 | 10.3048 10.214 0.0107386 0.00103647 82456.2 5
: 764 | 10.0972 9.70794 0.0106621 0.00101775 82950.1 6
: 765 | 9.82911 9.52252 0.0106726 0.00101619 82846.3 7
: 766 | 9.84083 10.0348 0.0106301 0.00104069 83425.3 8
: 767 | 9.63335 10.6352 0.0106454 0.00101453 83065.8 9
: 768 Minimum Test error found - save the configuration
: 768 | 9.55518 9.16829 0.0106973 0.00106279 83034.9 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.39258 9.10554 0.0110079 0.00125202 82001.5 0
: 770 | 9.27233 9.72423 0.0106526 0.0010205 83055.5 1
: 771 | 9.20114 9.13944 0.0107475 0.00105192 82512 2
: 772 Minimum Test error found - save the configuration
: 772 | 9.05952 9.0712 0.010895 0.00107755 81487.5 0
: 773 Minimum Test error found - save the configuration
: 773 | 9.18013 8.8432 0.0108302 0.00108048 82053.8 0
: 774 | 8.86324 10.2187 0.0106853 0.00104137 82953.4 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.84218 8.16371 0.010797 0.00107467 82285.2 0
: 776 | 8.62709 8.43124 0.0108606 0.00106969 81708.3 1
: 777 | 8.66525 8.55207 0.0106201 0.00103326 83448.1 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.38122 8.1427 0.0110514 0.00121393 81322.1 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.26617 7.45705 0.0108974 0.00106039 81325.7 0
: 780 | 8.20915 8.48626 0.0108653 0.00111481 82046.8 1
: 781 | 8.05028 8.50927 0.0107856 0.00101712 81895.8 2
: 782 | 8.3116 8.13695 0.0107535 0.00103059 82280.1 3
: 783 | 7.87656 9.20708 0.0106744 0.00101352 82807.9 4
: 784 | 7.73696 8.45101 0.0107685 0.00103805 82216.1 5
: 785 | 7.6314 8.7133 0.0106906 0.00102213 82743.1 6
: 786 | 7.8026 9.80805 0.0106522 0.0010149 83010.7 7
: 787 | 7.69477 8.04651 0.0107077 0.00101763 82558.6 8
: 788 Minimum Test error found - save the configuration
: 788 | 7.39203 7.44053 0.0108152 0.00106763 82071.8 0
: 789 | 7.31665 8.39129 0.0108195 0.00115908 82812.4 1
: 790 | 7.27668 8.33246 0.0108515 0.00101763 81351.8 2
: 791 | 7.25217 7.52449 0.010819 0.00102727 81701.3 3
: 792 | 7.3743 7.46321 0.0106455 0.00101625 83080.2 4
: 793 | 7.25353 9.14048 0.0107535 0.00107134 82625.9 5
: 794 | 7.07981 8.12779 0.0106197 0.00102001 83336.2 6
: 795 Minimum Test error found - save the configuration
: 795 | 6.77613 6.73922 0.0108167 0.00111914 82495.1 0
: 796 | 6.74987 8.5381 0.0106217 0.00101532 83278.2 1
: 797 | 6.54928 6.76298 0.0107223 0.00104701 82684.4 2
: 798 | 6.47936 6.89294 0.0107118 0.0010621 82904.5 3
: 799 Minimum Test error found - save the configuration
: 799 | 6.4424 6.70406 0.0109263 0.00115068 81835.8 0
: 800 | 6.30994 7.47271 0.0109178 0.0012658 82884.7 1
: 801 | 6.25508 7.30308 0.0106266 0.00101527 83235.5 2
: 802 | 6.13738 7.48759 0.0107398 0.00101731 82283 3
: 803 | 6.10965 7.53895 0.0106582 0.00101544 82963.7 4
: 804 Minimum Test error found - save the configuration
: 804 | 5.945 6.55082 0.0106753 0.00106434 83238.1 0
: 805 | 5.94888 7.3129 0.0106674 0.00101511 82881.7 1
: 806 | 5.882 7.09007 0.0108157 0.00101623 81637.3 2
: 807 | 5.79565 7.04721 0.0106215 0.00101866 83308.7 3
: 808 | 5.67746 6.85714 0.0106128 0.0010155 83356.5 4
: 809 | 5.60197 7.21439 0.0105762 0.00101358 83659.4 5
: 810 | 5.60091 7.26383 0.0106115 0.00101495 83363.2 6
: 811 | 5.68498 7.76195 0.0106581 0.00101412 82953.7 7
: 812 | 5.5677 6.88605 0.010631 0.00101635 83206.4 8
: 813 | 5.58741 6.98989 0.0105618 0.00101376 83786.9 9
: 814 | 5.53024 7.29924 0.0106625 0.0010139 82913.6 10
: 815 | 5.39796 6.7436 0.0106121 0.00101352 83345.7 11
: 816 | 5.29925 7.40004 0.0105823 0.00101355 83605.9 12
: 817 | 5.19657 7.82073 0.0105527 0.00101401 83868.6 13
: 818 | 5.20645 7.61039 0.0106501 0.00101752 83051.8 14
: 819 | 5.10753 7.06412 0.0106241 0.00103733 83447.9 15
: 820 | 4.95204 7.10704 0.0105579 0.00101717 83850.9 16
: 821 Minimum Test error found - save the configuration
: 821 | 4.89197 6.29854 0.0106067 0.00106836 83871.7 0
: 822 | 5.06442 7.65495 0.0106389 0.00101755 83148 1
: 823 | 4.9719 6.79496 0.0105798 0.00102075 83690.6 2
: 824 | 4.79625 6.63034 0.0105924 0.00101365 83518.6 3
: 825 | 4.84284 6.71688 0.0105628 0.00101348 83775.7 4
: 826 | 4.64266 7.44725 0.0105579 0.00101405 83823.6 5
: 827 | 4.52919 7.53093 0.0106215 0.0010154 83280.3 6
: 828 Minimum Test error found - save the configuration
: 828 | 4.59538 6.19761 0.0105903 0.0010537 83887.3 0
: 829 | 4.58049 6.98402 0.0105791 0.0010145 83641.7 1
: 830 | 4.54003 6.52672 0.0105847 0.0010137 83586.1 2
: 831 | 4.37759 8.05947 0.0105694 0.00101618 83741.1 3
: 832 | 4.27754 7.25016 0.0105698 0.0010136 83715.1 4
: 833 | 4.32095 6.97124 0.0105633 0.00101559 83789.5 5
: 834 | 4.50217 6.57511 0.0106462 0.00101679 83079.2 6
: 835 | 4.15898 7.4447 0.010567 0.00101545 83756.5 7
: 836 | 4.13326 7.74155 0.0106004 0.00101629 83471.2 8
: 837 | 4.15596 7.04843 0.0105919 0.00101531 83537.3 9
: 838 | 3.97921 7.75253 0.0105605 0.00101505 83809.4 10
: 839 | 4.03654 6.5536 0.0105831 0.001014 83602.7 11
: 840 | 4.07456 7.54844 0.0105889 0.00101414 83552.7 12
: 841 | 3.93491 7.28832 0.0105885 0.00102315 83634.9 13
: 842 | 4.04014 7.3654 0.0105892 0.00101426 83551.2 14
: 843 | 4.04001 10.4053 0.0105655 0.00101337 83750.8 15
: 844 | 4.07978 7.5474 0.0105696 0.00101289 83710.8 16
: 845 | 4.05622 7.58161 0.0106171 0.00102209 83376.8 17
: 846 | 4.57882 8.37197 0.0107367 0.00101315 82274.7 18
: 847 | 4.24618 6.37648 0.0105931 0.00101586 83531.3 19
: 848 | 3.80101 7.86341 0.0105628 0.00101381 83778.9 20
: 849 | 3.69279 8.01165 0.0105759 0.00101516 83675.7 21
:
: Elapsed time for training with 1000 events: 9.01 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: 0.0111 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: 0.815 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.157 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= 3.2825e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06281e+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: 0.0322 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: 0.0361 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: 0.00178 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: 0.0955 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: 0.886 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: 0.0214 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00286 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: 0.0373 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00456 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: 0.00242 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000592 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: 0.0964 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.887 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.099 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 : -0.821 0.165 6.19 1.75 | 3.188 3.211
: 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 : 0.0428 0.253 2.24 1.29 | 3.349 3.343
: 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.