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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.258 sec
: Elapsed time for training with 1000 events: 0.261 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00258 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: 0.000737 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00439 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: 0.000187 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00108 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 = 31477.8
: --------------------------------------------------------------
: 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 | 33059.8 31144 0.0100506 0.00102679 88654.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32620.4 30665.6 0.0100631 0.00100471 88315.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 32023.1 30113 0.0102045 0.00101465 87052.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31413.2 29574.7 0.0102403 0.00101301 86699.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30774.1 28949.2 0.0103032 0.00101467 86128.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 30036 28147.4 0.0101101 0.00101366 87946.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 29322.3 27460.4 0.0100921 0.00100959 88081.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28827.8 27069.1 0.0100118 0.000993397 88707.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 28460 26741.2 0.00996105 0.000982596 89102.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 28137.4 26432 0.00994121 0.000981667 89290.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27824.6 26146.1 0.00993872 0.000979426 89292.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 27531.1 25871.8 0.00997628 0.000982586 88951.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 27251.2 25603.3 0.00992859 0.000980947 89409.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26974.9 25346.2 0.00994086 0.000985706 89334.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26710.7 25092.7 0.00993935 0.000978196 89274.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 26448.9 24847.9 0.00994657 0.000983088 89251.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 26193.3 24610 0.00993105 0.000982217 89397.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25944.9 24375 0.00997722 0.000999296 89107.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25703.9 24139.1 0.00992781 0.000978928 89396.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25462.1 23909.4 0.00992497 0.000978466 89420.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25223.4 23686.6 0.0099213 0.000986517 89537.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24992.2 23465 0.00994059 0.000978997 89269.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24764.1 23245 0.00992739 0.000979317 89404.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24533.6 23034.2 0.00993374 0.000982006 89368.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 24314.2 22820.9 0.00995287 0.000981897 89176.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 24092.3 22613.1 0.0100639 0.000988636 88151.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23874.1 22408.8 0.00994242 0.000980776 89269.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23661.1 22204.3 0.00997549 0.000995427 89086.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23447.2 22004.7 0.00995067 0.000983686 89216.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 23240.3 21803.6 0.00994937 0.000982707 89219.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 23030.8 21608.4 0.00996997 0.000981537 89003.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22826.6 21414.5 0.00996231 0.000984347 89107.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22623.8 21223.3 0.0100101 0.000996626 88756 0
: 34 Minimum Test error found - save the configuration
: 34 | 22425.2 21031.8 0.00996881 0.000985867 89057.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 22223.5 20848.2 0.00995988 0.000984736 89135.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 22029.4 20663.5 0.00999595 0.000985706 88787.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21835.7 20480.9 0.00997947 0.000985546 88949 0
: 38 Minimum Test error found - save the configuration
: 38 | 21647.7 20294.9 0.00996544 0.000983497 89067.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21452.2 20119.6 0.0100523 0.00100146 88389.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 21268.5 19940.1 0.0099801 0.000983926 88926.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 21082.1 19763.7 0.00999169 0.000989187 88864.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20895 19593.9 0.010046 0.00100801 88515.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20717.1 19419.6 0.0100009 0.000988147 88763 0
: 44 Minimum Test error found - save the configuration
: 44 | 20535.9 19248.3 0.00998686 0.000986787 88888.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 20356.3 19079.1 0.0100024 0.000991436 88780.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 20175.5 18912.4 0.0100472 0.000990127 88328.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 20001.1 18739.9 0.0101662 0.00100625 87336.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19825 18572.2 0.0100645 0.000998147 88238.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19650.7 18417.3 0.0101015 0.00100996 87994.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 19478.7 18252.3 0.0100758 0.000997106 88118.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 19304.7 18085.9 0.0100822 0.00100141 88098.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 19141.1 17933.9 0.0100888 0.00100461 88064.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18969.7 17772.6 0.0101155 0.00100638 87823.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18803.6 17614.2 0.0101334 0.00100075 87597.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18641.3 17457.9 0.0101191 0.000999177 87719.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18476 17299.7 0.0101143 0.000999687 87771.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 18309.7 17142.7 0.0101314 0.00100185 87627.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 18146.9 16993.4 0.0101406 0.00101587 87673.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17988.6 16841.5 0.0102099 0.00103261 87171.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17829.5 16686.4 0.0101618 0.00100541 87370.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17672 16533.6 0.0101728 0.00100993 87308.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17512 16385.7 0.010166 0.001006 87336.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17357.5 16237.9 0.0101548 0.00102333 87609.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 17203.5 16089.5 0.0101623 0.00100674 87378.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 17048 15944.7 0.0101665 0.00100722 87342.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16896.1 15801.8 0.0102007 0.0010174 87114.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16748.2 15656.7 0.0102694 0.00102804 86567 0
: 68 Minimum Test error found - save the configuration
: 68 | 16598 15514.4 0.010161 0.00100752 87398.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16446.9 15378.5 0.0102128 0.00103504 87167.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16303.4 15238.2 0.0102043 0.00102881 87188.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 16157.7 15099.6 0.0101686 0.00100628 87314.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 16012.5 14964.8 0.0101755 0.00100772 87262.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15870.3 14830.7 0.010158 0.00100689 87421 0
: 74 Minimum Test error found - save the configuration
: 74 | 15731.2 14693.4 0.0102219 0.00101501 86891.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15587.3 14562.7 0.0101914 0.00100957 87128.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15449.5 14431.3 0.0101856 0.00100708 87160.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15312.7 14300.7 0.010181 0.0010082 87214.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15174.7 14172.1 0.0101969 0.00101114 87091.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 15039.6 14045.5 0.0101901 0.00100695 87116.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14904.7 13920.5 0.0102209 0.00102539 86998.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14774.7 13792.8 0.0101978 0.00100953 87067.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14640 13669.9 0.0101939 0.00100968 87106.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14512.4 13543.7 0.0102028 0.00101401 87062.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14379.9 13423.7 0.0102066 0.00101012 86990.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 14254.2 13301 0.0101917 0.00101114 87140.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 14125.4 13181.6 0.0102148 0.00102525 87055.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 14000.3 13062.5 0.0102033 0.00102166 87130 0
: 88 Minimum Test error found - save the configuration
: 88 | 13875 12944.7 0.0103076 0.0010263 86194.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13752 12827 0.0102218 0.00100986 86843.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13627.9 12712.2 0.010245 0.00102764 86793.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13506.3 12598.5 0.0102045 0.00101077 87016 0
: 92 Minimum Test error found - save the configuration
: 92 | 13385.3 12486.7 0.0102173 0.00101922 86974.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 13266.1 12374.7 0.0102242 0.00102109 86926.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 13149.5 12261.2 0.0102108 0.0010103 86952 0
: 95 Minimum Test error found - save the configuration
: 95 | 13031 12150.2 0.0102124 0.00101364 86968.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12913.4 12041.7 0.0102095 0.00101222 86982.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12798.9 11932.8 0.0102102 0.00100931 86948.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 12684.2 11825.2 0.0102075 0.00101583 87035.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12571.5 11717.7 0.0102292 0.00101572 86828.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12457.2 11613.4 0.010235 0.00102745 86884.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12346.6 11508.6 0.0102141 0.00101978 87009.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12236.5 11404.3 0.0102121 0.00100792 86917 0
: 103 Minimum Test error found - save the configuration
: 103 | 12125.6 11302.7 0.0102509 0.00102059 86671.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 12017.3 11201.5 0.010198 0.00101162 87085.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11911 11098.9 0.0101984 0.00101084 87073.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11803.9 10997.7 0.010236 0.00101194 86729.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11697.6 10898.2 0.0102219 0.00101559 86896.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11592.3 10800 0.0103305 0.00103035 86020.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11487.3 10704.1 0.0102415 0.00101534 86710.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11386.7 10605.4 0.0102467 0.00102563 86758.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 11282.1 10510.6 0.0102543 0.00101602 86595.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 11181.2 10416.4 0.0102051 0.00101132 87015.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 11082.2 10320.6 0.0102067 0.00101556 87040 0
: 114 Minimum Test error found - save the configuration
: 114 | 10981.3 10227.3 0.0102285 0.00101316 86811.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10881.5 10136.4 0.0102211 0.00101542 86902.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10785.3 10044.3 0.010207 0.00101261 87009.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10686.7 9954.71 0.0102213 0.00102492 86990.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10592.7 9862.8 0.0102184 0.00101152 86891.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10495.8 9773.74 0.0102217 0.00101009 86847.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10401.4 9685.39 0.0102287 0.00102489 86920.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10306.3 9600.19 0.0102232 0.00101451 86874.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 10215.7 9511.44 0.0102135 0.0010155 86975 0
: 123 Minimum Test error found - save the configuration
: 123 | 10122.2 9426.48 0.0104304 0.00107265 85490.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 10031.5 9341.13 0.0102864 0.00101946 86328 0
: 125 Minimum Test error found - save the configuration
: 125 | 9940.85 9255.9 0.0102264 0.00101632 86861 0
: 126 Minimum Test error found - save the configuration
: 126 | 9851.28 9172.26 0.0102994 0.00101517 86167.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9761.25 9089.4 0.0102146 0.00101084 86921.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9674.32 9006.95 0.0103613 0.00102364 85674.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9585.95 8925.61 0.0103933 0.00102508 85394.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9499.66 8845.09 0.0102761 0.0010508 86718 0
: 131 Minimum Test error found - save the configuration
: 131 | 9413.47 8765.78 0.0102583 0.00101695 86567.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9327.94 8686.47 0.0103549 0.00102158 85714.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9244.82 8607.25 0.0102524 0.00101726 86625.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 9161.43 8527.03 0.0102042 0.00101456 87054.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 9076.72 8451.88 0.010408 0.00103238 85327.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8994.71 8375.96 0.0102514 0.00102119 86671.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8914.54 8298.06 0.0102395 0.00101926 86765.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8832.65 8222.77 0.0102903 0.00103577 86444.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8753.2 8147.28 0.0102688 0.00101895 86487.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8673.47 8074.54 0.0102459 0.00101939 86706.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8593.82 8002.06 0.0103942 0.00102109 85350.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8517.09 7927.49 0.0103404 0.00103373 85959.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8439.56 7856.01 0.0102839 0.00101716 86330.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8363.08 7782.81 0.0102719 0.00101995 86468.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8286.8 7712.16 0.0102582 0.00102137 86609.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8211.31 7642.4 0.0102269 0.00101217 86817 0
: 147 Minimum Test error found - save the configuration
: 147 | 8136.56 7572.05 0.0104244 0.00102839 85142.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 8062.6 7503.06 0.0103887 0.00104621 85630 0
: 149 Minimum Test error found - save the configuration
: 149 | 7990.35 7433.03 0.0102608 0.00102146 86585.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7915.92 7367.3 0.0102711 0.00103159 86584.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7845.36 7297.32 0.0103908 0.00104237 85575.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7773.4 7229.87 0.0103706 0.00102416 85593.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7702.07 7164.19 0.010261 0.00101971 86568.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7632.41 7099.52 0.0102741 0.00101733 86423.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7562.91 7034.53 0.0103114 0.00102329 86132 0
: 156 Minimum Test error found - save the configuration
: 156 | 7494.7 6968.16 0.0102833 0.001023 86390.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7425.68 6902.78 0.0102251 0.00101939 86902.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7357.07 6840.31 0.0102641 0.00101853 86528.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7290.16 6778.17 0.0102301 0.00101411 86805.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7224.85 6714.25 0.0119302 0.00102598 73366.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 7158.16 6652.21 0.010378 0.00104574 85724.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 7091.76 6593.05 0.0103789 0.00102147 85493.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 7028.51 6530.68 0.0102782 0.00102014 86411.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6964.11 6470.42 0.0102721 0.00102047 86470.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6899.65 6409.87 0.0102798 0.00102509 86442.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6837.5 6351.79 0.0102253 0.00101619 86870.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6774.75 6290.23 0.0115403 0.00174418 81664.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6712.95 6233.77 0.0116719 0.0011373 75940.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6650.7 6175.07 0.0106004 0.00108072 84036.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6589.79 6118.33 0.0105385 0.00115936 85295.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6530.7 6060.33 0.0103801 0.00108601 86076.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6470.3 6003.98 0.0103942 0.00104614 85579.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6409.71 5950.06 0.0105115 0.00105279 84577.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6352.9 5891.77 0.0109602 0.00104476 80682.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6292.38 5841.48 0.0104978 0.00104921 84669.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6236.91 5783.84 0.0107191 0.00112178 83356.3 0
: 177 Minimum Test error found - save the configuration
: 177 | 6178.36 5732.29 0.0104499 0.00105243 85129 0
: 178 Minimum Test error found - save the configuration
: 178 | 6122.89 5676.55 0.010418 0.00104578 85358.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 6066.14 5625.1 0.0104138 0.00103153 85267.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 6010.94 5569.6 0.0105494 0.00105189 84233 0
: 181 Minimum Test error found - save the configuration
: 181 | 5954.36 5519.83 0.0106752 0.0010335 82972.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5899.91 5469.08 0.0104778 0.00102947 84670.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5846.88 5416.84 0.0103875 0.00103391 85528.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5792.37 5365.99 0.0104051 0.00103251 85355.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5739.35 5315.82 0.0103879 0.00102571 85449.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5686.35 5266.62 0.0103943 0.00102361 85372.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5633.88 5218.32 0.010397 0.00102709 85379.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5583.09 5168.19 0.01048 0.00103086 84663.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5530.91 5120.8 0.0103981 0.00102948 85391.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5479.14 5073.36 0.0104577 0.00106327 85156.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5430.53 5026.03 0.0103925 0.001024 85392.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5379.93 4977.52 0.0105225 0.0010316 84291 0
: 193 Minimum Test error found - save the configuration
: 193 | 5330.36 4930.93 0.0103532 0.00102687 85778.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5279.88 4887.93 0.0103512 0.00102324 85763.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5232.91 4841.28 0.0104291 0.00102322 85053.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5184.62 4795.31 0.0103608 0.00102647 85705.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 5136.65 4751.54 0.010411 0.00102868 85266.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5089.9 4705.95 0.010542 0.00104367 84225.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 5042.14 4663.52 0.0104084 0.00102443 85251.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 4995.66 4620.5 0.0104544 0.00104588 85029 0
: 201 Minimum Test error found - save the configuration
: 201 | 4949.93 4578.11 0.0104369 0.00105829 85300.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4904.75 4535.69 0.0104114 0.00104186 85383 0
: 203 Minimum Test error found - save the configuration
: 203 | 4860.56 4491.53 0.0103676 0.00104247 85789.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4814.61 4449.75 0.0104515 0.0010319 84928.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4770.29 4408.68 0.0103704 0.00103165 85664.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4726.98 4367.37 0.010385 0.00104565 85659.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4683.54 4326.68 0.0103802 0.00103599 85614.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4639.87 4286.98 0.0104849 0.00104539 84749.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 4598.04 4246.68 0.0104187 0.00107606 85629.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4554.72 4207.54 0.0103817 0.00104302 85665.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4514.26 4167.61 0.0103743 0.00102476 85565.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4472.32 4128.85 0.01047 0.00104764 84904.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4431.05 4090.59 0.0103906 0.00103531 85513.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4389.95 4053.59 0.0104049 0.00102418 85281.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4349.27 4016.55 0.0104453 0.00102847 84954.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4310.95 3978.09 0.0103815 0.00102383 85491.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4270.91 3941.04 0.0103593 0.00102424 85698.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4231.85 3904.14 0.0105147 0.00104094 84443.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 4192.54 3868.26 0.0104969 0.0010397 84591.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4155.08 3831.61 0.0104671 0.00104842 84937.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4115.84 3796.76 0.0104457 0.0010318 84981 0
: 222 Minimum Test error found - save the configuration
: 222 | 4078.28 3762.38 0.0105312 0.00104993 84377.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 4041.8 3726.64 0.0103895 0.00103411 85512.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 4005.21 3691.21 0.0103885 0.00103943 85569.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3968.6 3656.1 0.0104021 0.00104377 85485 0
: 226 Minimum Test error found - save the configuration
: 226 | 3931.7 3622.37 0.0103611 0.00103862 85813.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3895.7 3589.37 0.0104909 0.0010801 85008.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3860.15 3556.28 0.0105311 0.00104845 84364.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3825.8 3522.97 0.0105201 0.00105599 84529.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3789.82 3491.13 0.0104333 0.00108289 85557.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3756.52 3458.17 0.0104141 0.00105369 85466.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3722.02 3425.86 0.0104316 0.00104747 85250.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3687.74 3394.23 0.010435 0.00105359 85275.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3654.81 3362.52 0.0104014 0.0010592 85633.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3621.77 3331.6 0.0103857 0.00104808 85675.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3588.58 3300.35 0.0104257 0.00106157 85432 0
: 237 Minimum Test error found - save the configuration
: 237 | 3555.35 3270.18 0.0103964 0.00106399 85722.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3523.78 3239.62 0.0104633 0.001059 85067.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3491.97 3209.45 0.0104477 0.00103784 85017.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3459.78 3179.52 0.0104331 0.0010719 85459.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3428.39 3150.67 0.0104341 0.0010791 85515.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3397.94 3120.82 0.0114365 0.0013755 79515.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3366.58 3092.39 0.0105094 0.00105733 84637.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3336.05 3063.99 0.0104084 0.00106131 85588.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3306.07 3035.69 0.0103847 0.00104488 85654.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3275.65 3007.54 0.0103018 0.00102269 86215.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3246.17 2980.02 0.0103195 0.00103855 86198 0
: 248 Minimum Test error found - save the configuration
: 248 | 3216.85 2952.22 0.0116415 0.00107046 75678.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3187.63 2924.31 0.0111397 0.00113737 79981.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3158.98 2896.87 0.0140284 0.00171969 64994.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3129.71 2870.62 0.0122411 0.00117973 72324.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3101.32 2844.28 0.0114016 0.00102985 77132.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 3073.91 2817.79 0.0103077 0.00102182 86152.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 3045.36 2791.78 0.0103092 0.00103402 86251.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 3018.15 2766.53 0.0103548 0.00102595 85755.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2991.04 2740.82 0.0102813 0.00102147 86394.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 2964.09 2714.6 0.010333 0.00103502 86039.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2936.63 2690 0.0102842 0.00101991 86352.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2910.15 2665.13 0.0103157 0.00104293 86274.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2883.96 2640.7 0.0102762 0.00102436 86469.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2858.24 2615.94 0.0103124 0.00102469 86135.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2832.29 2591.32 0.0102622 0.00101953 86555.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2805.96 2568.06 0.0103742 0.00102572 85575.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2781.64 2544.35 0.0103167 0.00102089 86059.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2756.15 2520.5 0.0102995 0.0010223 86233.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2731.44 2497.09 0.010273 0.00102188 86475.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2706.44 2474.29 0.0104005 0.00102676 85344.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2681.72 2451.8 0.0102895 0.00102309 86333.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2657.72 2429.02 0.0104182 0.00104494 85349.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2634.43 2406.19 0.0102899 0.00102218 86320.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2609.72 2384.16 0.0102985 0.00103161 86329.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2586.43 2362.33 0.0102935 0.00102276 86293.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2562.34 2341.61 0.0102721 0.00101797 86447.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2540.04 2319.24 0.0102787 0.00101778 86384.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2517.17 2297.71 0.010359 0.00102549 85712.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2493.74 2276.54 0.010304 0.00103843 86340.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2470.95 2256.5 0.0102736 0.0010199 86451.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2449.28 2235.21 0.0103572 0.00103674 85833 0
: 279 Minimum Test error found - save the configuration
: 279 | 2426.63 2214.95 0.0103229 0.00104482 86224.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2404.37 2194.96 0.0102901 0.0010204 86302.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2382.92 2175.08 0.0103517 0.00103838 85898.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2361.47 2154.19 0.0102999 0.00101892 86197.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2339.49 2134.82 0.0102663 0.00101659 86489.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2317.78 2115.68 0.0103295 0.0010229 85960.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2296.73 2096.65 0.0102671 0.00101804 86494.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2276.3 2077.03 0.01354 0.00105625 64083.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2255.49 2057.63 0.0106795 0.00103931 82985.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2234.74 2038.45 0.0106608 0.00105226 83259.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2214.4 2019.65 0.0103507 0.00104424 85962.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2193.68 2001.26 0.0103005 0.00102701 86267.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2173.51 1983.01 0.0103066 0.00102174 86161.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2154.01 1964.54 0.0103225 0.00102269 86023.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2133.42 1947.08 0.0102881 0.00101884 86306.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2114.02 1929.4 0.0102837 0.00101965 86355.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2095.2 1910.9 0.0102821 0.00101612 86337.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2075.34 1894.18 0.010323 0.00102252 86016.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2056.66 1875.89 0.0102851 0.00102173 86361.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 2036.67 1859.82 0.0102686 0.0010187 86487.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 2018.95 1841.8 0.0103846 0.00104727 85677.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1999.55 1825.48 0.0102695 0.00102124 86503.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1981.51 1808.39 0.0102863 0.00102104 86343.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1963.21 1791.8 0.0102736 0.00101865 86440.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1944.08 1775.72 0.0102846 0.0010186 86337.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1926.31 1759.71 0.0103058 0.00102137 86166 0
: 305 Minimum Test error found - save the configuration
: 305 | 1908.53 1743.58 0.0103123 0.00104608 86335.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1890.68 1727.78 0.0103208 0.00105744 86362.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1873.15 1712.27 0.0104098 0.00102795 85271.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1855.55 1696.48 0.0103332 0.0010324 86013.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1838.56 1680.52 0.0103072 0.00103626 86291 0
: 310 Minimum Test error found - save the configuration
: 310 | 1820.73 1665.58 0.010282 0.00101881 86363.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1804.03 1650.48 0.0102806 0.00101957 86383.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1787.07 1635.18 0.0102903 0.00102058 86302 0
: 313 Minimum Test error found - save the configuration
: 313 | 1770.18 1620.69 0.0105592 0.00103742 84017.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1753.7 1605.22 0.0102985 0.0010315 86327.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1736.65 1591.25 0.0102991 0.00102175 86231.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1720.96 1576.38 0.0103373 0.00104502 86092.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 1704.24 1562.09 0.0103102 0.00101975 86109.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1688.55 1548.1 0.0102854 0.00101907 86334.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1672.4 1533.74 0.0103019 0.00103583 86336.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1656.69 1519.59 0.0102921 0.00101945 86275.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1640.93 1505.61 0.0102691 0.00101888 86484.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1624.78 1491.95 0.0103368 0.00108029 86426.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1609.65 1478.38 0.010392 0.00105673 85696.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1594.1 1464.97 0.0102965 0.00102374 86274.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1579.28 1451.08 0.0102764 0.00102151 86440.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1564.15 1437.69 0.010299 0.00101928 86209.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1549.13 1424.37 0.0104024 0.0010267 85326.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1534.16 1411.81 0.0105906 0.00104131 83776.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1519.65 1398.99 0.010423 0.00104719 85325.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1505.24 1385.56 0.0103505 0.00102794 85813.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1491.31 1372.39 0.0103715 0.00102756 85617 0
: 332 Minimum Test error found - save the configuration
: 332 | 1476.03 1360.12 0.0103047 0.00102702 86228.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1462.31 1347.5 0.010276 0.00102246 86453.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1447.87 1335.37 0.0106519 0.00134251 85934.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1434.25 1323.08 0.0106365 0.00104642 83419.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1420.75 1310.42 0.0103596 0.00102599 85712.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1406.85 1298.51 0.010303 0.00102381 86214.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1393.28 1286.29 0.0104963 0.00103279 84534.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1379.57 1274.61 0.0104541 0.00104398 85015.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1367.25 1262.4 0.0103064 0.00102595 86202.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1353.51 1250.26 0.0103153 0.00104151 86264.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1340.25 1239.28 0.0102862 0.00101936 86329.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1327.5 1228.66 0.0102904 0.00101842 86281.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1314.94 1216.71 0.0103089 0.001023 86151.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1302.02 1205.44 0.0102711 0.00101752 86452.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1289.98 1193.44 0.0102762 0.00101806 86410.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1276.4 1183.4 0.0103851 0.00102752 85492.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1265.04 1171.76 0.0102835 0.00102467 86404.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1252.29 1161.22 0.0103018 0.00103962 86372.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1240.6 1149.89 0.0102827 0.00101931 86361.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1228.39 1139.2 0.0102814 0.00102798 86454.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1216.37 1129.04 0.0114606 0.00103924 76765.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1205.07 1118.21 0.0102868 0.00101831 86313.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1193.28 1107.82 0.0102778 0.00101975 86411.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1181.56 1097.54 0.0103195 0.00102686 86089.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1170.81 1087.5 0.0103427 0.00105552 86140 0
: 357 Minimum Test error found - save the configuration
: 357 | 1158.96 1078.22 0.0102823 0.0010224 86393.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1148.35 1067.04 0.0102901 0.00102146 86312.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1137.21 1056.52 0.0103173 0.00104043 86235.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1125.86 1046.55 0.0102984 0.00102405 86259.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1114.83 1036.21 0.0102597 0.00101801 86564.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1103.67 1026.4 0.0102773 0.00102135 86430.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1092.93 1016.98 0.0102869 0.00101886 86317.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1082.28 1007.45 0.010492 0.00103942 84633.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1071.74 998.405 0.0103015 0.00102479 86237.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1061.73 988.403 0.0103122 0.0010217 86109.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1051.18 978.783 0.0103913 0.00102838 85443.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1040.51 969.637 0.0102935 0.00101854 86253.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 1030.48 960.368 0.0103091 0.00103468 86258.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 1020.56 951.182 0.0102753 0.0010205 86441.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 1010.39 941.811 0.0103141 0.00103377 86203.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 1000.67 933.386 0.0102946 0.00102462 86300.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 991.041 924.16 0.0102751 0.00102138 86451.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 981.039 915.312 0.0102789 0.00102237 86425.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 971.454 907.092 0.0102981 0.00103549 86368.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 962.233 897.321 0.0103631 0.00102436 85664.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 952.431 889.063 0.0102912 0.00102668 86351.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 943.177 880.248 0.0102685 0.00101929 86494 0
: 379 Minimum Test error found - save the configuration
: 379 | 933.762 871.646 0.0103062 0.00105252 86451.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 924.32 863.62 0.0102687 0.00101966 86495 0
: 381 Minimum Test error found - save the configuration
: 381 | 915.791 854.876 0.0102807 0.0010193 86380.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 906.377 846.815 0.0102889 0.00102013 86311.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 897.792 838.053 0.0103897 0.00102615 85437.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 888.48 830.187 0.0102958 0.00101874 86234.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 879.748 822.042 0.0103061 0.00102153 86164.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 871.34 813.896 0.0103185 0.0010206 86040.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 862.5 805.967 0.0104279 0.00103047 85129.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 854.046 798.001 0.0103655 0.00102577 85655.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 845.114 790.461 0.0103128 0.00102306 86116.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 836.969 782.947 0.0103194 0.00103917 86204.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 828.827 775.5 0.0102952 0.00102276 86276.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 820.613 767.14 0.0104894 0.00102295 84509.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 812.544 759.499 0.0102967 0.00102902 86321 0
: 394 Minimum Test error found - save the configuration
: 394 | 804.103 752.479 0.0102835 0.00103657 86515.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 796.024 744.577 0.0103313 0.00102828 85993.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 788.151 737.266 0.0102862 0.00101996 86335.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 780.372 729.953 0.0103106 0.00103316 86230.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 772.573 722.89 0.0102901 0.00102224 86319.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 764.794 715.44 0.0102795 0.00102047 86402.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 757.011 708.276 0.0103037 0.00101833 86157.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 749.642 701.513 0.0108414 0.00104511 81663.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 741.724 694.149 0.0104254 0.00104311 85266.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 734.467 687.215 0.0103133 0.00102305 86111.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 727.074 680.276 0.0102973 0.00101852 86218.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 719.831 673.529 0.0103167 0.00102557 86103.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 712.578 666.874 0.0102849 0.00102798 86422 0
: 407 Minimum Test error found - save the configuration
: 407 | 705.435 659.611 0.0103963 0.00102706 85386.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 698.331 653.123 0.0102896 0.0010195 86298.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 691.413 646.328 0.0102829 0.00102008 86367.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 684.597 639.553 0.0103073 0.00102123 86150.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 677.332 633.024 0.0102913 0.00102064 86294.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 670.469 627.462 0.0102892 0.00101945 86301.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 663.672 620.581 0.0102964 0.00102509 86287.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 656.767 614.57 0.0102844 0.00102075 86358.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 650.292 607.795 0.0102858 0.0010263 86397.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 643.742 602.647 0.0102793 0.0010196 86395.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 637.257 596.151 0.0103024 0.00102112 86194.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 630.449 589.402 0.0102693 0.00101693 86464.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 624.037 583.036 0.0103353 0.00104054 86070.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 617.564 577.627 0.0103253 0.00102612 86028.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 611.249 571.147 0.010358 0.00102619 85728.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 604.84 565.006 0.0103324 0.00102517 85954.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 598.594 559.302 0.010325 0.00103099 86077.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 592.557 554.311 0.010356 0.00103486 85826.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 586.614 547.925 0.0103449 0.0010261 85847.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 580.186 541.974 0.0103261 0.00101996 85964.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 574.734 535.914 0.0104517 0.00112085 85736.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 568.343 530.657 0.0103191 0.0010218 86046.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 562.437 525.187 0.0104051 0.00103056 85337.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 556.81 519.591 0.0103587 0.00104937 85934.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 550.935 514.294 0.0103374 0.00102417 85899 0
: 432 Minimum Test error found - save the configuration
: 432 | 545.468 508.84 0.0103448 0.00103049 85889.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 539.901 503.064 0.0103388 0.00102563 85899.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 534.169 497.317 0.0103775 0.00103027 85586.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 528.444 492.329 0.0107671 0.00106242 82434.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 522.896 486.954 0.0103206 0.00102394 86052.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 517.613 481.772 0.0105013 0.00103308 84493.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 512.172 476.931 0.010402 0.00109852 85989 0
: 439 Minimum Test error found - save the configuration
: 439 | 506.916 471.322 0.0103585 0.00102511 85713.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 501.553 466.564 0.0103537 0.00104118 85905.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 496.466 461.546 0.010341 0.00102778 85899.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 491.196 456.886 0.0103179 0.00102436 86081.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 486.174 451.466 0.0103261 0.0010254 86014.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 480.831 446.736 0.0103434 0.00102308 85834.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 475.99 442.453 0.0146706 0.00173377 61838.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 471.042 436.972 0.0161068 0.00172506 55626.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 465.89 432.465 0.016184 0.00173089 55351.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 461.385 428.034 0.0152317 0.00163507 58838.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 456.56 423.762 0.0110353 0.00106838 80265.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 451.788 418.856 0.0103169 0.00102155 86064.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 446.956 413.726 0.0103905 0.00102742 85441.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 442.194 409.128 0.0103187 0.0010312 86137.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 437.542 404.734 0.0103341 0.00102319 85920.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 432.714 400.494 0.010315 0.00102114 86077.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 428.326 396.334 0.0103445 0.0010195 85791.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 423.697 391.934 0.0103045 0.0010272 86232 0
: 457 Minimum Test error found - save the configuration
: 457 | 419.553 387.624 0.0103874 0.00105777 85747.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 415.104 383.507 0.0104276 0.00104389 85253.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 410.606 378.89 0.0104002 0.00102409 85323.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 406.401 374.502 0.0103528 0.00102442 85759.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 401.951 370.466 0.0102992 0.00102163 86229 0
: 462 Minimum Test error found - save the configuration
: 462 | 397.785 366.713 0.0103034 0.0010267 86237.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 393.571 362.52 0.0103725 0.00103209 85649.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 389.358 358.173 0.0103368 0.00102503 85912.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 385.33 354.59 0.0106356 0.00117718 84581.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 381.212 350.295 0.0103472 0.00102349 85802.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 377.082 346.853 0.0103234 0.00102308 86018.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 373.278 342.517 0.0103485 0.00104227 85963.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 369.319 338.853 0.0103178 0.00102317 86071.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 365.349 334.959 0.0103008 0.00101862 86186.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 361.697 331.538 0.0103168 0.00101946 86046.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 357.514 327.377 0.0103117 0.00102392 86134.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 353.846 323.869 0.0102952 0.00102409 86289.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 350.057 320.009 0.0103354 0.00105297 86184.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 346.143 316.7 0.0102955 0.00102024 86251.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 342.353 312.809 0.0103136 0.00103341 86204.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 338.694 309.43 0.0103088 0.00102241 86147.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 335.402 306.299 0.010326 0.00103755 86128 0
: 479 Minimum Test error found - save the configuration
: 479 | 331.706 302.787 0.010315 0.00101994 86066.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 328.175 299.209 0.0103156 0.00102444 86103.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 324.55 295.688 0.0103445 0.00103573 85940.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 320.965 292.47 0.0103024 0.0010198 86182.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 317.853 288.974 0.0103402 0.00102384 85870.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 314.087 286.214 0.0103242 0.00102608 86038.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 310.911 282.453 0.0102878 0.00102091 86328.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 307.486 279.076 0.0104212 0.00102807 85168.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 304.255 275.779 0.0103071 0.0010221 86160.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 300.545 272.773 0.0103307 0.00103925 86100.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 297.323 269.523 0.0103212 0.0010184 85995.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 294.055 266.65 0.0102941 0.00102094 86270.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 290.91 263.554 0.0103094 0.00102046 86124.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 287.974 260.409 0.0103202 0.00102417 86057.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 284.685 257.408 0.0103062 0.00102479 86194.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 281.53 254.686 0.01036 0.00102062 85658.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 278.589 251.817 0.0103143 0.00102031 86077 0
: 496 Minimum Test error found - save the configuration
: 496 | 275.795 249.024 0.0103135 0.00102253 86105.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 272.762 246.028 0.0102833 0.00102137 86375.1 0
: 498 Minimum Test error found - save the configuration
: 498 | 269.589 243.393 0.0103502 0.001036 85890.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 266.993 240.363 0.0103197 0.00102037 86027.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 263.522 237.442 0.0103079 0.00102726 86200.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 261.009 234.954 0.010306 0.00102052 86155.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 258.714 232.073 0.0103047 0.00102037 86166.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 255.284 229.146 0.0103115 0.001022 86118.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 252.194 226.492 0.0103256 0.00102019 85971.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 249.647 223.792 0.0102968 0.00102582 86290.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 246.83 220.963 0.0103903 0.00103316 85496.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 244.2 218.239 0.010313 0.00102024 86088.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 241.305 215.866 0.01036 0.00105282 85955.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 238.723 213.295 0.0102884 0.00102342 86346.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 236.196 210.804 0.0103166 0.00102595 86108.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 233.758 208.176 0.0103181 0.00103515 86179.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 230.826 206.04 0.0103098 0.00101918 86108.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 228.268 203.6 0.010349 0.00104773 86010 0
: 514 Minimum Test error found - save the configuration
: 514 | 225.746 201.446 0.0103138 0.00103367 86205.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 223.627 199.465 0.0103139 0.00102212 86097.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 221.248 196.785 0.0103159 0.00103486 86196.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 218.837 195.103 0.0103169 0.00102348 86082.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 216.671 192.249 0.0104113 0.0010422 85387.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 213.947 190.073 0.0103231 0.00102305 86020.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 211.985 187.923 0.0103254 0.00102278 85997.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 208.983 185.751 0.0102895 0.0010188 86292.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 206.856 183.81 0.0103215 0.00103581 86154 0
: 523 Minimum Test error found - save the configuration
: 523 | 204.751 181.274 0.010305 0.0010198 86158.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 202.268 179.605 0.0103103 0.00102263 86135.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 199.972 177.544 0.0102997 0.00102969 86299.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 197.645 175.017 0.0104395 0.00103109 85030.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 195.373 172.751 0.0103096 0.00102474 86161.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 193.237 170.703 0.0103484 0.00103791 85924.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 191.072 168.975 0.0103065 0.00102196 86164.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 188.891 167.148 0.0102965 0.00102073 86246.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 187.02 164.69 0.0103529 0.00102143 85731.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 184.614 163.404 0.010366 0.00102682 85660.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 182.527 161.141 0.0103049 0.00102213 86181.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 180.436 159.694 0.0103061 0.00102133 86162.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 178.355 157.954 0.0103083 0.00102013 86131.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 176.71 156.445 0.0103153 0.00102011 86066.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 174.454 154.696 0.0103295 0.00102309 85962.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 172.334 152.863 0.0103402 0.00103758 85997.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 170.416 151.878 0.0102976 0.00102201 86248.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 168.458 149.689 0.0103168 0.00102078 86057.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 166.574 149.654 0.0103145 0.00102404 86109.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 164.502 149.153 0.0102986 0.00102319 86249.4 0
: 543 | 162.725 149.266 0.0102826 0.000989837 86088.7 1
: 544 | 160.746 150.257 0.0102858 0.000986867 86031 2
: 545 Minimum Test error found - save the configuration
: 545 | 159.075 147.759 0.0103021 0.00102591 86242.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 157.316 147.744 0.0104015 0.00103554 85415.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 155.274 145.722 0.0103318 0.00102129 85924.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 153.217 145.516 0.0103275 0.00103771 86115.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 151.636 144.699 0.010319 0.00102633 86089.2 0
: 550 | 149.871 146.162 0.010265 0.000988317 86237.5 1
: 551 Minimum Test error found - save the configuration
: 551 | 148.083 141.514 0.0103257 0.00103617 86118.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 146.487 140.245 0.0103063 0.0010244 86189.4 0
: 553 | 144.499 141.058 0.0103239 0.000982356 85639.3 1
: 554 Minimum Test error found - save the configuration
: 554 | 142.795 138.187 0.0103099 0.00102409 86152.5 0
: 555 | 141.162 138.272 0.0102685 0.000987837 86200.6 1
: 556 Minimum Test error found - save the configuration
: 556 | 139.559 137.649 0.0103424 0.00103676 85969.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.924 136.667 0.0103025 0.00102438 86224.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 136.224 135.299 0.0103445 0.00105938 86159 0
: 559 Minimum Test error found - save the configuration
: 559 | 134.689 135.253 0.0103356 0.00102432 85917 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.966 133.213 0.0103278 0.00102292 85975.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.436 132.566 0.0103211 0.00102464 86054.6 0
: 562 | 129.713 134.296 0.0102835 0.000990487 86086.4 1
: 563 Minimum Test error found - save the configuration
: 563 | 128.243 131.671 0.010337 0.00102252 85887.7 0
: 564 | 126.892 134.522 0.010289 0.000990386 86034.1 1
: 565 | 125.368 133.113 0.0102921 0.000991677 86017.8 2
: 566 Minimum Test error found - save the configuration
: 566 | 123.834 130.264 0.0104243 0.00103496 85202.7 0
: 567 | 122.29 131.552 0.0102886 0.00100229 86148.3 1
: 568 | 120.956 134.016 0.0103202 0.00101502 85973.9 2
: 569 Minimum Test error found - save the configuration
: 569 | 119.328 126.953 0.0103199 0.00102497 86068.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 118.142 124.093 0.0103017 0.00102041 86195 0
: 571 | 116.45 129.822 0.0102885 0.000988507 86021.6 1
: 572 | 115.024 127.962 0.0103304 0.000993256 85679.5 2
: 573 Minimum Test error found - save the configuration
: 573 | 113.818 124.054 0.010326 0.00102835 86043.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.451 123.265 0.0103444 0.00102483 85840.8 0
: 575 | 111.413 123.433 0.0102945 0.000991268 85991.5 1
: 576 Minimum Test error found - save the configuration
: 576 | 109.68 122.056 0.0103229 0.00102553 86045.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.549 119.473 0.0103343 0.00103318 86011.2 0
: 578 | 107.1 121.076 0.0102884 0.000989036 86027.1 1
: 579 | 105.936 122.881 0.0102844 0.000990367 86076.6 2
: 580 Minimum Test error found - save the configuration
: 580 | 104.775 114.083 0.0103198 0.00102743 86092.4 0
: 581 | 103.195 117.999 0.010301 0.000991116 85930.3 1
: 582 | 101.976 123.539 0.0102974 0.000991676 85968.7 2
: 583 | 100.82 116.797 0.0103204 0.000990617 85746.8 3
: 584 | 99.5547 114.877 0.0102917 0.000992497 86029 4
: 585 | 98.4585 116.598 0.0102949 0.000989616 85972.2 5
: 586 Minimum Test error found - save the configuration
: 586 | 97.4678 109.411 0.0104372 0.00103684 85102.7 0
: 587 | 96.3164 112.802 0.010292 0.000996048 86059.3 1
: 588 | 94.9806 114.018 0.0102672 0.000991438 86246.5 2
: 589 Minimum Test error found - save the configuration
: 589 | 94.1736 103.333 0.010366 0.00105494 85918.8 0
: 590 | 93.0148 105.261 0.0102841 0.000990726 86082.7 1
: 591 | 91.7115 106.027 0.0102788 0.000991916 86143.2 2
: 592 | 90.4556 105.645 0.0102901 0.0010002 86115.3 3
: 593 | 89.4803 108.877 0.0103043 0.000987206 85863.7 4
: 594 | 88.5935 106.451 0.0102978 0.000989027 85940.8 5
: 595 Minimum Test error found - save the configuration
: 595 | 87.3768 103.094 0.0103132 0.0010269 86147.9 0
: 596 | 86.3619 103.261 0.010282 0.000992996 86123.7 1
: 597 | 85.4289 105.524 0.0102877 0.000999886 86134.3 2
: 598 Minimum Test error found - save the configuration
: 598 | 84.3312 102.412 0.0102893 0.001025 86353.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.3854 100.016 0.0103438 0.00104011 85987.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.2765 97.4504 0.0103608 0.00102392 85681.7 0
: 601 | 81.4128 98.8638 0.0102821 0.000989127 86086.4 1
: 602 Minimum Test error found - save the configuration
: 602 | 80.5155 95.9235 0.0103328 0.00102548 85953.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.5719 93.4364 0.0103166 0.00102284 86079.3 0
: 604 | 78.4997 94.6388 0.0102884 0.000988807 86025.4 1
: 605 | 77.6773 102.269 0.0103008 0.000990696 85928.4 2
: 606 | 76.739 101.135 0.0103945 0.00107477 85839.4 3
: 607 | 75.7768 96.6236 0.0102868 0.000990437 86055 4
: 608 | 74.8453 93.7757 0.0102766 0.000991457 86159.1 5
: 609 | 74.037 93.8089 0.0103127 0.000992576 85835.7 6
: 610 | 73.1664 95.038 0.0103024 0.000988896 85896.5 7
: 611 | 72.3148 97.585 0.0103609 0.000992747 85395.6 8
: 612 Minimum Test error found - save the configuration
: 612 | 71.5563 92.1268 0.0103208 0.00103173 86122.7 0
: 613 | 70.7439 98.1114 0.010289 0.000991196 86041.6 1
: 614 | 69.748 92.2074 0.0102993 0.000999636 86025 2
: 615 Minimum Test error found - save the configuration
: 615 | 68.8288 85.3556 0.0103066 0.00102673 86208 0
: 616 | 68.3424 89.1606 0.0102738 0.000991176 86182.2 1
: 617 Minimum Test error found - save the configuration
: 617 | 67.2911 81.3357 0.0103253 0.00102669 86034.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.4443 80.7258 0.0103495 0.00102378 85784.1 0
: 619 | 65.7162 87.8465 0.0102899 0.000989017 86013.7 1
: 620 Minimum Test error found - save the configuration
: 620 | 65.159 79.5025 0.0103012 0.00102405 86233.8 0
: 621 | 64.2986 81.611 0.0102926 0.000989196 85989.6 1
: 622 Minimum Test error found - save the configuration
: 622 | 63.3405 76.2685 0.0103448 0.00102853 85871.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.7145 75.7159 0.0103097 0.00102785 86189.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.8787 74.9815 0.0103398 0.00102469 85881.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 61.1329 72.4056 0.0103196 0.00102323 86054.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.367 70.1302 0.0103269 0.0010249 86002.8 0
: 627 | 59.6494 70.5014 0.0103878 0.000992076 85145 1
: 628 | 58.8345 74.371 0.0102758 0.000989197 86145.3 2
: 629 Minimum Test error found - save the configuration
: 629 | 58.2257 67.7434 0.0103675 0.00102827 85660.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.4609 66.2121 0.0103446 0.00102701 85859.1 0
: 631 | 56.8178 66.2542 0.0104382 0.00111452 85802.6 1
: 632 Minimum Test error found - save the configuration
: 632 | 56.1049 60.2395 0.0118148 0.00142971 77033.3 0
: 633 | 55.3791 60.7499 0.0102997 0.000998786 86013.4 1
: 634 Minimum Test error found - save the configuration
: 634 | 55.1486 59.0653 0.0103345 0.00102372 85921.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.2065 54.41 0.0103229 0.00103293 86114.3 0
: 636 | 53.4323 60.1486 0.0102677 0.000988207 86211.7 1
: 637 | 52.9199 55.3893 0.0102988 0.000987946 85921.3 2
: 638 Minimum Test error found - save the configuration
: 638 | 52.2602 54.1797 0.0103245 0.00102814 86055.4 0
: 639 | 51.6151 54.5825 0.0102938 0.000988596 85973.8 1
: 640 Minimum Test error found - save the configuration
: 640 | 50.882 52.4582 0.0103276 0.00102304 85979.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.3549 49.4605 0.0103115 0.0010218 86117 0
: 642 | 49.7447 51.3452 0.0102807 0.000989536 86102.9 1
: 643 | 49.153 53.8863 0.0102863 0.000992337 86077.8 2
: 644 Minimum Test error found - save the configuration
: 644 | 48.524 48.7963 0.0103132 0.00102524 86132.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.8312 46.504 0.0103012 0.00102184 86212.9 0
: 646 | 47.3222 47.8609 0.0102828 0.000991537 86102.2 1
: 647 Minimum Test error found - save the configuration
: 647 | 46.7361 45.0791 0.0104346 0.00103407 85101.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.2595 44.7573 0.0103302 0.00102196 85945.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.5468 44.4966 0.0103481 0.00103804 85928.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.0699 43.663 0.0103152 0.00102415 86104.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.5629 41.8692 0.0103152 0.00102149 86079.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.9868 41.4933 0.0103253 0.00102466 86015.2 0
: 653 | 43.4326 42.0632 0.0102991 0.000995616 85989.1 1
: 654 Minimum Test error found - save the configuration
: 654 | 42.9182 40.6215 0.0103091 0.00102524 86171.1 0
: 655 | 42.5765 40.7747 0.0102851 0.000989886 86065.6 1
: 656 | 41.9743 43.8807 0.0102917 0.000996386 86064.8 2
: 657 Minimum Test error found - save the configuration
: 657 | 41.7837 39.1071 0.0102968 0.00102513 86283.9 0
: 658 Minimum Test error found - save the configuration
: 658 | 41.0678 38.2421 0.0103081 0.00102176 86148.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.4518 37.6543 0.0103672 0.00103657 85738.6 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.9785 36.4036 0.0103447 0.00102499 85839.7 0
: 661 | 39.4115 36.8311 0.0102781 0.000993667 86165.3 1
: 662 | 38.9768 37.3564 0.0102863 0.000989648 86052.5 2
: 663 Minimum Test error found - save the configuration
: 663 | 38.655 36.0828 0.0103254 0.00102809 86046.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.0747 35.2847 0.0103121 0.00102426 86134 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.6805 34.9586 0.0103106 0.00102135 86120.6 0
: 666 | 37.5788 35.7411 0.0102981 0.000990097 85947.9 1
: 667 | 37.0185 34.9785 0.0103864 0.000989646 85135.5 2
: 668 Minimum Test error found - save the configuration
: 668 | 36.4356 32.7583 0.0103423 0.00102749 85884.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.8334 32.3149 0.0103484 0.00105241 86058.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.3583 31.8889 0.0103326 0.00103127 86009.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.0084 29.9408 0.0103203 0.0010238 86054 0
: 672 | 34.559 31.6875 0.0102823 0.000990406 86096.7 1
: 673 | 34.0878 29.9537 0.010338 0.000982026 85506.7 2
: 674 | 33.778 30.0805 0.0102963 0.000989796 85961.3 3
: 675 Minimum Test error found - save the configuration
: 675 | 33.2178 29.378 0.0103207 0.00102745 86083.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.8619 27.4313 0.0103224 0.00103223 86112.3 0
: 677 | 32.6587 28.1429 0.0102985 0.000990758 85949.7 1
: 678 | 32.1708 28.4719 0.0102788 0.000990907 86133.7 2
: 679 Minimum Test error found - save the configuration
: 679 | 31.6982 27.2082 0.0103569 0.00104323 85894.9 0
: 680 | 31.5414 28.524 0.0102881 0.000989506 86034.4 1
: 681 Minimum Test error found - save the configuration
: 681 | 31.0592 26.5386 0.010322 0.00102565 86055.3 0
: 682 | 30.7016 26.8311 0.0102726 0.000990268 86185 1
: 683 Minimum Test error found - save the configuration
: 683 | 30.2196 25.5915 0.010346 0.00102555 85832.7 0
: 684 | 29.8355 26.1753 0.0102837 0.000990956 86088.7 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.574 24.7885 0.0103205 0.00103129 86121.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 29.3158 23.3645 0.0103337 0.00102115 85905.6 0
: 687 | 28.884 24.4004 0.0103875 0.000990426 85133.1 1
: 688 | 28.2743 24.0278 0.01028 0.000990677 86120.4 2
: 689 Minimum Test error found - save the configuration
: 689 | 27.8847 23.3095 0.0103644 0.00104243 85818.8 0
: 690 | 27.4722 23.5606 0.0103013 0.000989826 85915.9 1
: 691 Minimum Test error found - save the configuration
: 691 | 27.0838 23.1565 0.0103265 0.00102337 85992.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.7424 22.6532 0.0103211 0.00102229 86032.2 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.4794 21.9131 0.0103091 0.00102239 86144.6 0
: 694 | 26.141 22.0353 0.0102703 0.000989757 86202 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.8521 21.6184 0.0103247 0.00102531 86027.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.4001 20.9315 0.0103039 0.00102947 86258.5 0
: 697 | 25.0053 21.1309 0.0102663 0.000990097 86241.7 1
: 698 | 24.7076 21.1478 0.010273 0.000980546 86091 2
: 699 | 24.4121 21.1256 0.0103098 0.000989886 85837.3 3
: 700 Minimum Test error found - save the configuration
: 700 | 24.2571 20.0623 0.0103112 0.00102709 86168.4 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.7076 20.0434 0.0103279 0.00102411 85986 0
: 702 | 23.4832 20.5427 0.0102818 0.000988567 86084.2 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.3078 19.1347 0.0103176 0.001026 86099.2 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.9592 18.6498 0.0103069 0.00102471 86186.7 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.5192 18.5442 0.0103311 0.00102194 85936.9 0
: 706 | 22.2348 19.238 0.0102746 0.000989937 86163.2 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.8658 17.7999 0.0104087 0.00103372 85333.8 0
: 708 | 21.7561 17.8326 0.0102926 0.000991387 86010.4 1
: 709 | 21.5107 19.0287 0.0103108 0.000989846 85827.7 2
: 710 Minimum Test error found - save the configuration
: 710 | 21.3068 17.681 0.0104065 0.00104141 85423.2 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.9103 17.1172 0.010322 0.00102768 86073.8 0
: 712 | 20.5118 18.1121 0.0102834 0.000991596 86097.5 1
: 713 | 20.1882 17.4348 0.010274 0.000989146 86161.5 2
: 714 | 19.8783 17.2269 0.0102869 0.000985306 86006.3 3
: 715 Minimum Test error found - save the configuration
: 715 | 19.5996 16.2733 0.0103141 0.00102606 86132.1 0
: 716 | 19.4395 17.3714 0.0102931 0.000990847 86000.2 1
: 717 | 19.1876 17.0636 0.0103241 0.000990256 85709.3 2
: 718 | 18.8826 16.4255 0.0102874 0.000989447 86040.4 3
: 719 | 18.6324 16.7041 0.010303 0.00100547 86044.4 4
: 720 Minimum Test error found - save the configuration
: 720 | 18.3496 15.1762 0.0103266 0.00103068 86059 0
: 721 | 18.2544 16.1661 0.0102979 0.000991007 85957.7 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.8726 15.1718 0.0103062 0.00102387 86185.6 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.7594 14.9593 0.0103169 0.00102068 86056.6 0
: 724 | 17.5039 15.3709 0.0102831 0.000988386 86070.1 1
: 725 | 17.244 15.3324 0.0102785 0.000991536 86142.3 2
: 726 Minimum Test error found - save the configuration
: 726 | 17.0666 14.9031 0.0103336 0.00102251 85918.7 0
: 727 | 16.8428 15.1748 0.0103867 0.000990907 85144.7 1
: 728 | 16.6965 16.1201 0.0102865 0.000989006 86044.4 2
: 729 | 16.4022 15.0599 0.010302 0.00100451 86045.1 3
: 730 | 16.2123 15.0416 0.0102841 0.000990397 86079.5 4
: 731 Minimum Test error found - save the configuration
: 731 | 15.8949 13.0021 0.0103302 0.00102651 85987.3 0
: 732 | 15.5703 14.7859 0.0102749 0.000979856 86067.5 1
: 733 | 15.412 14.7592 0.0103004 0.000989777 85923.5 2
: 734 | 15.2442 14.19 0.0102974 0.000992186 85973 3
: 735 | 15.0906 14.2627 0.0102769 0.000992416 86165.6 4
: 736 | 14.949 13.5981 0.0103043 0.000986017 85852.7 5
: 737 | 14.7685 13.8628 0.0103217 0.000990586 85735 6
: 738 | 14.5467 15.7938 0.0102859 0.000990707 86065.9 7
: 739 | 14.1284 13.2862 0.0102873 0.000990257 86049.1 8
: 740 Minimum Test error found - save the configuration
: 740 | 14.0754 12.0579 0.0103865 0.00106702 85841.3 0
: 741 | 13.9475 14.4662 0.010287 0.000991627 86064.6 1
: 742 | 13.6764 14.0946 0.0102841 0.000991647 86091.3 2
: 743 | 13.4697 15.3726 0.0102788 0.000991636 86140.5 3
: 744 | 13.3159 14.6242 0.0103115 0.000990746 85830.1 4
: 745 | 13.1254 13.5433 0.0102998 0.000990407 85934.6 5
: 746 Minimum Test error found - save the configuration
: 746 | 12.8977 11.9742 0.0103227 0.00102654 86057.4 0
: 747 | 12.7592 13.9024 0.0103769 0.000996686 85285.7 1
: 748 | 12.7509 14.2535 0.0103107 0.000991637 85845.3 2
: 749 | 12.4843 12.3285 0.0102955 0.000995358 86020.3 3
: 750 | 12.1947 13.0578 0.0103077 0.000989847 85857 4
: 751 | 12.0248 13.7158 0.0103 0.000990337 85932.4 5
: 752 | 12.1553 12.8394 0.0102903 0.000989667 86016.1 6
: 753 | 11.7392 13.0249 0.0102978 0.000990236 85951.2 7
: 754 Minimum Test error found - save the configuration
: 754 | 11.5325 11.6667 0.0103325 0.00103006 85998.5 0
: 755 | 11.446 12.1644 0.0103037 0.000988716 85883.2 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.3179 11.5737 0.0103206 0.00102632 86074.2 0
: 757 | 11.3279 12.0494 0.0102723 0.000988867 86174.7 1
: 758 | 11.0626 11.657 0.0102937 0.000990767 85994.8 2
: 759 Minimum Test error found - save the configuration
: 759 | 11.0587 11.0865 0.0103444 0.00102625 85853.7 0
: 760 | 10.8124 11.9373 0.0103082 0.000990535 85858.4 1
: 761 | 10.7494 11.5804 0.0102875 0.000993777 86079.8 2
: 762 | 10.4386 11.8808 0.0103005 0.000990676 85930.9 3
: 763 | 10.4338 11.6225 0.0102953 0.000992386 85994.1 4
: 764 Minimum Test error found - save the configuration
: 764 | 10.2394 9.54668 0.0103592 0.00103411 85790 0
: 765 | 9.96576 10.3805 0.0103101 0.00102057 86118.6 1
: 766 | 10.0511 11.3968 0.01091 0.000996147 80695 2
: 767 | 9.64796 10.0162 0.0109921 0.00101151 80155.4 3
: 768 | 9.58666 12.4773 0.0108994 0.000993837 80762.9 4
: 769 Minimum Test error found - save the configuration
: 769 | 9.40176 9.2527 0.0103535 0.00103929 85890.5 0
: 770 | 9.43806 10.4344 0.0103132 0.000992367 85829.3 1
: 771 | 9.38327 10.5351 0.0103359 0.000990447 85603.4 2
: 772 | 9.42246 11.6795 0.0102956 0.000993767 86004.3 3
: 773 | 9.21993 9.47583 0.0103269 0.000992077 85700.2 4
: 774 | 8.84574 9.50566 0.010295 0.000990946 85984.4 5
: 775 Minimum Test error found - save the configuration
: 775 | 8.86164 8.86641 0.0103413 0.00102839 85902.6 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.77411 8.81146 0.0103647 0.00105168 85900.8 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.64592 7.94829 0.0103462 0.00102871 85860.5 0
: 778 | 8.4935 8.83355 0.0103411 0.000998257 85626.8 1
: 779 | 8.30033 8.39676 0.0102975 0.000990497 85957.1 2
: 780 | 8.19741 8.78837 0.0103254 0.000989967 85694.8 3
: 781 | 8.13185 8.24271 0.0103192 0.000995287 85801 4
: 782 Minimum Test error found - save the configuration
: 782 | 8.10613 7.48544 0.0103433 0.00103315 85927.4 0
: 783 | 8.00213 8.45419 0.0102963 0.000990877 85971.4 1
: 784 | 7.86369 9.40367 0.0102908 0.000994116 86052.5 2
: 785 | 7.83359 8.61035 0.0103019 0.000991306 85923.6 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.65548 7.4729 0.0103166 0.00102551 86104.3 0
: 787 | 7.5429 8.93331 0.0103987 0.00109956 86029.2 1
: 788 | 7.73488 7.66521 0.0103339 0.000985846 85579.6 2
: 789 | 7.43211 7.49207 0.0102941 0.000991336 85996.1 3
: 790 | 7.20767 7.48322 0.0103139 0.000990497 85805.7 4
: 791 | 7.14505 7.47811 0.0103132 0.000990617 85813.1 5
: 792 Minimum Test error found - save the configuration
: 792 | 7.02332 7.44894 0.0103342 0.00103463 86025.7 0
: 793 | 6.92072 7.96307 0.0102924 0.000992497 86022.9 1
: 794 | 7.07852 7.69794 0.0102907 0.000989095 86006.9 2
: 795 | 6.92646 7.78095 0.0102901 0.000989456 86015.6 3
: 796 | 6.75756 8.92583 0.0103055 0.000994016 85915.2 4
: 797 | 6.691 8.23004 0.0103222 0.000989537 85720.2 5
: 798 Minimum Test error found - save the configuration
: 798 | 6.70305 7.19669 0.010348 0.00103012 85856.7 0
: 799 | 6.5553 7.79944 0.0102772 0.000990317 86143.3 1
: 800 | 6.40607 8.81362 0.0103197 0.000992096 85767.3 2
: 801 Minimum Test error found - save the configuration
: 801 | 6.2704 7.17808 0.010316 0.00102578 86112.5 0
: 802 | 6.17664 8.85247 0.0103017 0.000989947 85912.8 1
: 803 | 6.10706 10.2076 0.0103099 0.000991256 85849.8 2
: 804 | 6.10043 7.68716 0.0103123 0.000996226 85873.2 3
: 805 | 6.00719 8.6511 0.010289 0.000998707 86111 4
: 806 | 6.09985 8.78687 0.0102875 0.000988447 86030.1 5
: 807 | 5.84247 7.67709 0.0103143 0.000991106 85807.1 6
: 808 | 5.79842 8.08854 0.0104209 0.000991476 84841.2 7
: 809 | 5.78806 7.89954 0.0103084 0.000990427 85856 8
: 810 | 5.67141 7.85245 0.0103015 0.000990176 85917.1 9
: 811 | 5.55983 8.85977 0.0102816 0.000992076 86118.2 10
: 812 | 5.54586 11.7769 0.0102899 0.000988757 86010.6 11
: 813 | 5.53191 8.22857 0.0103086 0.00100189 85959.4 12
: 814 | 5.3815 9.92285 0.0103054 0.000991277 85890.8 13
: 815 | 5.52855 7.8367 0.0103089 0.00101957 86120.1 14
: 816 | 5.58328 7.25618 0.0103251 0.00101792 85955.5 15
: 817 | 5.19572 7.36319 0.0103058 0.000992906 85902.3 16
: 818 | 5.02247 9.55662 0.0103072 0.000992348 85884 17
: 819 | 5.09258 8.45244 0.0103113 0.000990647 85831.1 18
: 820 | 5.18497 8.61261 0.0103074 0.000989517 85856 19
: 821 | 5.14442 7.28803 0.0102891 0.000989217 86022.5 20
: 822 | 5.02293 8.4923 0.0102828 0.000990317 86090.6 21
:
: Elapsed time for training with 1000 events: 8.53 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: 0.0117 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.838 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 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= 3.35649e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.13251e+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: 0.0316 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.037 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00153 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: 0.0954 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: 0.893 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: 0.0209 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00318 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: 0.0379 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00517 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: 0.00206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00124 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: 0.0951 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0115 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: 0.89 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0988 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 : -1.33 -0.362 6.86 1.75 | 3.205 3.208
: 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 : -0.544 -0.301 2.48 1.16 | 3.334 3.329
: 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.