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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.441 sec
: Elapsed time for training with 1000 events: 0.447 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0048 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: 0.00126 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00626 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: 0.000404 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000572 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 = 31445.7
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 32974.2 31029.2 0.0164215 0.00188623 55038.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32412.8 30439.2 0.0163417 0.00183233 55136.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31715.5 29826.3 0.01656 0.00177007 54090.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31066.2 29259.7 0.0169711 0.00179958 52730.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30390.6 28589.8 0.0171386 0.00178784 52114.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29604 27707.1 0.0162436 0.00179511 55369.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 28915 27091.7 0.0164057 0.00179294 54746.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28467.4 26726.4 0.0164886 0.00167016 53986.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 28118.3 26411.1 0.0173396 0.0019633 52028.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27797.3 26122.4 0.0174814 0.0020583 51870.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27506.5 25838 0.0172041 0.00189197 52246.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27217.8 25569.6 0.017429 0.00191872 51578.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26941.8 25311 0.0170342 0.00185381 52699.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26673.6 25060.5 0.0171945 0.00193089 52412.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26415.7 24812.3 0.0174024 0.00190902 51634.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26157.7 24574.3 0.0165653 0.00190189 54557.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25908.5 24339.8 0.0172574 0.00192697 52183.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25667.3 24104.5 0.0172441 0.00191676 52194.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25424.3 23877.1 0.016881 0.00176662 52929.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25190.2 23650.2 0.0172439 0.00194665 52296.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 24955.1 23430.2 0.0172558 0.00200085 52442.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24724.4 23215.6 0.0170837 0.00188326 52630.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24500.9 23000 0.0172105 0.00188832 52211.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24276.7 22789.1 0.017489 0.00189063 51287.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24057 22580.5 0.0173443 0.00189321 51776.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23840.1 22374.3 0.0173232 0.00189708 51860.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23626.3 22169.9 0.0174278 0.00193744 51645 0
: 28 Minimum Test error found - save the configuration
: 28 | 23414.9 21967.4 0.0174915 0.00193301 51418.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 23203.5 21770.4 0.0165429 0.00177105 54157.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22997.6 21574.4 0.0167608 0.00185361 53665.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22791.8 21382.6 0.0164809 0.00180083 54495.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22590.4 21191.6 0.0162654 0.00179403 55281.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22390.7 21002.2 0.0164339 0.00181271 54715.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 22192 20816.2 0.0169341 0.00189916 53209.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21997.7 20630 0.0162994 0.00173698 54936 0
: 36 Minimum Test error found - save the configuration
: 36 | 21801.5 20449.7 0.0165352 0.00181576 54350 0
: 37 Minimum Test error found - save the configuration
: 37 | 21612.4 20267.6 0.016901 0.00188726 53284.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21425.8 20083.5 0.016379 0.00183165 54992.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21232.5 19909.7 0.0168031 0.00183937 53462.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21048.7 19735 0.0165247 0.00179536 54313.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20865.1 19561.9 0.0162103 0.00180193 55523.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20684.5 19388.8 0.0163645 0.00180859 54960.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20502.8 19220 0.016553 0.00182488 54317.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20324.6 19053.1 0.0166297 0.00183563 54075.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 20148.1 18888 0.016628 0.00168901 53551 0
: 46 Minimum Test error found - save the configuration
: 46 | 19973.3 18725.1 0.0170375 0.00184417 52654.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19803.5 18559.4 0.0167101 0.00184088 53802.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19628.7 18401 0.0167204 0.00179235 53590.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19462.4 18239.6 0.0164308 0.00180672 54704.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19294.6 18080.4 0.016645 0.00184504 54054.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 19127 17925.2 0.0167583 0.00181264 53527.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18963.4 17770.7 0.0168361 0.00184546 53366.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18800.6 17617.8 0.0169312 0.00191018 53258.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18639.2 17466.8 0.016899 0.00184901 53156.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18478.7 17317.9 0.0165091 0.00168475 53965.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18321 17165.2 0.0169178 0.00184903 53089.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 18155.7 17010.8 0.0172297 0.00188775 52144.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 18002.9 16867.9 0.0170054 0.0017502 52441 0
: 59 Minimum Test error found - save the configuration
: 59 | 17846.7 16719.4 0.0160987 0.00181359 56002.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17684.8 16563.7 0.016897 0.00185698 53191.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17531.4 16422 0.0168681 0.00182399 53177.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17382 16274.1 0.0168515 0.00184346 53304.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17224.5 16125.2 0.0170163 0.00186287 52793.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 17074.4 15984.8 0.0172488 0.00186804 52012.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16920.2 15835.8 0.0175798 0.00202816 51441.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16768.2 15687.5 0.0168787 0.00174198 52851.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16619.2 15545.7 0.0161683 0.00182684 55782.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16470.5 15400.6 0.0161905 0.00179365 55567.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16321.5 15263.3 0.016313 0.00178153 55052.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16177.8 15119.1 0.0161534 0.00173704 55492.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 16029.4 14984.5 0.0161951 0.00175072 55384.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15888.2 14844.8 0.0166463 0.00183238 54003.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15742.7 14713.4 0.0160819 0.00169341 55600.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15605.8 14576.2 0.0159272 0.00175129 56433.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15461.6 14443.3 0.0160645 0.00178896 56039.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15322.6 14313.5 0.0157261 0.00168647 56981.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15185.3 14181.2 0.0158399 0.00170751 56607.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 15047.3 14051 0.0161862 0.00167396 55126 0
: 79 Minimum Test error found - save the configuration
: 79 | 14910.4 13922 0.0160041 0.00172234 56015.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14774 13797.4 0.0164927 0.0017896 54410.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14643 13670.5 0.0168721 0.00194392 53590 0
: 82 Minimum Test error found - save the configuration
: 82 | 14510.6 13545.8 0.0166817 0.0017404 53542.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14380 13421.7 0.016431 0.00180378 54692.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14250.8 13298.7 0.0178103 0.00198243 50543.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 14122.4 13177.2 0.0181721 0.00204366 49601.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13993.4 13059.7 0.0183144 0.00206157 49222.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13869 12940.9 0.0185165 0.00205801 48607.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13743.3 12825.4 0.0184574 0.00204566 48745.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13622.4 12707.1 0.0184844 0.00205692 48698.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13497.9 12591.9 0.0185365 0.002052 48530.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13378.7 12475.4 0.0184696 0.00207032 48782.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 13256.4 12362.9 0.0183409 0.00204534 49093 0
: 93 Minimum Test error found - save the configuration
: 93 | 13137.4 12251.1 0.0183306 0.00195363 48849.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13019 12140.9 0.018281 0.00203991 49257.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12903.4 12029.5 0.018224 0.00198766 49272.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12786.6 11920.1 0.0180692 0.00201495 49831.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12669.7 11814.7 0.0177538 0.00197618 50704.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12560 11703.9 0.0177792 0.00197708 50625.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12442.8 11600.5 0.0178954 0.00196862 50230 0
: 100 Minimum Test error found - save the configuration
: 100 | 12331.7 11496.4 0.0178487 0.00192107 50227.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12223.2 11389.4 0.0180007 0.00198023 49936.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 12111.8 11285.4 0.0175141 0.0019661 51453.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 12001 11184.6 0.0178689 0.00200417 50426.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11894.4 11082.3 0.0178959 0.00194362 50149.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11787 10981.3 0.0179221 0.00196792 50143.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11680.2 10882.1 0.0178839 0.00198509 50318.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11575.9 10782.3 0.0181982 0.00205271 49549.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11471.3 10683.7 0.0178746 0.00198779 50356.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11366.1 10588.6 0.0179959 0.00202132 50079.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11265.7 10491 0.0182606 0.00201446 49242.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11163.2 10395.8 0.0176763 0.00197266 50943.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11061.6 10302.4 0.0177669 0.00192279 50492 0
: 113 Minimum Test error found - save the configuration
: 113 | 10963.5 10207.1 0.0167765 0.00169693 53051.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10864.7 10112.5 0.0158998 0.00171596 56402.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10764.9 10021.1 0.0161307 0.00184009 55980.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10667.6 9930.63 0.0160448 0.00175004 55964.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10571.1 9841 0.0161025 0.00172589 55646 0
: 118 Minimum Test error found - save the configuration
: 118 | 10477.3 9749.68 0.0160482 0.00180858 56181.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10381.7 9660.42 0.0162644 0.0017367 55067.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10286.3 9574.14 0.0160158 0.00171467 55939.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10193.2 9488.67 0.015868 0.00169586 56448.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10102.6 9401.34 0.0157933 0.00168969 56723.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 10011.1 9314.9 0.0157686 0.00169045 56825.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9920.24 9229.33 0.0157155 0.00167942 56996 0
: 125 Minimum Test error found - save the configuration
: 125 | 9829.73 9145.65 0.0159353 0.00173979 56356 0
: 126 Minimum Test error found - save the configuration
: 126 | 9740.96 9062.24 0.0155652 0.00167906 57611.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9652.76 8979.18 0.0157266 0.00169573 57017.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9565.25 8897.05 0.0158671 0.00171624 56533.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9478.12 8816.07 0.0158632 0.00170803 56516.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9392.68 8735.03 0.0157943 0.00170386 56775.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9306.98 8655.38 0.015975 0.00177457 56336.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9222.73 8575.98 0.0159443 0.00173755 56311.1 0
: 133 Minimum Test error found - save the configuration
: 133 | 9138.93 8497.35 0.0159396 0.00168875 56136.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9055.3 8420.44 0.0156908 0.00169323 57152.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8973.19 8343.95 0.0156123 0.00168517 57442.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8892.73 8266.41 0.0155754 0.0016629 57502.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8811.22 8190.51 0.0155232 0.00167738 57779.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8731.17 8115.26 0.0154197 0.00166535 58163.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8651.97 8040.16 0.0156025 0.00182063 58047.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8572.63 7966.76 0.0156394 0.00166304 57239.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8495.47 7892.8 0.0156228 0.00165488 57274.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8417.05 7821.07 0.0167965 0.00193918 53845.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8342.4 7747.3 0.0178256 0.00199187 50525.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8263.27 7678.65 0.018062 0.00201022 49838.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8189.79 7607.87 0.0181736 0.00202033 49525.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8114.73 7538.15 0.0176065 0.00192078 51001.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 8040.59 7469.38 0.0172025 0.00189331 52256.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7968.74 7398.79 0.017606 0.0019042 50949.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7894.9 7330.67 0.017441 0.00186931 51375.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7822.37 7263.73 0.0175293 0.00188911 51150.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7751.47 7196.81 0.0173949 0.00192343 51708 0
: 152 Minimum Test error found - save the configuration
: 152 | 7681.08 7129.9 0.0181255 0.00204112 49737.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7609.46 7065.62 0.018182 0.00197092 49348.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7541.9 6999.02 0.0183586 0.00201529 48949.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7471.3 6935.57 0.0183324 0.00201737 49034.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7403.56 6871.7 0.0183083 0.00204981 49205 0
: 157 Minimum Test error found - save the configuration
: 157 | 7336.84 6807.37 0.0182838 0.00199211 49104.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7268.4 6745.47 0.0181366 0.00198103 49518.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7202.28 6683.51 0.0180969 0.00193446 49497.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7136.8 6621.41 0.0180827 0.00201176 49779.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7071.83 6559.34 0.0184066 0.00205179 48915.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 7005.86 6500 0.0181783 0.0020249 49525.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6942.85 6439.27 0.0179592 0.00198084 50067.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6879.12 6378.97 0.0176071 0.00196425 51141.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6815.88 6319.97 0.0177218 0.00196132 50759.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6753.23 6261.5 0.0135882 0.00117359 64440.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6691.61 6203.19 0.011313 0.00113686 78615.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6629.35 6146.77 0.0125564 0.00184748 74704 0
: 169 Minimum Test error found - save the configuration
: 169 | 6570.16 6088.75 0.0146887 0.00118 59221 0
: 170 Minimum Test error found - save the configuration
: 170 | 6508.87 6032.35 0.014138 0.00190643 65404.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6449.34 5976.13 0.0166593 0.00120607 51769.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6388.92 5922.07 0.0135445 0.00121413 64880.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6331.91 5866.24 0.0169732 0.00192897 53176.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6273.52 5811.12 0.0153014 0.00143014 57673.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6215.31 5757.25 0.0145981 0.00140953 60658.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6157.75 5704.41 0.0141113 0.00193119 65681 0
: 177 Minimum Test error found - save the configuration
: 177 | 6102.78 5649.73 0.0147366 0.00170718 61399.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 6044.48 5598.73 0.0127388 0.00138146 70439.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5989.57 5547.05 0.0118036 0.00116105 75169.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5936.15 5493.66 0.0131807 0.00176218 70061.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 5879.84 5442.64 0.01198 0.00117317 74027.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5826.06 5391.72 0.0113403 0.00118619 78786 0
: 183 Minimum Test error found - save the configuration
: 183 | 5772.71 5341.21 0.0127296 0.00135066 70305.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5717.89 5293.48 0.0114109 0.00115681 78017.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5666.2 5244.42 0.0136741 0.00178627 67295.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5614.34 5195.49 0.0120389 0.00117428 73633.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5563.1 5146.05 0.011403 0.0011624 78120.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5511.12 5098.48 0.0123076 0.00154084 74302.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5460.17 5051.21 0.0117628 0.00116867 75513.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5409.9 5004.37 0.0115757 0.00116299 76829 0
: 191 Minimum Test error found - save the configuration
: 191 | 5359.98 4958.04 0.0112137 0.00113229 79354.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5310.66 4911.98 0.0111421 0.00112068 79828.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5262.39 4865.06 0.0115695 0.00130066 77905.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5213.52 4819.03 0.0112464 0.0011351 79119.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5165.85 4773.2 0.0111833 0.00114919 79728.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5116.66 4729.96 0.0127488 0.00126788 69680.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5070.11 4686.35 0.0113572 0.00113565 78266.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 5024.02 4642.11 0.0115347 0.00123085 77641.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4976.94 4599.12 0.0112132 0.00112682 79315.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4931.91 4555.68 0.0115724 0.00150526 79466.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4885.32 4514.21 0.0126317 0.0011769 69839.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4841.06 4472.18 0.0113498 0.00115063 78437.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4796.74 4430.35 0.0120058 0.0014856 76044 0
: 204 Minimum Test error found - save the configuration
: 204 | 4753.57 4387.44 0.0111884 0.00113249 79554.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4706.99 4348.56 0.0111493 0.00116714 80143.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4665.05 4308.77 0.0112669 0.00128897 80177.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4622.09 4268.2 0.0110933 0.00113631 80345.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4579.53 4228.92 0.0109949 0.00111372 80962.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4537.22 4189.78 0.0109929 0.00112505 81071.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4496.3 4150.45 0.0109781 0.00110982 81067.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4454.07 4112.12 0.0110515 0.00111925 80545.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4414.07 4072.77 0.0110573 0.00111786 80487.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4373 4034.77 0.0118586 0.00116117 74784.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4332.91 3996.83 0.0118041 0.00118751 75353.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4292.8 3959.68 0.0115322 0.00121434 77535.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4253.81 3922.36 0.0112036 0.00114348 79521.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4214.38 3886.13 0.011039 0.00110871 80561.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4175.08 3851.12 0.0109128 0.00108827 81428.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4137.82 3814.85 0.010907 0.00110565 81621.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4099.93 3779.3 0.0109414 0.00111185 81387.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4062.49 3743.63 0.0109181 0.00110819 81549.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 4024.74 3709.02 0.0109099 0.00111226 81652.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3988.89 3673.61 0.0115085 0.00133831 78661.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3952.34 3638.8 0.0109318 0.00111482 81491.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3914.43 3606.71 0.0112007 0.00112087 79366.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3880.19 3572.58 0.011043 0.00115962 80944 0
: 227 Minimum Test error found - save the configuration
: 227 | 3844.27 3539.42 0.0110996 0.00112831 80230.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3809.27 3506.84 0.0108528 0.0011046 82066.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3774.8 3474.35 0.0113043 0.00119319 79121 0
: 230 Minimum Test error found - save the configuration
: 230 | 3740.57 3440.93 0.0108927 0.0011069 81750.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3705.4 3410.37 0.0110525 0.00113876 80696.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3672.87 3377.47 0.0129852 0.0013869 68975.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3639.43 3345.49 0.0124032 0.00131432 72144.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3606 3314.62 0.0124119 0.00125646 71714.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3572.51 3284.81 0.0112541 0.00113694 79073.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3540.81 3253.59 0.0109202 0.00110546 81510 0
: 237 Minimum Test error found - save the configuration
: 237 | 3508.91 3223.44 0.0108859 0.00111105 81842.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3476.14 3194.28 0.0109069 0.00111 81658.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3444.84 3164.58 0.0109212 0.00111094 81547.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3413.92 3134.65 0.0121955 0.00115364 72451.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3382.78 3105.27 0.0110402 0.00111969 80640.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3352.41 3076.1 0.0146638 0.00142769 60440.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3320.78 3048.49 0.0146742 0.0012638 59655.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3291.08 3020.73 0.0109264 0.00110526 81456.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3261.77 2992.21 0.0135832 0.00121621 64688.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3232.12 2963.84 0.0119204 0.00132699 75518.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3202.83 2936.3 0.0130299 0.00182329 71386.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 3173.6 2909.28 0.0116492 0.00113105 76058.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3144.55 2882.07 0.0111903 0.0011538 79708.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3115.61 2856.06 0.0111505 0.00115491 80035.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3087.95 2829.47 0.0133113 0.00187422 69947.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3059.93 2802.94 0.0132003 0.00125781 66987.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3032.35 2776.85 0.0116782 0.00119938 76344.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 3004.51 2751.65 0.0119921 0.00120962 74194.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2977.71 2725.64 0.0145577 0.00174663 62445.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2950.57 2700.16 0.0135257 0.00120732 64943.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2923.67 2675.39 0.0141461 0.00190984 65379.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2896.89 2651.01 0.0150348 0.00189731 60894.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2871.06 2626.43 0.0118904 0.00125059 75189.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2845.27 2601.52 0.0126299 0.00153417 72099.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2819.09 2577.85 0.0138383 0.00149484 64811.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2793.89 2553.68 0.0118982 0.00124178 75072 0
: 263 Minimum Test error found - save the configuration
: 263 | 2767.9 2531.17 0.0130095 0.00122795 67902.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2743.93 2507.27 0.0131148 0.00132734 67868.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2718.55 2484.42 0.0123522 0.00117938 71602.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2694.25 2461.22 0.0114756 0.0012124 77948.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2669.6 2438.7 0.0112573 0.00113985 79071.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2645.77 2415.83 0.0115133 0.00123279 77816.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2621.9 2393.44 0.0119224 0.0012547 74993.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2597.81 2371.39 0.0118899 0.00121812 74964.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2574.31 2349.67 0.0128077 0.00117161 68751.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2550.88 2328.15 0.0116691 0.00115632 76097.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2528 2307.08 0.0120591 0.00144393 75363.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2505.33 2285.25 0.0122153 0.00121928 72753.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2482.02 2265.26 0.0113512 0.00113975 78343.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2459.44 2244.63 0.0118509 0.00118195 74984.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2437.1 2223.94 0.0118926 0.00121031 74890.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2415.83 2202.82 0.0124665 0.00120372 71030.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2393.19 2182.45 0.0114101 0.00120767 78412.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2370.83 2163.41 0.0114929 0.00118133 77582.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2350.05 2143.08 0.0116334 0.00117605 76501.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2328.52 2123.22 0.0113093 0.00120282 79157.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2307.05 2104.2 0.0115865 0.00129598 77741.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2285.84 2085.3 0.0138504 0.00132295 63859.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2265.2 2065.82 0.0121649 0.00121744 73076.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2244.95 2046.14 0.0116047 0.00119919 76882.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2223.54 2027.72 0.0118663 0.0012938 75668 0
: 288 Minimum Test error found - save the configuration
: 288 | 2203.83 2008.48 0.012546 0.00160568 73124.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2183.04 1990.73 0.0128471 0.00164098 71389.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2163.22 1972.38 0.0135183 0.00126535 65290.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2143.39 1953.73 0.0123251 0.00117154 71725.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2123.08 1936.49 0.0124951 0.00134102 71722.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2104.36 1918.33 0.0116707 0.00119783 76387.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2084.04 1901.73 0.0118164 0.00116192 75085.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2066.39 1882.85 0.0113529 0.00115925 78480.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2045.64 1867.12 0.0114212 0.00112803 77721.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2027.51 1849.52 0.0118525 0.0011764 74933.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2008.87 1832.14 0.0109174 0.00111384 81602.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1989.47 1815.89 0.0112171 0.00111484 79190 0
: 300 Minimum Test error found - save the configuration
: 300 | 1971.83 1799.11 0.010967 0.00112794 81308.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1953.19 1782.64 0.010862 0.00114743 82350.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1935.54 1765.9 0.0114422 0.00144862 80051.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1916.84 1749.76 0.0168107 0.00186926 53542.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1898.82 1734.68 0.0170021 0.00186171 52838.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1881.73 1718.61 0.0171359 0.00187116 52408.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1864.05 1702.34 0.0170391 0.00184437 52649.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1846.22 1687.25 0.0170703 0.0018743 52645.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1829.45 1671.4 0.0171958 0.00188167 52239.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1811.83 1656.66 0.0171987 0.00187696 52213.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1794.98 1641.68 0.0169649 0.0018204 52824.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1778.08 1626.67 0.0169526 0.00181217 52838.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1761.36 1612.07 0.0129541 0.00153015 70028.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1745.43 1596.53 0.0114781 0.00112917 77302.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1728.39 1581.92 0.0108614 0.00109758 81935 0
: 315 Minimum Test error found - save the configuration
: 315 | 1712.28 1567.43 0.0109756 0.00113148 81266.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1695.66 1553.14 0.0164267 0.00182211 54777.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1679.83 1539.54 0.0167662 0.00183644 53584.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1664.13 1524.85 0.0169401 0.00184519 52998.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1648.01 1511.17 0.0169375 0.00184381 53002.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1632.57 1497.04 0.0168341 0.00183949 53352.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1616.74 1483.51 0.016953 0.00185304 52980.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1601.31 1470.55 0.0170245 0.00184949 52718.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1586.33 1456.68 0.0168961 0.00185828 53199.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1571.31 1443.12 0.0168656 0.00183757 53233.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1556.05 1429.9 0.0170894 0.00197387 52925.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1541.16 1416.81 0.0174895 0.00194001 51448.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1526.63 1403.83 0.0175104 0.00193062 51348.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1511.66 1391.42 0.0177502 0.00195892 50660.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1497.74 1378.06 0.01754 0.00194509 51298.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1483.33 1365.05 0.0174746 0.00194042 51499.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1468.32 1353.53 0.0173775 0.00187626 51608.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1455.42 1340.17 0.0173014 0.00192503 52027.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1440.87 1327.44 0.0172445 0.00192926 52235.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1426.4 1315.99 0.0175262 0.00191281 51238.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1413.38 1303.48 0.0174769 0.0019502 51524 0
: 336 Minimum Test error found - save the configuration
: 336 | 1399.94 1291.3 0.0174229 0.00199555 51856.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1385.88 1279.88 0.0177851 0.00193884 50485.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1373.17 1267.42 0.0174982 0.00196775 51511.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1359.73 1255.47 0.0174607 0.00192053 51479.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1346.26 1244.16 0.0176378 0.00194308 50972.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1333.48 1232.57 0.0176678 0.00192388 50813.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1321 1220.85 0.017377 0.00194545 51841.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1308.15 1209.32 0.0173024 0.00194793 52102.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1295.43 1198.36 0.0170498 0.00186677 52690.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1282.83 1187.1 0.0165735 0.00172424 53874.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1270.66 1175.77 0.0176589 0.00200222 51096.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1257.86 1165.5 0.0175796 0.00180699 50720.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1246.38 1154.19 0.0178046 0.00194571 50445 0
: 349 Minimum Test error found - save the configuration
: 349 | 1234.14 1143.24 0.0172202 0.00191246 52261.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1222.47 1132.49 0.017717 0.00189211 50553.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1209.93 1122.79 0.0179539 0.00200805 50169.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1199.23 1111.49 0.017939 0.00198092 50131.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1186.82 1101.44 0.0181063 0.00198366 49619.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1175.96 1090.4 0.017942 0.0020217 50250.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1164.34 1080.46 0.0180665 0.00199783 49786.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1153.03 1070.16 0.0180047 0.00199664 49974.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1141.82 1060.55 0.0179208 0.00187239 49849.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1130.73 1050.6 0.0164549 0.00186476 54831.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1120.13 1040.45 0.0168216 0.00178591 53206.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1108.88 1030.56 0.0167804 0.00183243 53518.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1098.35 1020.57 0.0169523 0.00182781 52894.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1087.57 1010.93 0.0170601 0.00186892 52662.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1076.84 1001.79 0.0168833 0.00177826 52962.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1066.2 992.595 0.017101 0.00184637 52443.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1056.46 982.227 0.0171296 0.00184784 52349.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1045.62 973.3 0.0170178 0.00186302 52788.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1035.27 964.133 0.0173049 0.00189347 51909.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1025.51 954.712 0.0173651 0.00186983 51628.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1015.63 945.455 0.0178066 0.00198826 50574.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 1005.36 936.769 0.0178527 0.0019691 50366.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 995.528 927.37 0.0177423 0.00200695 50840.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 985.698 918.592 0.0178028 0.00200696 50646.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 976.184 910.464 0.0174208 0.0018159 51265.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 966.65 901.289 0.0178053 0.00202494 50695.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 956.993 892.733 0.0174789 0.00188569 51304.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 948.069 883.632 0.0175697 0.00196373 51262.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 938.237 875.553 0.0173318 0.00190117 51844.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 929.157 866.773 0.0173927 0.001916 51690.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 920.032 858.659 0.0176137 0.00195074 51076 0
: 380 Minimum Test error found - save the configuration
: 380 | 911.223 849.863 0.0174236 0.0019217 51606.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 901.974 841.781 0.0172841 0.00189774 51994.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 893.041 833.771 0.0174268 0.00192633 51611.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 884.432 825.869 0.0174654 0.00193514 51512.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 875.333 817.869 0.0170586 0.00177705 52350.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 867.291 809.409 0.0169883 0.00189775 53013.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 858.294 801.603 0.017381 0.00193846 51805.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 849.817 793.521 0.0172049 0.00188544 52221.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 841.234 785.665 0.0172764 0.0018887 51989.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 832.656 778.225 0.0171852 0.0019231 52417.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 824.76 770.141 0.0170616 0.00188297 52705.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 816.192 763.038 0.0172668 0.00196648 52286.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 808.137 755.618 0.0175712 0.00193863 51175.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 800.191 747.927 0.0175428 0.00198613 51425 0
: 394 Minimum Test error found - save the configuration
: 394 | 792.181 740.42 0.01758 0.00193495 51134.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 784.223 733.221 0.0170241 0.00184888 52717.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 776.453 725.733 0.01703 0.00182394 52610.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 768.622 718.668 0.0127826 0.00112922 68649.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 760.973 711.541 0.0122558 0.00115521 72068.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 753.425 704.06 0.0113852 0.00118386 78421 0
: 400 Minimum Test error found - save the configuration
: 400 | 745.654 697.093 0.0118465 0.00119777 75126.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 738.299 689.889 0.0123686 0.00116163 71384.3 0
: 402 Minimum Test error found - save the configuration
: 402 | 730.792 682.81 0.0119247 0.00122287 74753.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 723.236 676.136 0.0120172 0.0012299 74161.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 716.18 669.442 0.0126546 0.00112126 69364 0
: 405 Minimum Test error found - save the configuration
: 405 | 708.98 662.3 0.0136424 0.00169226 66945 0
: 406 Minimum Test error found - save the configuration
: 406 | 701.914 655.997 0.0140277 0.00134658 63085.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 694.979 649.295 0.01233 0.00150919 73931.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 687.618 642.333 0.0121592 0.00131437 73767.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 680.742 636.083 0.0119621 0.00121089 74410.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 673.864 629.325 0.0122406 0.00142878 73993.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 666.724 623.087 0.0119964 0.00114597 73729.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 660.14 616.911 0.0112435 0.00116118 79346.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 653.688 610.67 0.0115076 0.00114598 77207.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 646.887 603.901 0.0117164 0.00126926 76576 0
: 415 Minimum Test error found - save the configuration
: 415 | 639.977 597.832 0.0118124 0.00129578 76070.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 633.828 591.344 0.012253 0.00120529 72413.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 627.068 585.331 0.0116406 0.00116517 76369.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 620.881 579.962 0.0122795 0.00115347 71903.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 614.962 573.671 0.0114225 0.00117206 78045.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 608.299 567.679 0.0123858 0.00149219 73437.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 602.238 561.83 0.0114486 0.00116892 77823.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.22 555.694 0.0118951 0.00121725 74921.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 589.604 550.254 0.0118358 0.0011903 75148.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 583.587 544.239 0.0121234 0.00118471 73134.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 577.659 538.472 0.0115725 0.00114054 76687.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 571.425 532.801 0.0111267 0.00118684 80484.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 565.821 526.707 0.0125545 0.00142975 71911.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 559.506 521.771 0.0122807 0.00128705 72769.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 554.199 516.417 0.0126927 0.00145774 71206.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 548.518 510.76 0.0122435 0.00114079 72054.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 542.611 504.894 0.0119489 0.00122165 74576.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 536.797 500.679 0.0116258 0.00122153 76891.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 531.555 494.577 0.0114839 0.00113269 77285.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 525.73 489.32 0.0140777 0.00136102 62909.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 520.623 484.531 0.0124367 0.00123473 71415.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 514.856 479.183 0.0121405 0.00166634 76378.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 509.858 473.824 0.0123382 0.00120723 71871.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 504.252 468.49 0.0128527 0.00138384 69753.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 499.257 463.701 0.0119963 0.0011892 74025.2 0
: 440 Minimum Test error found - save the configuration
: 440 | 494.089 459.429 0.015331 0.00188221 59484.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.143 453.727 0.0171176 0.00185821 52426.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 483.696 448.782 0.0170989 0.00184997 52462.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 478.649 443.968 0.0171526 0.00187931 52379.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 473.605 439.522 0.0169386 0.00181887 52911 0
: 445 Minimum Test error found - save the configuration
: 445 | 468.798 434.661 0.0169841 0.00183381 52804.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 463.908 430.077 0.0171052 0.00183606 52393.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.427 424.594 0.0169931 0.00179403 52635 0
: 448 Minimum Test error found - save the configuration
: 448 | 453.927 420.363 0.0168951 0.00182995 53102.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 449.338 415.938 0.0170199 0.00186235 52778.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 444.86 411.125 0.0170801 0.00186313 52572.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 439.93 406.644 0.0171555 0.00185753 52294.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 435.367 402.498 0.0170769 0.0018735 52619.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 430.729 397.888 0.0166718 0.00174947 53610.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 426.147 393.788 0.0164866 0.00177783 54389.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.294 390.38 0.0166818 0.00182277 53839.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 417.629 385.499 0.016255 0.00176845 55223.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.198 380.52 0.0165385 0.00183403 54405.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 408.615 376.3 0.0166935 0.00183713 53848.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 404.257 372.388 0.0167034 0.00177258 53580.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.038 368.194 0.0166814 0.00177896 53682.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 395.897 364.037 0.0165256 0.00173968 54105.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 391.665 360.121 0.0163926 0.00179507 54803.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 387.435 356.163 0.0164282 0.00179218 54659.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 383.268 352.643 0.0175215 0.00196548 51426.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 379.298 348.106 0.017581 0.00195113 51183.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 375.258 344.414 0.0175543 0.00195036 51269.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.336 340.715 0.0176397 0.00193887 50952.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 367.698 337.3 0.0169977 0.00176178 52507.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 363.358 333.226 0.0160714 0.00174118 55826 0
: 470 Minimum Test error found - save the configuration
: 470 | 359.485 329.308 0.0171397 0.00192541 52582 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.857 325.491 0.0174988 0.00193891 51414.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.269 321.887 0.0175717 0.00192319 51123.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.07 318.167 0.0174386 0.0018781 51412.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 344.655 314.545 0.0173748 0.00192609 51784.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 340.592 311.302 0.0172906 0.0018718 51884.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.325 307.323 0.017289 0.00187844 51912.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.663 303.994 0.0170178 0.00187082 52815.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 329.857 300.74 0.017101 0.00188802 52586.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.508 297.616 0.017233 0.00191805 52236.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 322.893 294.565 0.017004 0.0019051 52983.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.518 290.308 0.016905 0.00191053 53353 0
: 482 Minimum Test error found - save the configuration
: 482 | 315.912 287.227 0.016873 0.00189146 53399 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.554 284.185 0.0168881 0.0019035 53388 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.087 280.7 0.0170538 0.00187214 52695.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 305.996 277.043 0.0170153 0.00188597 52877.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.503 274.805 0.0168904 0.00188831 53325.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.37 271.367 0.0170999 0.00187933 52560.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.218 268.059 0.0171421 0.00192826 52583.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.183 265.063 0.0168985 0.00183826 53119.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.462 261.672 0.0166656 0.00187794 54099.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 286.581 258.85 0.0171941 0.00189763 52299.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.39 255.902 0.0169772 0.00187433 52970 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.39 253.688 0.0170325 0.00183803 52650.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.295 250.2 0.016807 0.00191767 53729.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.343 247.059 0.0171166 0.00191808 52636.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.307 244.595 0.0170842 0.00185127 52517.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.389 241.335 0.0173645 0.00191725 51789 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.363 238.747 0.0171079 0.0019147 52655 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.531 236.131 0.0172989 0.00178787 51576.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.818 233.304 0.0169506 0.00190673 53177.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.751 230.839 0.0166432 0.00185692 54104.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.981 228 0.0169341 0.00183436 52981.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.251 225.058 0.0167347 0.00187122 53823.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.5 222.585 0.0167853 0.00188629 53694.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.814 219.97 0.0169524 0.00187251 53050.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.871 218.439 0.0167285 0.00182857 53691.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.628 215.823 0.0166943 0.00177402 53618.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.315 214.312 0.0168167 0.0018309 53384 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.416 210.612 0.0168092 0.0018633 53526.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.842 209.307 0.0164126 0.00184106 54901.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.497 207.733 0.0167485 0.00184262 53670 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.564 204.106 0.0167676 0.0017998 53448 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.036 201.904 0.0171118 0.00191084 52628.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.719 199.218 0.0170238 0.00190458 52913 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.058 196.762 0.0171087 0.00191375 52649.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.809 195.957 0.0170024 0.00183772 52754.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.433 192.618 0.0170705 0.00189647 52721.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.881 191.069 0.0173794 0.0019638 51895.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.553 187.997 0.0172263 0.00189996 52197.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.302 186.773 0.0173748 0.00193222 51804.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.072 184.421 0.0174819 0.00194713 51497.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.606 182.139 0.0173601 0.00187048 51647.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.486 180.597 0.0167645 0.00188896 53779.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.498 178.671 0.0170618 0.00186225 52633.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.127 176.313 0.0172832 0.0019413 52144.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.648 174.044 0.0175253 0.00190795 51225.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.676 171.343 0.0173706 0.00192407 51791.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.371 170.465 0.0169687 0.00186358 52962.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.599 168.012 0.0169752 0.00183133 52826.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.179 166.173 0.0170592 0.00188122 52708 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.071 165.837 0.0169968 0.00186163 52857.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.222 164.625 0.0171216 0.00190548 52575.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.174 160.111 0.0165001 0.0018928 54767.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.077 158.129 0.0171206 0.00184292 52364 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.159 156.171 0.0168369 0.00183117 53312.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.173 155.823 0.016727 0.00186936 53844.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.391 151.991 0.016639 0.0018094 53946.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.039 150.106 0.0169055 0.00185806 53165.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.132 148.954 0.0160359 0.00169422 55781.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.345 148.747 0.0159738 0.00177073 56325.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.614 145.525 0.0165741 0.00181415 54200.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.225 144.358 0.0168888 0.00185252 53204.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.492 142.883 0.0169087 0.00185688 53149.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.521 140.907 0.0168014 0.00181301 53374.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.668 139.174 0.0166603 0.00181527 53890 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.944 137.374 0.0166796 0.00181269 53810.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.215 137.131 0.0168989 0.00188979 53301 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.268 135.011 0.0165805 0.00184182 54278.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.716 133.646 0.0166379 0.00185261 54107.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.779 130.999 0.0165072 0.0018397 54542.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.016 129.786 0.0156096 0.00169068 57475.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.603 129.326 0.0154482 0.00162578 57876.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.797 128.664 0.0153491 0.00166649 58468.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.218 125.641 0.0153725 0.00165637 58325.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.473 123.794 0.0154044 0.0016479 58154.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.895 121.67 0.0153562 0.0016531 58380.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.21 120.489 0.0154402 0.00164045 57972.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.51 119.217 0.0154958 0.0016752 57884.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.953 118.674 0.0155054 0.00163386 57672 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.326 117.409 0.0152629 0.00164488 58745.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.008 115.964 0.0153243 0.00165566 58528.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.337 113.663 0.0151931 0.00161456 58916.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.863 112.929 0.0157235 0.0017748 57353.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.36 110.46 0.0151104 0.00162769 59335.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.847 109.579 0.0152675 0.00160988 58575.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.3 108.033 0.0155222 0.00186565 58580 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.174 107.658 0.0164652 0.00179218 54521.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.617 105.231 0.0161666 0.0017044 55316.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.344 104.552 0.0164402 0.00188433 54960.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.776 102.468 0.0166261 0.00177209 53857.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.608 101.345 0.016723 0.00186578 53845.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.012 99.9649 0.0167992 0.00186258 53559.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.752 99.2154 0.0170982 0.00188728 52593.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.47 97.8549 0.0169348 0.00180837 52887.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.109 96.7562 0.0165805 0.001839 54268.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.805 95.8503 0.0166398 0.00178829 53866.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.269 94.2002 0.0166874 0.00179932 53734.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.117 93.6573 0.0167662 0.00185639 53656.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.992 93.1801 0.0168967 0.00183677 53120.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.754 90.4849 0.0169036 0.00181032 53003.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.716 89.4174 0.0169478 0.00187593 53078.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.242 88.2664 0.0171252 0.00189029 52511.1 0
: 583 | 100.049 88.5767 0.0170504 0.00180556 52476.8 1
: 584 Minimum Test error found - save the configuration
: 584 | 98.8358 86.6592 0.0169715 0.00189573 53065.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.6241 85.1335 0.0169775 0.00181693 52768.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.3202 84.8172 0.0169184 0.00184567 53075.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.3199 83.303 0.0170219 0.00184334 52705.8 0
: 588 | 94.5476 83.503 0.0168059 0.00179246 53285.7 1
: 589 Minimum Test error found - save the configuration
: 589 | 93.2387 81.0983 0.0166379 0.00182474 54006.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.0424 80.2772 0.016887 0.00186698 53262.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.8393 79.4052 0.0167403 0.00190965 53942.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.8585 78.6548 0.0169057 0.00188871 53273.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.7837 76.8889 0.0168565 0.00186011 53346.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.9553 76.6961 0.0167781 0.00190642 53793.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.0725 75.9005 0.0168047 0.00189914 53671.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.8253 74.4341 0.0171007 0.00188796 52587.7 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.5728 72.7878 0.0171607 0.00184335 52228.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.8509 72.6357 0.0172223 0.00189135 52181.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.1986 71.3096 0.017548 0.001931 51226.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.7291 70.3892 0.0171834 0.00185447 52189 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.0183 69.7262 0.0171042 0.00199577 52950.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.7882 68.9645 0.0175519 0.00191698 51167.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.0125 67.5625 0.0170684 0.00189497 52723.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.1224 66.4808 0.017453 0.00192019 51503.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.2859 65.7245 0.017372 0.00192151 51778.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.37 65.0793 0.0177341 0.00197817 50774.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.4526 64.5859 0.0175831 0.00195703 51196.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.5516 63.893 0.01768 0.00190342 50708.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.8296 62.4771 0.0176783 0.00195206 50870.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.7979 61.9189 0.0177938 0.00197803 50582.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.832 61.4695 0.0177521 0.00196085 50661.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.0392 60.3536 0.0175955 0.00191233 51010.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.1783 59.1519 0.0174486 0.00194612 51604.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.4912 59.0072 0.0176292 0.00197979 51120.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.596 57.5912 0.0177271 0.00181666 50281.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.7508 57.2784 0.017529 0.00192841 51280.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.1583 57.1022 0.0175733 0.00194524 51189.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.2269 56.076 0.017402 0.00190735 51630.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.6025 54.5528 0.0173405 0.00189985 51811.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.6409 54.2805 0.0171419 0.00178657 52099.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.9551 54.1381 0.0160532 0.00169338 55711 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.028 52.5892 0.0170613 0.00187092 52664.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.3631 51.5626 0.0172616 0.00191081 52114.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.4257 51.195 0.0172579 0.00192509 52175.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.8369 50.9717 0.0172519 0.00193472 52228.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.5282 50.1186 0.0160539 0.00115805 53706.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.6681 49.0677 0.0140506 0.00187785 65720.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.9701 49.0539 0.0176034 0.00197008 51172.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.3134 47.9285 0.0177879 0.0019745 50589.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.5926 46.9843 0.0176681 0.00195376 50909.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.8355 46.392 0.0175436 0.0018663 51029.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.0505 46.3413 0.0175067 0.00197586 51510.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.5365 45.5421 0.0174757 0.00191045 51396.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.6356 44.9842 0.0173573 0.00177783 51349.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.9058 44.061 0.0174853 0.00195062 51497.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.4126 43.5939 0.0176924 0.00195133 50822.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.6406 42.6013 0.0175417 0.00187693 51070.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.0744 41.8911 0.0176267 0.00193925 50996.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.2959 41.3354 0.0175813 0.00184966 50852.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.8473 40.6334 0.0174932 0.00188901 51268.1 0
: 641 | 50.189 40.6735 0.017499 0.00182473 51039.1 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.7413 40.5279 0.0173765 0.00193849 51820 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.0209 39.8351 0.0174535 0.00189838 51430.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.701 39.1912 0.0172605 0.00190755 52107.3 0
: 645 Minimum Test error found - save the configuration
: 645 | 48.1821 38.9402 0.0172704 0.00188896 52010.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.442 38.2921 0.0173191 0.00194101 52022 0
: 647 Minimum Test error found - save the configuration
: 647 | 47.3772 37.7475 0.0172175 0.00193047 52332.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.6301 37.0472 0.0173684 0.00185795 51578.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.8869 36.3006 0.0167777 0.00186292 53638 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.2956 35.7232 0.017351 0.0019208 51846.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.4777 34.9058 0.0173277 0.00168094 51128.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.9758 34.6858 0.0158835 0.00181053 56846.5 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.5007 34.2588 0.0166349 0.00181094 53966.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.9093 33.3762 0.0163502 0.00177807 54899.4 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.3289 32.6894 0.016504 0.00179128 54374.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.0465 32.6428 0.0168652 0.00186946 53348.3 0
: 657 | 41.843 32.8947 0.0170133 0.00193074 53041.2 1
: 658 Minimum Test error found - save the configuration
: 658 | 41.3371 31.8441 0.0170211 0.00186755 52792.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.9041 31.7154 0.0170189 0.00187962 52842.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 40.5365 30.68 0.0171283 0.0018714 52435.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.5606 30.1854 0.017095 0.00186693 52534.7 0
: 662 | 39.3375 30.1961 0.0167337 0.00162035 52933.5 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.6061 29.8731 0.0160817 0.00176508 55879.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.2738 29.1045 0.0166621 0.00187849 54113.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.6259 28.4538 0.0168727 0.00185162 53258.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.193 27.9757 0.0170193 0.00189821 52906.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.7595 27.4196 0.017046 0.00188716 52774.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.3242 26.972 0.0169391 0.00196983 53442.9 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.9343 26.8699 0.0179108 0.00199886 50276.7 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.6706 26.6502 0.0176232 0.00194918 51039.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.2232 26.1725 0.0179022 0.00201313 50349.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.9592 25.7224 0.0176761 0.00195789 50896.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.2384 25.2183 0.0176981 0.00195627 50819.9 0
: 674 | 34.1069 25.2211 0.0174683 0.00183351 51167.8 1
: 675 Minimum Test error found - save the configuration
: 675 | 33.564 24.7451 0.0175955 0.00196182 51171.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 33.0266 24.2796 0.0175429 0.00194841 51300.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.5108 23.8822 0.0176922 0.00194621 50806.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.0902 23.2897 0.0176931 0.00194779 50808.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.6656 23.1953 0.0176704 0.00197145 50958.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.4909 22.8113 0.0179362 0.00201605 50250.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 31.3374 22.7176 0.0178559 0.00200909 50483.4 0
: 682 Minimum Test error found - save the configuration
: 682 | 31.0495 21.7713 0.0178155 0.00196821 50481.7 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.2679 21.6251 0.017878 0.00197502 50305 0
: 684 Minimum Test error found - save the configuration
: 684 | 30.0429 21.2386 0.0178311 0.00198603 50488.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.5872 21.1973 0.0178619 0.00199074 50405.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 29.2169 20.29 0.0143019 0.00119791 61050.1 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.5956 20.2269 0.0125067 0.00132907 71571.8 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.3524 19.952 0.0126524 0.00127538 70317.2 0
: 689 | 28.097 20.2672 0.0124731 0.00127621 71448.2 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.8195 19.7881 0.0136837 0.0018569 67643.2 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.4965 19.6426 0.0174556 0.00192131 51499 0
: 692 Minimum Test error found - save the configuration
: 692 | 27.0891 19.3987 0.0172179 0.00168567 51505.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.5709 19.1797 0.0128098 0.0012792 69380.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.4865 18.5794 0.011366 0.00111713 78057.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 26.1257 18.154 0.0122543 0.0012315 72576.6 0
: 696 | 25.7615 18.2331 0.012229 0.00116576 72311.6 1
: 697 Minimum Test error found - save the configuration
: 697 | 25.4526 17.8689 0.0122385 0.00122913 72665.1 0
: 698 Minimum Test error found - save the configuration
: 698 | 25.0323 17.1899 0.0121282 0.00139064 74505.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.5534 16.9005 0.0126758 0.00119547 69684.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.3266 16.7678 0.011962 0.00115504 74026.1 0
: 701 | 24.2857 17.8119 0.0118328 0.00123524 75489 1
: 702 | 23.8528 16.8725 0.0116437 0.00113983 76162.5 2
: 703 Minimum Test error found - save the configuration
: 703 | 23.5161 15.7433 0.0114526 0.00114387 77604.5 0
: 704 Minimum Test error found - save the configuration
: 704 | 23.169 15.7007 0.0120268 0.0013684 75057.9 0
: 705 | 22.7236 15.7592 0.0116948 0.00128514 76851.7 1
: 706 Minimum Test error found - save the configuration
: 706 | 22.6513 15.2997 0.0114312 0.00113833 77723.8 0
: 707 | 22.3914 15.4691 0.0113844 0.0010735 77587.6 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.946 15.0323 0.0112066 0.00113331 79418.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.5388 14.6091 0.0111462 0.00112388 79822.1 0
: 710 | 21.2321 14.7759 0.0111231 0.00107412 79610.5 1
: 711 | 21.1239 14.6158 0.0111821 0.00106876 79103.4 2
: 712 Minimum Test error found - save the configuration
: 712 | 20.9811 14.343 0.0112223 0.00124545 80185.8 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.7062 13.7339 0.0113059 0.00112897 78609.3 0
: 714 | 20.1925 14.0207 0.0112212 0.00107838 78873.7 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.9919 13.7175 0.011437 0.00124077 78460 0
: 716 | 20.2502 14.3049 0.0134366 0.0018011 68755.1 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.5543 13.196 0.0171157 0.00169482 51877.6 0
: 718 | 19.2096 13.4216 0.0147445 0.00130116 59509.2 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.9666 12.9621 0.0121227 0.00136572 74370.2 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.6495 12.4685 0.0120762 0.00133599 74486.8 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.4156 12.3067 0.0121658 0.00132443 73791.5 0
: 722 Minimum Test error found - save the configuration
: 722 | 18.0044 12.0857 0.0126673 0.00126665 70171.6 0
: 723 | 18.1025 12.5916 0.0122138 0.00119934 72632 1
: 724 | 17.9293 12.6619 0.0145071 0.0014375 61210.7 2
: 725 | 17.7049 12.1953 0.0141864 0.00119414 61575.2 3
: 726 Minimum Test error found - save the configuration
: 726 | 17.3875 11.4401 0.0133521 0.0015085 67546.9 0
: 727 | 16.9577 11.7759 0.0125869 0.00114213 69901.1 1
: 728 | 16.8625 11.7051 0.0115941 0.00114415 76555.2 2
: 729 | 16.5492 11.6159 0.0129019 0.00110284 67801.8 3
: 730 Minimum Test error found - save the configuration
: 730 | 16.4067 11.1482 0.0112548 0.00112992 79013 0
: 731 Minimum Test error found - save the configuration
: 731 | 16.3586 11.0389 0.011185 0.00115993 79799.7 0
: 732 | 16.3141 11.1666 0.0110811 0.0010681 79896.5 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.9218 10.7034 0.0111315 0.00111697 79883.7 0
: 734 | 15.447 10.733 0.0110484 0.00107416 80207 1
: 735 Minimum Test error found - save the configuration
: 735 | 15.5136 10.539 0.0111543 0.00112883 79796.5 0
: 736 | 15.4269 10.6712 0.0111165 0.0010875 79768.8 1
: 737 Minimum Test error found - save the configuration
: 737 | 15.0698 10.2601 0.0111674 0.00111944 79618.1 0
: 738 | 14.824 10.6622 0.0110592 0.00107141 80097.8 1
: 739 | 14.5304 10.3655 0.0110649 0.00106979 80039.3 2
: 740 Minimum Test error found - save the configuration
: 740 | 14.3506 10.0829 0.011104 0.00111657 80100.6 0
: 741 Minimum Test error found - save the configuration
: 741 | 14.2641 9.47119 0.0110395 0.00111142 80579.6 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.9289 9.4055 0.0111487 0.00112067 79776.5 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.719 8.95426 0.0113051 0.00138273 80625.7 0
: 744 | 13.6841 9.62941 0.0143392 0.0014399 62018.8 1
: 745 | 13.6783 9.02998 0.0171384 0.00178574 52108.3 2
: 746 | 13.6296 9.24801 0.013277 0.00112266 65820.1 3
: 747 | 13.5237 9.1111 0.0140575 0.00182186 65382.5 4
: 748 Minimum Test error found - save the configuration
: 748 | 12.979 8.64218 0.0116887 0.00115283 75930.9 0
: 749 | 12.917 9.19146 0.0110858 0.00111394 80225.8 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.678 8.05761 0.0110866 0.00118432 80789.1 0
: 751 | 12.5156 8.54635 0.0117781 0.00108255 74797.4 1
: 752 | 12.5097 8.82719 0.0110265 0.00107172 80363.4 2
: 753 Minimum Test error found - save the configuration
: 753 | 12.1897 8.05036 0.0111259 0.00112569 79998.4 0
: 754 | 12.0616 8.16877 0.011164 0.00107714 79311.2 1
: 755 Minimum Test error found - save the configuration
: 755 | 12.0796 7.7962 0.0121488 0.00118693 72980 0
: 756 | 11.6984 7.86827 0.0115234 0.00118822 77405.9 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.9788 7.65721 0.0116529 0.00120261 76552.9 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.7359 7.55042 0.0119408 0.00123944 74756.6 0
: 759 Minimum Test error found - save the configuration
: 759 | 11.2045 7.19955 0.0135402 0.0011953 64804.1 0
: 760 Minimum Test error found - save the configuration
: 760 | 11.1053 6.7991 0.0136355 0.00164951 66744.6 0
: 761 | 10.9767 7.32102 0.0124715 0.00108313 70246.8 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.8816 6.66465 0.0117366 0.00127474 76468 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.8025 6.18924 0.0134894 0.00159348 67250 0
: 764 | 10.7126 6.19753 0.011409 0.00107815 77438.3 1
: 765 | 10.335 6.79584 0.0112769 0.00118995 79310.5 2
: 766 | 10.3707 7.20172 0.0116242 0.001487 78917.2 3
: 767 Minimum Test error found - save the configuration
: 767 | 10.3612 6.10463 0.0136224 0.00143051 65617.3 0
: 768 | 10.2467 6.40994 0.0157321 0.00178244 57349.2 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.95865 5.37994 0.0173911 0.00192208 51716.2 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.82852 4.42039 0.0174734 0.0018991 51366.6 0
: 771 | 10.1886 4.53909 0.0174644 0.00183966 51200.8 1
: 772 | 9.66037 4.7612 0.0175759 0.00182017 50775.3 2
: 773 | 9.70799 5.17527 0.017542 0.00185326 50992 3
: 774 | 9.41081 5.06954 0.0176596 0.00184158 50575.2 4
: 775 | 9.26657 5.13215 0.017593 0.00181959 50718.1 5
: 776 | 9.15976 4.90993 0.0175848 0.001817 50736.4 6
: 777 Minimum Test error found - save the configuration
: 777 | 9.00632 3.8688 0.0176685 0.00193437 50844.8 0
: 778 | 9.20763 4.82443 0.0175241 0.00183465 50989.8 1
: 779 | 8.91612 4.23601 0.0175925 0.00184509 50802.1 2
: 780 | 8.66736 4.60467 0.0175642 0.00182905 50841.4 3
: 781 | 8.55889 4.53116 0.0175521 0.00183632 50904.1 4
: 782 | 8.59117 4.18107 0.0175613 0.00183858 50881.6 5
: 783 | 8.65246 4.2701 0.0175442 0.00182476 50892.3 6
: 784 Minimum Test error found - save the configuration
: 784 | 8.36075 3.46042 0.017619 0.00194687 51046.2 0
: 785 Minimum Test error found - save the configuration
: 785 | 8.15905 3.34384 0.017522 0.00193145 51313.2 0
: 786 | 8.05034 3.7754 0.0173761 0.00180453 51375.8 1
: 787 | 8.10159 3.6234 0.0174152 0.00180734 51256.3 2
: 788 | 7.98251 3.59505 0.017358 0.00181108 51457.1 3
: 789 | 7.74343 3.95727 0.0173064 0.00179747 51583.1 4
: 790 Minimum Test error found - save the configuration
: 790 | 8.00161 3.07421 0.0175079 0.00192555 51340.3 0
: 791 Minimum Test error found - save the configuration
: 791 | 7.6474 2.83599 0.0174635 0.00188962 51368.1 0
: 792 | 7.45204 2.84279 0.0173448 0.00181025 51498.1 1
: 793 | 7.51823 2.84044 0.0173239 0.00179773 51526 2
: 794 | 7.22997 3.34166 0.0172421 0.00180184 51812.6 3
: 795 Minimum Test error found - save the configuration
: 795 | 7.36254 2.72906 0.0174784 0.00191852 51414.4 0
: 796 | 7.12986 2.99477 0.0172488 0.00179832 51778.2 1
: 797 Minimum Test error found - save the configuration
: 797 | 7.03808 2.32597 0.0174218 0.00191168 51579.2 0
: 798 | 6.8954 2.56337 0.0172228 0.00180837 51899.3 1
: 799 | 6.81429 2.99018 0.0173533 0.00180425 51450.1 2
: 800 | 6.78677 2.44358 0.0173299 0.00180941 51544.9 3
: 801 | 6.89667 2.45001 0.0173385 0.00180708 51508.5 4
: 802 | 6.5529 3.1567 0.0174543 0.00183153 51207.2 5
: 803 Minimum Test error found - save the configuration
: 803 | 6.55391 2.22076 0.0177065 0.00194414 50753.7 0
: 804 | 6.67235 2.53395 0.017685 0.00187968 50615.8 1
: 805 Minimum Test error found - save the configuration
: 805 | 6.37141 2.16588 0.0178194 0.00191966 50315.4 0
: 806 | 6.23931 2.75414 0.0178321 0.0018721 50125.2 1
: 807 | 6.32154 2.64948 0.0179388 0.00187164 49791 2
: 808 Minimum Test error found - save the configuration
: 808 | 6.32366 2.10247 0.0140304 0.00124332 62563.3 0
: 809 | 6.46826 2.13489 0.0124202 0.00119587 71273.8 1
: 810 | 5.99807 2.33961 0.0140472 0.00110805 61828.1 2
: 811 | 5.9816 2.21435 0.013401 0.0016893 68307.6 3
: 812 Minimum Test error found - save the configuration
: 812 | 5.82099 2.02936 0.0126858 0.00121863 69764.7 0
: 813 | 5.82712 2.10547 0.0112113 0.00108185 78977.9 1
: 814 | 5.89908 2.4736 0.0113155 0.00112507 78505.1 2
: 815 | 5.8352 2.29763 0.011051 0.00106368 80101.4 3
: 816 | 5.65542 2.46391 0.011007 0.00107474 80545.8 4
: 817 | 5.64398 2.26576 0.0110525 0.0010696 80136.7 5
: 818 Minimum Test error found - save the configuration
: 818 | 5.49615 1.95137 0.0110872 0.00111936 80258.2 0
: 819 | 5.33735 1.97747 0.0113626 0.00107889 77792.9 1
: 820 Minimum Test error found - save the configuration
: 820 | 5.33021 1.94226 0.0118108 0.00124558 75720.3 0
: 821 | 5.19028 1.98337 0.0113263 0.00106742 77981.4 1
: 822 | 5.1497 1.97414 0.0119706 0.00107107 73397.6 2
: 823 | 5.18648 2.4792 0.0119764 0.00106843 73340.7 3
: 824 Minimum Test error found - save the configuration
: 824 | 5.26663 1.89316 0.0124011 0.00120548 71456.4 0
: 825 Minimum Test error found - save the configuration
: 825 | 4.98284 1.60611 0.0129714 0.00115323 67692.5 0
: 826 | 4.96853 2.12681 0.0114424 0.00126333 78592.6 1
: 827 | 4.83651 1.69935 0.0117154 0.00110918 75427.2 2
: 828 | 4.80965 1.78558 0.0131265 0.001699 70006.3 3
: 829 | 4.83696 2.26922 0.0144209 0.00176035 63188.4 4
: 830 | 4.86322 1.65048 0.0123895 0.00107013 70675.4 5
: 831 | 4.83284 1.97916 0.0120192 0.00115014 73603.3 6
: 832 | 4.66869 2.15723 0.0119614 0.0016466 77558.1 7
: 833 | 4.8032 1.74672 0.012522 0.00108284 69934.9 8
: 834 | 4.5686 2.70865 0.0113083 0.0011318 78612.5 9
: 835 | 4.6918 2.48094 0.0113637 0.00107711 77770.8 10
: 836 | 4.69006 2.08533 0.0121467 0.00106852 72213.8 11
: 837 | 4.42597 2.71722 0.0112042 0.00109181 79110.9 12
: 838 | 4.96336 2.5768 0.0114647 0.00105957 76885.1 13
: 839 | 5.04049 2.43884 0.010974 0.00106103 80702.1 14
: 840 | 4.11378 1.69692 0.0150098 0.00176461 60399.3 15
: 841 | 4.06483 2.2377 0.0149937 0.00125845 58244.4 16
: 842 | 4.20783 2.52294 0.0138408 0.00161288 65424.1 17
: 843 | 4.22352 1.98502 0.0126751 0.00107709 68977.1 18
: 844 | 4.43631 1.83388 0.012295 0.00125281 72449.2 19
: 845 | 4.10744 2.25938 0.0113253 0.00107042 78011.6 20
: 846 | 3.89783 1.81953 0.0111981 0.00106546 78953.2 21
:
: Elapsed time for training with 1000 events: 13 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: 0.0122 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: 1.2 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.236 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= 3.32032e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09448e+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: 0.0657 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: 0.0565 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: 0.00291 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: 0.154 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: 1.13 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: 0.0253 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00387 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: 0.0473 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00516 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: 0.0026 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000449 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: 0.127 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0134 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: 1.16 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.113 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.718 0.0851 5.64 1.65 | 3.207 3.201
: 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 : 0.00470 0.180 2.04 1.18 | 3.351 3.337
: 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.