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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.268 sec
: Elapsed time for training with 1000 events: 0.272 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00276 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: writing foam MonoTargetRegressionFoam to file
: Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory : Training finished
:
Factory : Train method: KNN for Regression
:
KNN : <Train> start...
: Reading 1000 events
: Number of signal events 1000
: Number of background events 0
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Elapsed time for training with 1000 events: 0.000749 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00413 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: 0.000191 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000405 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 = 31535.4
: --------------------------------------------------------------
: 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 | 33052.4 31101.4 0.0101332 0.00101789 87763.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 32486.9 30512.8 0.0102243 0.00102016 86917.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 31742.7 29805.7 0.010538 0.00103395 84175.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 30976.7 29105.8 0.0104724 0.00102392 84669.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30151.9 28278.7 0.0104424 0.00102409 84941.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29263.1 27326.3 0.0103809 0.00102592 85515.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28571.8 26785.9 0.0101967 0.000985869 86854.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28140 26417.3 0.0100722 0.00098393 88026 0
: 9 Minimum Test error found - save the configuration
: 9 | 27788.3 26097 0.0100303 0.000978199 88377.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27471.8 25798.8 0.0101633 0.000977038 87086.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27167.5 25522.9 0.0100603 0.000988478 88184.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 26885 25253.3 0.0100897 0.000977308 87793 0
: 13 Minimum Test error found - save the configuration
: 13 | 26609.4 24993 0.0101857 0.00103605 87435 0
: 14 Minimum Test error found - save the configuration
: 14 | 26342.2 24740.2 0.0101019 0.00098325 87732.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26083.6 24492.2 0.0101641 0.000975089 87060.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 25827.4 24253.1 0.0101464 0.000985689 87329.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25578.3 24019.7 0.0101077 0.00100313 87868 0
: 18 Minimum Test error found - save the configuration
: 18 | 25334.2 23790.7 0.010165 0.000993479 87226.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25096.6 23563 0.0100558 0.00098907 88234.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24863.4 23336.8 0.0100411 0.000975219 88243 0
: 21 Minimum Test error found - save the configuration
: 21 | 24629.5 23117.9 0.0100313 0.000977499 88361.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24400.1 22904.3 0.0100301 0.0009863 88458.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24176 22692.8 0.0100288 0.00096997 88311.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 23957 22480.5 0.010001 0.000986689 88747.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23735.9 22274.6 0.0100456 0.000990549 88348.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23518 22074.5 0.0100228 0.000977287 88441.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23310.3 21869.2 0.0100438 0.000987618 88337.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23095.1 21673.7 0.0100924 0.000987199 87862 0
: 29 Minimum Test error found - save the configuration
: 29 | 22892.2 21473.4 0.0100883 0.000980088 87832.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22683.7 21280.1 0.0100931 0.000980499 87790.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22482.1 21087.1 0.0100689 0.00097947 88014.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22278.6 20901 0.0100744 0.000997648 88137.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22083.6 20711.7 0.0101003 0.000991569 87827.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21887.9 20524.5 0.011757 0.00101953 74505.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21691.8 20342.7 0.0127677 0.00165678 72001.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21501.7 20160.4 0.0124325 0.00105032 70285 0
: 37 Minimum Test error found - save the configuration
: 37 | 21311.7 19980.7 0.0103925 0.0010176 85334.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21124.3 19802.6 0.0101297 0.00101335 87754.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 20936.4 19629.7 0.0102792 0.000999859 86213.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20754.7 19455.7 0.0101888 0.00104371 87478.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20572.8 19283.7 0.0101784 0.00103551 87500 0
: 42 Minimum Test error found - save the configuration
: 42 | 20392.3 19114.4 0.0102013 0.00103125 87241 0
: 43 Minimum Test error found - save the configuration
: 43 | 20213.1 18948.3 0.0101953 0.00102602 87247.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20038.4 18781.4 0.0101353 0.000998109 87554.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 19861.1 18620.3 0.0101622 0.00103407 87640.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19691.7 18455 0.0102076 0.00100648 86946.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19519.2 18291.1 0.0106142 0.00111988 84260.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19345.6 18123.3 0.0109938 0.0010166 80182.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19171.9 17961.2 0.0102836 0.00101487 86311.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19003.1 17803.7 0.0101735 0.000998019 87188.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18835 17644.9 0.010252 0.00102243 86677.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18669.8 17490.8 0.0102514 0.00100574 86527.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18507 17332.2 0.0102836 0.000997449 86150 0
: 54 Minimum Test error found - save the configuration
: 54 | 18346.2 17179.6 0.010262 0.00100554 86425.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18182.4 17032.4 0.0102842 0.00102192 86371.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18019.7 16874.1 0.0103997 0.00100355 85141.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 17863.7 16723.6 0.0103225 0.00100747 85882.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17703.8 16572.2 0.0102268 0.000999858 86702.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17546.9 16422.6 0.010665 0.00102473 82985.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17391.6 16268.5 0.0103045 0.00102015 86166.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17237.5 16127.3 0.010226 0.00100415 86750.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17082.1 15978.8 0.0102667 0.00102004 86517.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 16930.4 15836.4 0.0103745 0.00107442 86021 0
: 64 Minimum Test error found - save the configuration
: 64 | 16779.9 15690.7 0.0105451 0.00104716 84228.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16628.8 15548.1 0.0102555 0.00102242 86644.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16480.3 15404.5 0.01024 0.00103655 86923.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16332.3 15269.4 0.0103214 0.00104294 86221.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16185.5 15129.3 0.0103075 0.00103006 86230.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16040.3 14987.9 0.0103274 0.00106133 86336.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 15894.4 14854.3 0.0104608 0.00104735 84985 0
: 71 Minimum Test error found - save the configuration
: 71 | 15752.3 14715.9 0.0106853 0.00108854 83361.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15609 14582.9 0.0103753 0.00101297 85448.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15469.1 14448.9 0.0115153 0.00109143 76746.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15327.8 14318.9 0.0106683 0.00102486 82957.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15193.8 14185.4 0.0105267 0.0010198 84149.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15053.6 14056.6 0.0103601 0.00101268 85584.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14918.9 13928.8 0.0103935 0.00103614 85494.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14784 13802.4 0.0103646 0.0010104 85523.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14650.8 13677.6 0.010301 0.00100554 86063.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 14519.6 13552.9 0.0105454 0.00101467 83939.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14388.7 13430.6 0.0114396 0.00126206 78604.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14259.6 13308.2 0.0105071 0.0010293 84407.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14130.9 13188.1 0.010492 0.00103592 84601.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14004.5 13067.9 0.0105173 0.00101871 84223.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 13877.7 12949.7 0.0103234 0.00101289 85924.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 13753.6 12832.4 0.0104074 0.00103093 85320.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13631.2 12713.9 0.0104313 0.00103893 85175.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 13506.8 12598.8 0.0102877 0.00101167 86243.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13385.2 12485.2 0.0104774 0.00111219 85422.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13264 12374 0.0104024 0.0010728 85748.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13147.6 12259 0.0104141 0.001019 85150.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13026.5 12149.2 0.0103798 0.00102415 85509.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 12910.9 12037.8 0.0104054 0.00101557 85198.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12793.3 11929.6 0.010454 0.00101431 84748.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12680.4 11818.9 0.0103239 0.00103639 86137.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12563.4 11713.2 0.0103829 0.00106496 85856.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12451.9 11606.2 0.0103464 0.00101274 85711.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12338.4 11502 0.0102913 0.00102789 86361.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12228 11397.5 0.0105205 0.00108024 84743.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12118.2 11293 0.0104477 0.00101653 84825 0
: 101 Minimum Test error found - save the configuration
: 101 | 12009.5 11189.5 0.0103686 0.00101552 85533 0
: 102 Minimum Test error found - save the configuration
: 102 | 11899.3 11088.6 0.0104115 0.00103256 85297.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 11793.2 10987.1 0.0103597 0.00103556 85799 0
: 104 Minimum Test error found - save the configuration
: 104 | 11686.7 10887.2 0.0103876 0.00104992 85674.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11580 10789.6 0.0111013 0.00104463 79549.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11476.5 10691.2 0.0103957 0.00103717 85483.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11372.4 10594.7 0.010339 0.00101962 85842.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11269.7 10498.9 0.010385 0.0010443 85646.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11168.9 10402.3 0.0105245 0.00102896 84250.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11067.6 10307.2 0.0105662 0.00104198 83996.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 10966.5 10214.5 0.0104875 0.00101845 84485.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 10867.4 10122.3 0.0103895 0.00102063 85388.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10771.1 10028 0.0108238 0.0014293 85155.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10672.2 9936.72 0.0104109 0.00101719 85162.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10575.4 9846.7 0.0107437 0.00103281 82382.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10480 9756.84 0.0103403 0.00101757 85811.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10384.3 9668.98 0.0103177 0.00102557 86094.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10293 9577.7 0.0103174 0.00101474 85997 0
: 119 Minimum Test error found - save the configuration
: 119 | 10196.5 9492.52 0.0103662 0.00101444 85545.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10105.7 9405.26 0.0103668 0.00102134 85603 0
: 121 Minimum Test error found - save the configuration
: 121 | 10013.7 9319.22 0.0104065 0.00107354 85718 0
: 122 Minimum Test error found - save the configuration
: 122 | 9923.2 9234.18 0.0103282 0.00105114 86234 0
: 123 Minimum Test error found - save the configuration
: 123 | 9832.43 9150.35 0.0103352 0.00101741 85857.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9744.41 9065.76 0.0103678 0.001035 85719.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9654.83 8983.82 0.0103337 0.00101567 85854.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9568.25 8900.79 0.0107411 0.0010224 82315.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9480.96 8819.49 0.0103361 0.00101291 85807.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9393.83 8740.01 0.0108095 0.00102936 81798.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9310.42 8658.65 0.0103597 0.00101914 85648.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9223.28 8581.86 0.0103787 0.00102289 85508.1 0
: 131 Minimum Test error found - save the configuration
: 131 | 9141.37 8502.38 0.0108742 0.00103962 81345.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9058.68 8423.55 0.0103946 0.00108611 85943.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 8976.38 8344.98 0.0103482 0.00101759 85739 0
: 134 Minimum Test error found - save the configuration
: 134 | 8893.23 8269.07 0.0104017 0.00102256 85295.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8812.41 8193.98 0.0103746 0.00102282 85544.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8733.83 8117.32 0.010351 0.00101956 85731.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8652.92 8043.47 0.0104606 0.00113318 85769 0
: 138 Minimum Test error found - save the configuration
: 138 | 8574.97 7968.68 0.0103888 0.0010158 85351.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8495.07 7897.55 0.0103865 0.00103386 85537.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8419.06 7825.1 0.0104194 0.00102291 85138 0
: 141 Minimum Test error found - save the configuration
: 141 | 8341.64 7753.92 0.0104154 0.00102427 85187.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8266.47 7682.71 0.0103787 0.00101641 85449.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8191.6 7610.84 0.0103737 0.00101871 85516.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8116.02 7540.84 0.0103361 0.00101669 85842.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8041.88 7471.53 0.0104014 0.00102219 85295 0
: 146 Minimum Test error found - save the configuration
: 146 | 7967.49 7404.68 0.0103195 0.00101245 85956.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7897.28 7334.26 0.0104312 0.00102442 85045.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7823.76 7266.63 0.0103918 0.00104692 85608.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7752.51 7199.47 0.0103951 0.00104116 85525.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7681.48 7132.93 0.0104311 0.00103913 85178.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7610.34 7068.47 0.0103967 0.00102081 85325.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7541.87 7003.2 0.0103335 0.00101596 85859.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7472.59 6938.83 0.0103792 0.00105292 85779.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7404.8 6874.18 0.0103926 0.00104901 85619.8 0
: 155 Minimum Test error found - save the configuration
: 155 | 7336.31 6811.38 0.0106105 0.0010355 83550.8 0
: 156 Minimum Test error found - save the configuration
: 156 | 7270.71 6746.52 0.010557 0.00103513 84017.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7201.51 6686.58 0.0104853 0.00104738 84764.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7137.92 6623.55 0.0103973 0.00102333 85342.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7070.99 6563.42 0.0104018 0.00102354 85303.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7006.88 6502.65 0.0104044 0.00102682 85310.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6942.51 6442.65 0.0107014 0.00103798 82786.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6879.99 6381.79 0.0112108 0.00102911 78572.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6815.74 6323.22 0.0103857 0.00102724 85483.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6754.15 6263.06 0.0105052 0.00103999 84520.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6691.13 6206.68 0.0106762 0.00106455 83232.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6630.18 6148.32 0.0104633 0.00102412 84752.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6568.8 6092.05 0.0104386 0.0010281 85011.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6509.04 6035.06 0.0104987 0.00103277 84513.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6449.41 5978.97 0.0106008 0.00108808 84097.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6389.58 5923.73 0.0105384 0.00102245 84069.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6331.85 5867.65 0.0104038 0.00102695 85316 0
: 172 Minimum Test error found - save the configuration
: 172 | 6272.6 5813.86 0.0103664 0.00101918 85587.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6214.78 5760.47 0.0104566 0.00103328 84896 0
: 174 Minimum Test error found - save the configuration
: 174 | 6158 5707.03 0.0104766 0.00102626 84653.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6101.07 5654.17 0.0103682 0.00101672 85548 0
: 176 Minimum Test error found - save the configuration
: 176 | 6045.27 5601.69 0.0103956 0.00102009 85328.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 5990.04 5548.92 0.0104258 0.00102127 85065.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 5934 5497.75 0.0106825 0.00102814 82864.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5880.09 5445.88 0.0104072 0.00102319 85251.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5825.48 5395.38 0.0104138 0.00102268 85186.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5771.24 5345.77 0.0103712 0.00102389 85586.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5719.08 5295.85 0.010409 0.00102373 85239.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5666.22 5245.93 0.0104473 0.0010247 84902.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5613.45 5197.27 0.0104156 0.00102295 85173.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5562.35 5148.51 0.0128327 0.0017383 72108.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5510.98 5099.67 0.0122013 0.001032 71624.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5458.91 5053.65 0.0104788 0.00103053 84671.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5409.67 5006.02 0.0104156 0.00104104 85337.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5359.61 4958.98 0.0104796 0.00104032 84752.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5310.19 4912.51 0.010363 0.00101646 85593.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5260.33 4867.76 0.0107348 0.00103103 82441.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5212.92 4821.92 0.0104646 0.00102573 84755.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5164.57 4775.96 0.0104811 0.00103886 84725.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5115.67 4733.64 0.0104077 0.00105458 85532.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5070.7 4687.59 0.0105453 0.00102586 84038.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5022.36 4643.78 0.0104701 0.00103135 84756.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 4976.17 4601.04 0.0104808 0.0010249 84603.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4930.54 4558.02 0.0105378 0.00104795 84300.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4883.99 4517.2 0.0103923 0.00101943 85352.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4840.87 4473.28 0.010414 0.00102773 85231.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4794.87 4432.37 0.0104661 0.00105287 84986.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4751.66 4390.33 0.0107617 0.00125326 84135.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4706.83 4349.47 0.0104327 0.00102325 85020.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4663.53 4309.66 0.010423 0.00106501 85488.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4620.88 4269.72 0.0107025 0.00105678 82938.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4578.41 4229.89 0.0103708 0.00102287 85580.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4536.82 4188.94 0.0103777 0.00101924 85484.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4494.01 4151.45 0.0104161 0.00104408 85360.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4453.15 4111.53 0.01044 0.00103776 85086.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4411.48 4073.87 0.0104625 0.0010568 85054.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4371.62 4036.25 0.0104623 0.00104752 84973.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4330.92 3998.67 0.0105899 0.00103016 83684.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4292.11 3960.67 0.0104955 0.0010329 84543.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4251.35 3924.56 0.0103587 0.0010161 85629.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4213.42 3887.39 0.0104485 0.00101986 84848.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4174.58 3851.5 0.0104373 0.00102522 84996.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4136.15 3814.89 0.0103672 0.00102045 85590.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4097.95 3780.65 0.0103899 0.00102139 85392.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4060.93 3744.93 0.010376 0.00102103 85516.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 4023.78 3709.26 0.0103918 0.00105014 85638.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 3986.18 3675.31 0.0103755 0.00101894 85501.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 3950.69 3640.58 0.0103958 0.00105397 85636 0
: 223 Minimum Test error found - save the configuration
: 223 | 3914.17 3606.58 0.0104321 0.0010215 85010.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3878.24 3572.91 0.0104247 0.00102193 85080.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3843.53 3539.02 0.0104126 0.00102557 85224.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3807.03 3507.47 0.0104973 0.00104902 84671.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3773.3 3474.65 0.0106029 0.0010564 83800 0
: 228 Minimum Test error found - save the configuration
: 228 | 3739.05 3441.97 0.0105326 0.0010444 84315.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3704.28 3410.85 0.0104567 0.00103507 84911.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3671.16 3378.63 0.0104701 0.00103015 84746.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3637.93 3346.21 0.0104431 0.0010197 84895.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3604.3 3315.63 0.0105 0.00103046 84481.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3571.37 3285.12 0.0104459 0.00103562 85013.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3539.63 3253.69 0.0105943 0.0010752 84041.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3506.78 3224.16 0.0105695 0.00103601 83915 0
: 236 Minimum Test error found - save the configuration
: 236 | 3474.71 3195.48 0.0105053 0.00103341 84460.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3444.07 3164.36 0.01048 0.00103124 84667.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3412.58 3134.77 0.0104604 0.00102902 84823.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3381.1 3106.12 0.010456 0.00102238 84802.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3350.47 3077.45 0.0104773 0.00102947 84676 0
: 241 Minimum Test error found - save the configuration
: 241 | 3320.16 3049.53 0.0105005 0.00107253 84853.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3289.93 3020.75 0.0105028 0.00104199 84559.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3261.01 2991.42 0.010544 0.00103219 84105.6 0
: 244 Minimum Test error found - save the configuration
: 244 | 3229.75 2964.51 0.0104837 0.00103193 84640.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3201.02 2937.28 0.0105015 0.00102842 84450.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3172.74 2909.23 0.0104554 0.00102101 84796.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3143.62 2881.5 0.0104669 0.00102617 84738.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3114.26 2855.35 0.0104517 0.00103255 84933.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3085.63 2830.27 0.0104752 0.00102371 84642.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3058.63 2803.31 0.0104124 0.00104785 85428.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3031.01 2777.3 0.0104227 0.00106756 85514.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3003.5 2750.52 0.010478 0.00103152 84687.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 2975.65 2725.63 0.0105432 0.00103498 84137.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2948.87 2700.63 0.0105447 0.00105373 84290.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2921.62 2676.18 0.0105054 0.00104884 84597.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2896.47 2650.16 0.0105189 0.0010428 84423.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2869.19 2626.07 0.0104605 0.00102989 84830.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2843.61 2601.67 0.0104114 0.001026 85238.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2817.53 2577.82 0.0105139 0.00107767 84779.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2792.13 2554.09 0.0105538 0.00104601 84141.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2767.12 2530.14 0.010494 0.00105128 84721.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2741.26 2507.97 0.0106961 0.00106708 83082.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2718.23 2483.28 0.0104954 0.00104169 84622.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2692.26 2460.83 0.012542 0.00177311 74288.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2668.64 2437.91 0.0118277 0.00111933 74708.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2643.78 2415.81 0.0107266 0.00106029 82761.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2620.53 2392.76 0.0107504 0.00107228 82661 0
: 268 Minimum Test error found - save the configuration
: 268 | 2596.24 2372.07 0.010723 0.00105595 82755.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2572.74 2350.17 0.0108622 0.00109335 81893.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2549.72 2328.19 0.0105315 0.00106694 84525.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2526.75 2306.12 0.0108267 0.00117321 82871.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2503.83 2284.86 0.0107381 0.0010734 82775.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2480.42 2264.44 0.0142132 0.00168366 63849 0
: 274 Minimum Test error found - save the configuration
: 274 | 2458.66 2243.43 0.010767 0.00117502 83403.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2435.87 2222.9 0.0109516 0.00106396 80909.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2414.04 2202.16 0.0105379 0.00104231 84249.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2392.03 2181.67 0.0105377 0.00104075 84237.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2369.73 2162.12 0.0104102 0.00102668 85255.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2348.39 2142.47 0.0105329 0.00104339 84303.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2327.3 2122.4 0.0113909 0.00127455 79080.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2305.92 2103.18 0.010532 0.00104027 84283.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2284.96 2083.55 0.0104937 0.00104711 84686.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2263.48 2064.96 0.0110124 0.00108229 80563.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2243.6 2045.65 0.0106089 0.00104326 83632.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2222.7 2026.75 0.0105091 0.00103544 84444.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2202.23 2008.32 0.0105065 0.00103546 84468.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2181.93 1989.9 0.0104388 0.00103002 85027.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2161.96 1971.64 0.0104499 0.00103827 85001.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2142.31 1953.44 0.0105872 0.00111613 84467.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2122.05 1936.06 0.0106135 0.00106631 83794.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2102.93 1918.32 0.0105433 0.00105041 84274 0
: 292 Minimum Test error found - save the configuration
: 292 | 2083.52 1900.46 0.0104945 0.00103611 84581.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2064.53 1882.54 0.0106008 0.00104302 83701.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2045.28 1865.18 0.0105833 0.00108754 84247.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2025.9 1849.38 0.0104905 0.0010508 84748.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2008.09 1831.59 0.0104832 0.00103689 84689.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 1988.88 1816.27 0.0105652 0.00104376 84020.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1970.54 1798.46 0.0104927 0.00104052 84636.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1952.58 1781.48 0.0107383 0.00110143 83014.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1933.49 1766.12 0.0105695 0.0010414 83961.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1915.74 1749.89 0.0105117 0.0010418 84478.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1898.48 1733.05 0.0104841 0.00102848 84605.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1880.2 1717.28 0.0105273 0.00103564 84284.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1862.68 1702.01 0.0105684 0.0010679 84206.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1845.16 1686.15 0.0114028 0.00105374 77301.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1828.27 1670.5 0.0105731 0.00105758 84073.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1810.98 1654.95 0.0114283 0.00133963 79296.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1793.59 1640.17 0.010737 0.00108681 82899.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1776.74 1625.73 0.010829 0.00106812 81959.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1760.35 1610.26 0.0106722 0.00103455 83007.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1743.29 1596.02 0.0106299 0.00109494 83902.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1727.22 1581.26 0.0107121 0.0010703 82972.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1710.93 1566.81 0.0105463 0.00105776 84311.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1694.69 1552.1 0.0105775 0.00105737 84032.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1678.23 1538.22 0.0110427 0.00105358 80087 0
: 316 Minimum Test error found - save the configuration
: 316 | 1662.73 1524.17 0.0105863 0.00103475 83755.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1646.92 1509.98 0.0107987 0.00108321 82342.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1631.2 1496.14 0.0106367 0.00104294 83387.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1615.83 1481.9 0.0105727 0.00106608 84152.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1600.06 1468.51 0.0106079 0.00109865 84128.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1584.55 1455.5 0.0108322 0.00121768 83207.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1569.97 1442.02 0.0105823 0.00103544 83797.5 0
: 323 Minimum Test error found - save the configuration
: 323 | 1554.87 1428.82 0.0105788 0.00106691 84105.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1539.92 1415.2 0.0104975 0.0010485 84665.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1524.9 1402.63 0.0105363 0.00102803 84137.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1510.67 1389.49 0.010529 0.00103304 84246.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1495.88 1377.15 0.0105667 0.00104911 84055.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1481.61 1364.52 0.0105732 0.00102841 83815.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1467.59 1351.52 0.0105066 0.00103262 84441.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1453.57 1338.75 0.0105167 0.0010297 84325.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1439.29 1326.39 0.0105207 0.00104062 84387.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1425.69 1313.93 0.0106228 0.00103552 83443.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1411.51 1302.28 0.0107204 0.00103766 82621.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1398.29 1289.99 0.0105008 0.00104272 84583.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1384.78 1277.98 0.0105056 0.00103126 84438.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1371.68 1265.54 0.0108005 0.00103828 81948.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1358.01 1254.24 0.0106197 0.0010822 83879.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1345.27 1242.27 0.0106159 0.00104248 83564.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1331.97 1231.04 0.0105577 0.00103748 84031.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1319.16 1219.66 0.0105006 0.00103159 84486 0
: 341 Minimum Test error found - save the configuration
: 341 | 1306.57 1208.07 0.0105313 0.00105407 84412.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1293.66 1197.01 0.0106483 0.00107923 83603.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1281.51 1185.69 0.0110791 0.00106521 79889 0
: 344 Minimum Test error found - save the configuration
: 344 | 1269.07 1174.67 0.0113487 0.00153523 81520.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1256.91 1163.64 0.0106427 0.00105656 83453.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1244.53 1152.91 0.0108905 0.00103295 81156.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1232.62 1141.74 0.0110583 0.00105043 79937.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1220.63 1131.16 0.0110446 0.0010311 79892 0
: 349 Minimum Test error found - save the configuration
: 349 | 1208.79 1121.58 0.0109149 0.00107977 81341.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1197.21 1110.36 0.0108856 0.00103814 81239.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1185.66 1099.6 0.0105274 0.00104168 84337.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1174.02 1088.82 0.0105126 0.00104002 84454.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1162.47 1078.93 0.0109673 0.0010675 80810 0
: 354 Minimum Test error found - save the configuration
: 354 | 1151.36 1068.42 0.0105518 0.00103078 84024.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1139.95 1058.65 0.0107857 0.00105278 82195.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1128.83 1048.84 0.0106942 0.00106449 83076 0
: 357 Minimum Test error found - save the configuration
: 357 | 1118.01 1038.81 0.0108162 0.00104539 81876.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1107.04 1028.83 0.0104585 0.00102793 84830.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1096.29 1019.32 0.0108082 0.00102964 81811.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1085.64 1009.22 0.0105998 0.00109719 84187.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1075.06 1000.03 0.0105078 0.00106119 84686.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1064.44 990.848 0.0104997 0.00103137 84492.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1054.2 981.498 0.0110257 0.00106081 80282.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1044.41 972.303 0.0116546 0.00106194 75523.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1033.69 962.688 0.0116593 0.00104951 75401.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1023.51 953.332 0.0106103 0.00103605 83557.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1013.61 943.746 0.0111649 0.00103584 78980.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1003.82 934.47 0.0109211 0.00103212 80897.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 993.895 925.649 0.0109913 0.00128231 82397.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 983.679 916.913 0.0104865 0.00103117 84608.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 974.318 908.173 0.0104513 0.00103108 84924 0
: 372 Minimum Test error found - save the configuration
: 372 | 965.111 899.674 0.010731 0.00104581 82600.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 955.074 891.271 0.0108136 0.00106085 82028.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 946.285 882.084 0.0107717 0.00108731 82606.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 936.763 873.118 0.0106967 0.00105943 83011.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 926.92 865.466 0.0115811 0.00108869 76245.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 918.31 856.671 0.0104479 0.00102485 84898.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 909.197 848.421 0.0104876 0.00103152 84602 0
: 379 Minimum Test error found - save the configuration
: 379 | 900.088 840.728 0.0104522 0.00102111 84825.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 891.492 831.959 0.0104955 0.00102467 84470.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 882.289 824.355 0.0105577 0.00111311 84704.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 873.684 816.388 0.0107494 0.00104704 82454.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 864.954 808.232 0.010866 0.00105181 81514.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 856.506 800.341 0.0108639 0.00141908 84702.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 848.04 792.264 0.0105128 0.0010273 84339.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 840.021 784.408 0.0107715 0.0010332 82149.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 831.008 776.72 0.010558 0.00105032 84142.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 822.992 769.655 0.0104829 0.00103416 84667.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 814.985 761.73 0.0104905 0.00104974 84738.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 806.628 753.452 0.010537 0.00103601 84201.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 798.753 746.034 0.0105504 0.00103639 84086.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 790.601 739.147 0.0108521 0.00103165 81462.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 782.853 731.832 0.0106099 0.00103601 83560.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 774.795 724.662 0.0110011 0.0011537 81239.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 767.218 717.265 0.0121427 0.00109179 72392.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 759.662 709.653 0.0107576 0.0010946 82790.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 751.776 702.764 0.0105016 0.00104021 84553.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 744.392 695.373 0.0104964 0.0010484 84674.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 736.511 689.136 0.0105427 0.00104274 84210.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 729.507 681.831 0.0106517 0.00103269 83168.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 721.803 675.145 0.0110291 0.00103951 80083.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 714.92 668.444 0.0105331 0.00102914 84175.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 707.868 661.291 0.0106063 0.00105578 83764.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 700.33 655.058 0.0105303 0.00102616 84173.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 693.39 648.5 0.0106401 0.00115029 84300.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 686.364 641.732 0.0104709 0.00102866 84726.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 679.751 634.361 0.0104608 0.00103109 84838.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 672.126 628.34 0.01049 0.00104238 84677.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 665.802 622.213 0.0104767 0.00103113 84695.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 658.895 615.435 0.0104848 0.00103107 84623 0
: 411 Minimum Test error found - save the configuration
: 411 | 652.154 609.641 0.0104481 0.00102334 84882.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 645.356 603.031 0.0104928 0.00102892 84531.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 639.129 596.539 0.0104724 0.00102691 84696.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 632.33 590.474 0.010455 0.00102071 84796.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 625.807 584.639 0.0104629 0.00103131 84821 0
: 416 Minimum Test error found - save the configuration
: 416 | 619.556 578.88 0.0104991 0.00102873 84473.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 613.397 572.689 0.010464 0.00102789 84780.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 606.859 566.395 0.0104605 0.00101813 84724.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 600.549 561.231 0.0104043 0.0010187 85236.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 594.668 555.138 0.0104232 0.00102097 85086.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 588.457 548.815 0.0104651 0.00102438 84738.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 582.425 542.915 0.0104543 0.0010262 84852.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 576.313 537.162 0.0105064 0.00103742 84486.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 570.445 531.934 0.0104306 0.00103003 85101.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 564.662 526.336 0.0104753 0.00103229 84718.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 559.055 520.538 0.0104494 0.00101924 84834.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 552.976 514.751 0.0104161 0.00101963 85138.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 547.121 510.195 0.010439 0.00102094 84943.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 542.071 504.439 0.0104192 0.00102397 85149.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 536.055 499.054 0.0103844 0.00101943 85424.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 530.526 493.523 0.0104408 0.00102762 84987.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 525.13 488.693 0.0104494 0.00103931 85014.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 519.909 483.069 0.0105108 0.00103054 84385.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 514.302 477.792 0.0104743 0.00102856 84694.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 508.671 473.013 0.0104507 0.00102801 84901 0
: 436 Minimum Test error found - save the configuration
: 436 | 503.525 467.774 0.0104545 0.00102343 84826.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 498.363 463.017 0.0104131 0.00102521 85216.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 493.075 458.374 0.0104227 0.00101869 85070.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 488.07 452.823 0.0103973 0.00102177 85328.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 483.003 448.304 0.0104141 0.00102194 85177.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 478.247 443.338 0.010455 0.00102573 84842.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 472.903 438.535 0.010484 0.00103433 84658.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 467.916 433.815 0.0104735 0.00102289 84650.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 463.372 428.746 0.0104378 0.00102771 85015.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 458.607 424.386 0.010563 0.00103158 83932.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 453.564 419.707 0.0104412 0.00102488 84958.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 448.629 415.31 0.0104801 0.00104886 84824.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 444.151 410.766 0.0104583 0.00102862 84839 0
: 449 Minimum Test error found - save the configuration
: 449 | 439.417 406.224 0.0105029 0.00102602 84415.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 434.907 402.007 0.010429 0.0010311 85125.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 430.053 398.069 0.0104499 0.00102069 84843.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 425.923 392.907 0.0104803 0.0010343 84692.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 421.429 389.525 0.0104914 0.00103342 84584.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 417.086 384.654 0.0104361 0.00102161 84975.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 412.444 380.314 0.0104504 0.00103374 84955.4 0
: 456 Minimum Test error found - save the configuration
: 456 | 408.168 376.975 0.0103941 0.00102071 85347.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.449 371.759 0.0104234 0.0010242 85113.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 399.6 367.721 0.0104238 0.00102207 85091 0
: 459 Minimum Test error found - save the configuration
: 459 | 395.586 363.583 0.0104142 0.00102476 85201.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 391.134 359.897 0.0104632 0.00102675 84777.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 387.141 355.415 0.0104832 0.00103146 84640.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 382.912 351.738 0.0104717 0.00102648 84698.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 379.061 348.16 0.0104571 0.00105416 85079.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 374.923 344.053 0.0104477 0.00103135 84958.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 371.014 339.866 0.0104129 0.00102242 85192.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 366.998 336.199 0.0104549 0.00102246 84813.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 362.864 332.401 0.0104469 0.00101978 84861.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 359.082 329.061 0.0104321 0.00102168 85012.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 355.403 325.23 0.0104326 0.00102215 85011.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 351.679 322.217 0.0103863 0.00101845 85398.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 348.116 317.555 0.0104161 0.00102629 85198.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 343.917 314.425 0.0104176 0.00102648 85186.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 340.249 310.745 0.0104172 0.00102282 85157.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 336.745 307.085 0.0104066 0.00101945 85223.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 332.942 303.933 0.0104108 0.0010193 85183.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 329.641 300.325 0.0104332 0.00101727 84962.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 326.157 296.832 0.0104367 0.00103166 85060.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 322.798 294.05 0.0104462 0.00101871 84857.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.182 290.101 0.0104483 0.00102323 84880.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 315.478 286.838 0.0104343 0.00102403 85013.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.082 283.043 0.0104024 0.00102014 85267.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.747 279.971 0.0104138 0.00101959 85158.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 305.456 276.745 0.0103965 0.00101819 85303.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.992 273.397 0.010401 0.00102064 85284.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.667 270.59 0.010604 0.00105139 83746.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 295.505 267.455 0.0104716 0.00103079 84738.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 292.34 264.381 0.0106838 0.00104096 82962.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 289.428 262.155 0.0105117 0.00105202 84569.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.402 258.1 0.0105493 0.00104959 84212.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 282.786 255.299 0.0105487 0.00103363 84076.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.852 252.428 0.0104945 0.00102089 84445.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.879 250.447 0.010797 0.00107296 82270.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.23 246.909 0.0104571 0.00103201 84879.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.124 243.688 0.0106937 0.00103374 82816.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.028 240.792 0.0105827 0.00105743 83987.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.133 238.671 0.0105315 0.00102154 84122.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.445 235.268 0.0105718 0.00104257 83952.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.461 232.725 0.0105569 0.00106966 84324 0
: 499 Minimum Test error found - save the configuration
: 499 | 256.518 230.077 0.0105154 0.0010221 84269.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 253.718 227.311 0.0104454 0.00102067 84883.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.791 224.977 0.0104688 0.00102534 84714.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.292 221.811 0.0104314 0.00102076 85010.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 245.394 219.748 0.0104129 0.00102321 85199.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.784 217.266 0.0106725 0.00103871 83040.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.188 215.611 0.010436 0.00101942 84956.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 237.719 212.215 0.0105054 0.0010299 84428.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.895 210.229 0.0106533 0.00106044 83395.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.556 207.256 0.010696 0.00109698 83341.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.677 204.535 0.0107171 0.00103509 82627 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.35 202.838 0.0105861 0.00102432 83666.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 224.707 200.173 0.0105923 0.00104281 83774 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.528 198.093 0.0104897 0.00103184 84586.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.025 195.958 0.0105047 0.00106505 84749.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.768 194.176 0.0104734 0.00102043 84629.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.255 192.269 0.0106938 0.00104614 82921.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.955 188.966 0.0105096 0.0010273 84367.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.513 188.176 0.0105907 0.00102655 83645.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.986 184.588 0.010512 0.00103926 84453 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.96 182.421 0.0105107 0.00103281 84407.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.703 180.042 0.0104648 0.00102921 84785.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.136 177.845 0.0104697 0.00102559 84709 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.172 176.86 0.0104773 0.00102315 84619.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.605 173.753 0.010464 0.00103834 84874.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.273 172.216 0.0104291 0.00101882 85013.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.37 170.2 0.0105309 0.0010261 84168.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.466 168.172 0.0105101 0.00104822 84549.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.207 166.067 0.0109217 0.00127508 82930.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.28 163.593 0.0105073 0.00102954 84408.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.188 161.721 0.0105201 0.00103065 84304.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.946 159.948 0.0105191 0.00104293 84422.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.539 158.38 0.0105077 0.00102676 84380.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.631 156.173 0.0104798 0.00103044 84661.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.883 155.332 0.0104566 0.00102687 84838.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.806 152.794 0.0104994 0.00102385 84427.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.727 151.366 0.0104761 0.00103346 84722.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.866 149.501 0.010573 0.00103238 83851.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.838 147.106 0.0104768 0.00102673 84655.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.979 145.775 0.0104939 0.00102242 84463.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.054 144.269 0.0104301 0.0010321 85124.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.976 142.295 0.0104871 0.0010429 84708 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.88 140.316 0.010419 0.00102249 85138 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.176 138.939 0.0104465 0.00102243 84888.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.729 137.507 0.0106459 0.00103065 83201 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.498 135.931 0.0104984 0.00103763 84560.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.88 134.554 0.0104964 0.0010472 84663.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.163 132.964 0.0106264 0.00105821 83610.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.44 130.531 0.0107739 0.00105067 82276.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.676 129.621 0.0105218 0.00107117 84650.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.897 128.113 0.0104964 0.00102599 84473.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.264 126.361 0.0108331 0.00104818 81758.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.655 124.967 0.0105848 0.00104421 83852.3 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.679 123.413 0.0104797 0.00102289 84595.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.051 121.64 0.0105146 0.00102522 84304.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.576 120.307 0.0106975 0.00102552 82712.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.852 119.157 0.0109334 0.00104035 80865.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.459 117.142 0.0106038 0.00106026 83826.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.15 115.685 0.0105164 0.00102425 84279.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.461 114.617 0.0104811 0.00108577 85148.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.596 113.281 0.0106849 0.00103536 82905.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.052 112.184 0.0105504 0.00102702 84004 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.642 110.723 0.0104764 0.00106184 84975 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.459 109.931 0.0105468 0.00102547 84021.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.008 107.755 0.0105772 0.00103395 83829.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.174 107.039 0.0105244 0.00105307 84465.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.646 106.009 0.0106848 0.00108329 83320.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.299 104.663 0.0105301 0.0010491 84379 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.212 102.742 0.0104034 0.00102181 85273.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.342 101.59 0.0104372 0.00102543 84999.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.888 100.259 0.0104749 0.00102533 84660 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.585 99.1935 0.0104679 0.0010254 84723.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.369 98.438 0.0106211 0.00109871 84012.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.27 97.4071 0.0105409 0.00102612 84080.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.976 95.6585 0.0104736 0.00103521 84760 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.3 94.4684 0.0104791 0.00103778 84733.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.05 93.0328 0.0104685 0.00104054 84854.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.722 92.1535 0.0104805 0.00106198 84939.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.686 91.7811 0.0114964 0.00183505 82804 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.338 89.6192 0.0105634 0.0010253 83874 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.442 88.4209 0.0105325 0.00102484 84142.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.743 87.6107 0.0104888 0.00102492 84532.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.6425 86.1805 0.0104997 0.00102688 84452.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.605 85.9773 0.0104604 0.00102395 84777.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.4898 84.1514 0.0104843 0.00105419 84834.5 0
: 584 | 96.2522 84.5734 0.0104564 0.00098487 84463.4 1
: 585 Minimum Test error found - save the configuration
: 585 | 95.6884 82.0594 0.0104604 0.00102595 84796.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.1391 81.2415 0.0105231 0.00102915 84264.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.9157 80.7431 0.0105056 0.00102574 84389.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.7777 79.1659 0.0104659 0.00102906 84774.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.8029 78.4939 0.0104777 0.00102643 84644.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.6247 77.0612 0.0104274 0.0010199 85038.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.5994 76.6088 0.0104367 0.00102373 84989 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.6416 75.9588 0.0104843 0.00102792 84599.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.6165 74.7374 0.0105341 0.00103031 84176.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.6466 73.4456 0.0105575 0.00103741 84032.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.5487 72.4299 0.0104641 0.00102315 84737.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.501 71.5844 0.0104705 0.00103115 84751.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.3679 70.8597 0.0104432 0.00102284 84922.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.4159 69.9073 0.0104423 0.00102664 84964.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.4922 69.1605 0.0104744 0.00105115 84896.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.5928 68.6715 0.0104601 0.0010226 84768.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.5693 67.7873 0.010426 0.00102203 85070.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.6411 66.9234 0.0104321 0.0010182 84980.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.031 66.4049 0.0104349 0.00101965 84969 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.9236 65.093 0.0104658 0.00102456 84734.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.9602 64.3217 0.0104478 0.00103591 84999 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.213 63.6411 0.0103862 0.00101965 85410.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.4438 63.5387 0.0104096 0.00102571 85252.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.5885 61.8412 0.0103892 0.00101707 85359.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.7594 61.0328 0.0104009 0.00101694 85251.5 0
: 610 | 70.7954 61.1972 0.0103786 0.000986829 85181 1
: 611 Minimum Test error found - save the configuration
: 611 | 70.0967 59.3582 0.0103935 0.00101651 85315.3 0
: 612 | 69.2459 60.0796 0.0104007 0.000984839 84963.1 1
: 613 Minimum Test error found - save the configuration
: 613 | 68.6129 57.4881 0.0104611 0.00106109 85106.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.6227 57.4219 0.0104175 0.00102041 85132.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.021 56.8651 0.0104193 0.00102037 85116.2 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.2136 55.3553 0.0104287 0.00102446 85068.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.0457 54.8691 0.0104205 0.00102022 85103.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.3945 54.0803 0.0104274 0.00101615 85004.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.4653 53.9162 0.0103908 0.00101652 85339.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.8254 52.8542 0.0104043 0.00101903 85239.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.0245 52.1874 0.0103789 0.00101551 85439.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.2559 51.7424 0.010385 0.00101983 85423 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.7747 50.7168 0.0103889 0.00101782 85369.3 0
: 624 | 59.9527 51.4143 0.0103594 0.000984079 85330.3 1
: 625 Minimum Test error found - save the configuration
: 625 | 59.4637 49.757 0.0103973 0.0010261 85368.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.4696 49.2366 0.0104457 0.00101721 84849.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.7008 48.7736 0.0104113 0.00101922 85178.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.3815 48.5996 0.0104281 0.00101773 85012.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.4228 47.3095 0.0104229 0.00102155 85093.8 0
: 630 | 55.8431 47.9925 0.0104896 0.00097352 84068.7 1
: 631 Minimum Test error found - save the configuration
: 631 | 55.5317 46.5336 0.0103929 0.00102471 85395.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.8016 44.9718 0.0104136 0.00102515 85210.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.8542 44.9445 0.0104117 0.00102078 85188.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.0882 44.0658 0.0104454 0.00101901 84868.5 0
: 635 | 52.4993 44.2194 0.0104849 0.00100739 84410.3 1
: 636 Minimum Test error found - save the configuration
: 636 | 51.828 42.9952 0.0104237 0.00102295 85099.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.1952 42.6852 0.010544 0.00102732 84063 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.4294 42.4032 0.0104125 0.00102159 85189.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.8474 41.3128 0.0104095 0.00103376 85326.6 0
: 640 | 49.4886 41.351 0.0104134 0.00098606 84859.6 1
: 641 Minimum Test error found - save the configuration
: 641 | 48.8079 40.3921 0.010419 0.00102172 85130.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.1049 39.7975 0.0104451 0.00101606 84844.5 0
: 643 | 47.7983 40.4127 0.0103743 0.000986488 85216.7 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.1166 38.9322 0.0104479 0.00102349 84885.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.7025 38.5983 0.0104331 0.0010254 85036.6 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.9061 38.2385 0.0104345 0.00101967 84972.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.3229 37.3833 0.0104141 0.00102414 85197.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.6138 37.008 0.0104074 0.00101881 85209.6 0
: 649 | 44.2092 37.279 0.0103977 0.000988778 85025.6 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.0767 36.3312 0.0104297 0.00101785 84999.2 0
: 651 | 43.502 37.3589 0.0103907 0.000994139 85137.3 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.1797 34.9535 0.0105053 0.00105992 84697.2 0
: 653 | 42.3172 35.3912 0.010497 0.000985989 84112.7 1
: 654 Minimum Test error found - save the configuration
: 654 | 41.5775 34.0406 0.0104124 0.00102159 85189.6 0
: 655 | 41.2082 34.9481 0.0103885 0.00099363 85153.2 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.6689 33.6304 0.0104506 0.0010193 84823.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.193 33.3199 0.0105454 0.001033 84100.8 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.6386 32.6939 0.0104621 0.0010244 84766.6 0
: 659 | 39.4593 32.7574 0.0103792 0.000983849 85148.2 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.9549 31.726 0.0104486 0.00102266 84872.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.301 31.0476 0.0104182 0.00102034 85125.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.8589 30.8764 0.0104321 0.00101837 84982.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.3838 30.0699 0.0104117 0.00102803 85254.6 0
: 664 | 36.9206 30.1063 0.0103893 0.000986829 85083.6 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.6941 29.0966 0.0104739 0.00102457 84661.9 0
: 666 | 36.2782 29.3955 0.0104219 0.000990799 84825.5 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.5944 28.7579 0.010471 0.00101914 84639.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.2114 28.0492 0.0105133 0.00102494 84313.7 0
: 669 | 34.8049 28.8298 0.010365 0.00098338 85272.9 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.2692 26.9232 0.0103977 0.00101932 85302.8 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.7941 26.7396 0.010415 0.00102377 85186.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.5843 26.3798 0.0104147 0.00102173 85169.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.8814 26.022 0.0104133 0.00101893 85157.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.5528 25.4821 0.0106281 0.001026 83315 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.101 25.3893 0.0104722 0.00101847 84622.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.9064 24.7857 0.0104738 0.0010244 84661.8 0
: 677 | 31.5857 25.4625 0.0104988 0.000986979 84105.8 1
: 678 | 31.3064 24.9542 0.010362 0.000985329 85317.9 2
: 679 Minimum Test error found - save the configuration
: 679 | 30.6859 24.2459 0.0104024 0.00103095 85365.7 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.2503 23.6551 0.0104204 0.00102087 85110.6 0
: 681 | 30.033 24.0732 0.0104021 0.000989699 84994.5 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.7759 23.2368 0.0104482 0.00102119 84862.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.2427 22.5417 0.0104153 0.00101715 85123.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.7571 22.4592 0.0104107 0.00101989 85189.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5065 21.7178 0.0104723 0.00104721 84879.5 0
: 686 | 28.2942 22.6214 0.0104307 0.000983939 84685.1 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.8593 21.4 0.0104441 0.00102734 84955.4 0
: 688 | 27.3257 21.5386 0.0104175 0.000987939 84839.6 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.1129 20.8571 0.010434 0.00102387 85014.7 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.7189 20.7762 0.0104598 0.00102495 84791.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.4446 19.8497 0.0104872 0.00104072 84687.5 0
: 692 | 25.98 19.9672 0.0103928 0.00098621 85047.2 1
: 693 | 25.805 20.0837 0.0103717 0.000986129 85237.5 2
: 694 Minimum Test error found - save the configuration
: 694 | 25.4389 19.2504 0.0104446 0.00102188 84900.8 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.1062 18.4499 0.0104277 0.00103263 85151.1 0
: 696 | 24.5715 18.6469 0.0104671 0.000993999 84449.8 1
: 697 | 24.2329 18.4666 0.0104886 0.00099375 84255.8 2
: 698 Minimum Test error found - save the configuration
: 698 | 23.9284 18.2315 0.0104642 0.00103127 84809.5 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.7322 17.5863 0.010445 0.00102074 84887 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.3061 17.274 0.0105076 0.00102632 84377 0
: 701 | 22.9925 18.0528 0.0104618 0.000992489 84483.9 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.6156 17.2308 0.010418 0.0010214 85137.2 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.4747 16.9357 0.0104719 0.00103238 84750.2 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.0761 16.9154 0.0104234 0.00102163 85090.3 0
: 705 | 21.6916 17.103 0.0104276 0.000993977 84803.5 1
: 706 | 21.367 17.049 0.010523 0.000992149 83937.9 2
: 707 Minimum Test error found - save the configuration
: 707 | 21.3702 16.1219 0.0104621 0.001031 84825.5 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.9476 15.9325 0.0104798 0.00104242 84769 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.5423 15.9112 0.0104431 0.00102305 84925 0
: 710 | 20.5975 16.8384 0.0103977 0.000989819 85034.7 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.2975 15.073 0.0104654 0.00102864 84775.1 0
: 712 | 19.8257 15.2396 0.0103959 0.00100698 85206.4 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.6159 15.0036 0.0104487 0.00102723 84912.8 0
: 714 | 19.2867 15.1387 0.0104031 0.000986949 84960.7 1
: 715 | 19.0876 15.0825 0.0104575 0.000987839 84480.3 2
: 716 Minimum Test error found - save the configuration
: 716 | 18.8419 14.7878 0.0105278 0.00110009 84856.7 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.6821 13.9194 0.0104458 0.00102397 84909.5 0
: 718 | 18.6096 15.3374 0.0103716 0.000986099 85238 1
: 719 | 18.7975 14.394 0.0104635 0.00100936 84618.7 2
: 720 Minimum Test error found - save the configuration
: 720 | 17.8892 13.4416 0.0105306 0.00102731 84181.5 0
: 721 | 17.6903 14.227 0.0103798 0.000986739 85169.6 1
: 722 | 17.4524 14.2639 0.0105836 0.000989909 83387.9 2
: 723 | 17.2498 13.4994 0.0104006 0.00098892 85000.5 3
: 724 | 16.9942 13.5106 0.0104474 0.000987529 84567.6 4
: 725 Minimum Test error found - save the configuration
: 725 | 17.1996 13.2071 0.0105313 0.00103646 84256.5 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.9696 12.6899 0.0104699 0.00102437 84696.3 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.2626 12.2839 0.0104998 0.00103531 84526.7 0
: 728 | 16.0337 12.8741 0.0103996 0.000988109 85002.5 1
: 729 | 15.8565 12.4371 0.0104016 0.0009882 84985 2
: 730 | 15.5678 13.214 0.0104641 0.000987929 84422.2 3
: 731 | 15.6331 12.4675 0.0104355 0.00099069 84703 4
: 732 | 15.6577 12.9789 0.0104041 0.000991408 84991.3 5
: 733 Minimum Test error found - save the configuration
: 733 | 15.307 12.1359 0.0104433 0.00103097 84995.2 0
: 734 | 15.1398 12.7763 0.0104384 0.00103494 85074.8 1
: 735 | 14.8097 12.3928 0.0103918 0.00098883 85079.8 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.6943 11.4353 0.0105803 0.00104975 83940.5 0
: 737 | 15.2748 13.9934 0.0104173 0.000986829 84831.6 1
: 738 | 14.6061 11.6973 0.0104602 0.000988658 84463.7 2
: 739 | 14.549 11.8766 0.0104528 0.000987698 84521 3
: 740 Minimum Test error found - save the configuration
: 740 | 13.587 10.911 0.010426 0.00102825 85127.2 0
: 741 | 13.6274 10.9308 0.0103826 0.00098849 85159.5 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.5581 10.739 0.0104038 0.00101849 85239.1 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.1922 10.5139 0.0104159 0.00102574 85195.8 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.0447 9.95288 0.0104918 0.0010258 84513.2 0
: 745 | 12.9336 10.9479 0.0103962 0.000987129 85024.2 1
: 746 | 12.7774 10.5308 0.0104136 0.000987829 84873.9 2
: 747 | 12.5216 10.0748 0.0103955 0.00098707 85030.2 3
: 748 | 12.3221 10.4048 0.010435 0.00098473 84653.3 4
: 749 Minimum Test error found - save the configuration
: 749 | 12.2363 9.74812 0.0104911 0.0010308 84564.2 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.8659 9.60576 0.0104075 0.00101953 85215.4 0
: 751 | 11.7544 10.0631 0.0104177 0.00098718 84830.7 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.6186 9.29498 0.0104275 0.00103199 85147.5 0
: 753 | 11.707 9.99113 0.0103827 0.000998979 85253.8 1
: 754 | 11.4353 10.306 0.010468 0.000990129 84407.1 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.3213 9.16088 0.0104837 0.00104118 84723.2 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.0985 9.15704 0.0105578 0.00103062 83970.5 0
: 757 | 11.0169 9.37696 0.0104347 0.000991369 84715.6 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.7392 8.33006 0.0104668 0.00106337 85075.1 0
: 759 | 10.6559 8.88114 0.0103937 0.000987869 85053.4 1
: 760 | 10.8717 9.20231 0.0103754 0.000985158 85194.7 2
: 761 | 10.4386 8.62989 0.0103912 0.000987689 85074.4 3
: 762 | 10.2812 8.46113 0.0103996 0.00098861 85007.2 4
: 763 | 10.2255 9.17757 0.0104278 0.00098903 84756.4 5
: 764 Minimum Test error found - save the configuration
: 764 | 9.97269 8.06036 0.0104511 0.0010248 84869 0
: 765 | 9.86149 8.15423 0.0104031 0.00100641 85135.9 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.61591 7.99354 0.0104143 0.00102297 85185 0
: 767 | 9.62369 8.54684 0.0103699 0.000985698 85249.8 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.49586 7.60144 0.010477 0.00102449 84633.3 0
: 769 | 9.29207 8.18575 0.0103851 0.000987119 85124.3 1
: 770 | 9.42926 7.96764 0.0105831 0.00099181 83408.9 2
: 771 | 9.19634 8.16208 0.0103846 0.000988239 85139.1 3
: 772 | 8.98024 7.77087 0.0104094 0.00098682 84902.7 4
: 773 Minimum Test error found - save the configuration
: 773 | 8.81059 7.51684 0.0104948 0.00104025 84615.7 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.81491 6.93912 0.0104678 0.00102337 84706 0
: 775 | 8.79332 7.59354 0.010588 0.000990009 83350.4 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.69215 6.67006 0.0105507 0.00103471 84069.1 0
: 777 | 8.47334 7.40865 0.0104618 0.0010023 84571.5 1
: 778 | 8.31746 7.23858 0.0104839 0.000997189 84328.8 2
: 779 | 8.3734 7.38615 0.0104072 0.00098927 84944.6 3
: 780 | 8.10761 6.84935 0.0104154 0.000989628 84873.8 4
: 781 | 8.14934 6.8955 0.0104858 0.00098876 84237.1 5
: 782 | 7.79093 7.03378 0.0104353 0.00100828 84862.7 6
: 783 | 7.64795 7.1896 0.0103962 0.000987559 85027.8 7
: 784 | 7.7567 6.74211 0.0104153 0.00098848 84864.5 8
: 785 | 7.68764 6.9198 0.0104146 0.000988789 84873.1 9
: 786 Minimum Test error found - save the configuration
: 786 | 7.46272 6.24644 0.0104759 0.00103323 84721.7 0
: 787 | 7.32324 6.76811 0.0104382 0.000989778 84670.4 1
: 788 | 7.22347 6.58219 0.0104185 0.000987939 84830.3 2
: 789 | 7.22161 8.39643 0.0103785 0.000989089 85202.3 3
: 790 Minimum Test error found - save the configuration
: 790 | 7.23429 5.93717 0.010716 0.00107057 82940.9 0
: 791 | 6.96579 6.49796 0.0105511 0.00100284 83784.9 1
: 792 Minimum Test error found - save the configuration
: 792 | 6.90428 5.87468 0.0106581 0.00105516 83308.3 0
: 793 | 6.7188 7.67875 0.0106622 0.00101583 82932.3 1
: 794 | 7.12126 7.19388 0.01069 0.00102357 82761 2
: 795 Minimum Test error found - save the configuration
: 795 | 6.85423 5.70434 0.0104462 0.00102402 84906.3 0
: 796 | 6.53216 7.76555 0.0105526 0.00101018 83835.9 1
: 797 | 6.66005 6.15736 0.0104365 0.000989939 84686.6 2
: 798 | 6.53691 6.82673 0.0104812 0.00098877 84277.5 3
: 799 | 6.29605 6.37923 0.0108525 0.00105214 81629.3 4
: 800 | 6.25969 6.47862 0.0109683 0.0010315 80509.2 5
: 801 | 6.10854 5.99675 0.0108808 0.00099201 80899.4 6
: 802 | 6.02816 7.17278 0.0105708 0.00100082 83594.7 7
: 803 | 5.99243 7.74152 0.0105318 0.00100399 83964.8 8
: 804 Minimum Test error found - save the configuration
: 804 | 6.07512 5.45072 0.0105823 0.00104663 83895.6 0
: 805 | 5.92482 8.13033 0.0105916 0.00099866 83394.5 1
: 806 Minimum Test error found - save the configuration
: 806 | 5.92893 5.40462 0.0106135 0.00106042 83742.5 0
: 807 | 5.75283 7.50537 0.010491 0.00099145 84214.4 1
: 808 | 5.85603 6.00505 0.0105063 0.00099223 84085.6 2
: 809 | 5.8503 7.69047 0.0105247 0.000997328 83968.5 3
: 810 Minimum Test error found - save the configuration
: 810 | 5.7972 5.25334 0.0105711 0.00104377 83968.7 0
: 811 | 5.5846 8.25358 0.0105584 0.00099137 83620.3 1
: 812 | 5.6024 5.79538 0.0105189 0.000997149 84018 2
: 813 | 5.1782 7.73081 0.0105463 0.00104915 84235.3 3
: 814 | 5.27112 6.06353 0.0108627 0.00107266 81715.3 4
: 815 | 5.14361 7.51779 0.0107711 0.00109918 82713.5 5
: 816 | 5.09843 7.48116 0.0104826 0.00100196 84382.7 6
: 817 | 5.07822 7.22639 0.0104831 0.000991549 84285.3 7
: 818 | 5.18334 5.66544 0.010746 0.0010203 82256.4 8
: 819 | 5.06189 6.84523 0.0105079 0.00099318 84080.7 9
: 820 | 5.03682 6.34656 0.010531 0.000989829 83847.2 10
: 821 | 5.03037 6.64801 0.0108924 0.0010083 80937.7 11
: 822 | 4.83489 7.78091 0.0141037 0.00101204 61107.4 12
: 823 | 4.82122 5.72844 0.0107662 0.00101776 82064 13
: 824 | 4.72179 7.57902 0.0112612 0.00117311 79301.7 14
: 825 Minimum Test error found - save the configuration
: 825 | 4.62847 5.07121 0.0119047 0.00121006 74803.9 0
: 826 | 4.62398 8.15502 0.0116339 0.00102306 75394.8 1
: 827 | 4.61097 5.46765 0.010704 0.00100165 82454.5 2
: 828 | 4.71487 6.79776 0.0106314 0.000998439 83047.8 3
: 829 | 4.51572 7.58831 0.0106467 0.00100281 82953.7 4
: 830 | 4.49204 6.7022 0.0105186 0.0010012 84056.4 5
: 831 | 4.4628 6.31256 0.0106103 0.00100589 83295.1 6
: 832 | 4.41418 8.03971 0.0106318 0.00100294 83083.8 7
: 833 | 4.26156 7.62308 0.0105645 0.000996159 83608.9 8
: 834 | 4.12993 5.57231 0.0106899 0.00102469 82771 9
: 835 | 4.07168 6.96867 0.0107493 0.00104657 82450.8 10
: 836 | 3.97397 7.05425 0.0107272 0.00101925 82406.4 11
: 837 | 4.08559 6.42844 0.0106082 0.0010161 83401.5 12
: 838 | 3.9416 7.35254 0.010624 0.00099811 83109.3 13
: 839 | 3.89602 6.82451 0.0106257 0.00101697 83257.4 14
: 840 | 3.91932 6.82451 0.0108181 0.000999948 81481.6 15
: 841 | 4.03509 7.57309 0.0106047 0.00101917 83459.6 16
: 842 | 3.84421 7.81812 0.010627 0.00100949 83181.4 17
: 843 | 3.9935 6.50755 0.0106288 0.00103212 83361.9 18
: 844 | 3.86737 6.77643 0.0107234 0.00102147 82457.8 19
: 845 | 3.82212 7.69107 0.0105491 0.00101676 83924.4 20
: 846 | 3.79824 7.10756 0.0105861 0.0010409 83812.1 21
:
: Elapsed time for training with 1000 events: 8.92 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: 0.0114 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.839 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.26822e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.04594e+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: 0.0356 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: 0.0366 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: 0.00158 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: 0.097 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.882 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: 0.0205 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00274 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0379 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00459 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: 0.00233 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00054 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: 0.0969 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.886 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0987 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 : -0.998 0.0957 7.55 1.88 | 3.190 3.209
: 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 : 0.0409 0.233 2.21 1.27 | 3.321 3.319
: 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.