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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.256 sec
: Elapsed time for training with 1000 events: 0.26 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00292 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: 0.000848 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00409 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: 0.00022 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000376 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 = 31498.7
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33069.9 31154.4 0.0102368 0.00106568 87230.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32591.6 30607.6 0.0104524 0.00105779 85154.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31906.4 29942.3 0.0106565 0.00106229 83383.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 31163.1 29300.2 0.0107763 0.00117892 83356.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30416.1 28554.5 0.0154112 0.00109526 55881.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29586.2 27648.8 0.0160884 0.00185246 56195.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28903.1 27087.8 0.0166938 0.00177414 53620.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28470 26730 0.0122377 0.00107352 71657.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28121.2 26415.7 0.0111258 0.00110806 79858.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27805.8 26119.4 0.0104409 0.00105358 85221.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27506.4 25837.7 0.0102322 0.00104034 87033.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27214.7 25573.2 0.0102834 0.00102291 86388.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26944.2 25308.8 0.0103472 0.00105951 86135.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26669.4 25060.7 0.0104546 0.00109397 85464.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26411.1 24813.5 0.0104287 0.00106869 85470.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 26158.7 24567.4 0.0104533 0.0010573 85142.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25904.7 24332 0.0105275 0.00103457 84272.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25661.6 24097.9 0.0103131 0.00103534 86227.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25418.9 23870.4 0.0103581 0.00108521 86273.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 25183.2 23644.8 0.0105752 0.00106408 84112.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 24950.8 23422.1 0.0105525 0.00115175 85099.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24718.6 23206.2 0.0107619 0.00107002 82543.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24491.3 22994.5 0.0110993 0.00111865 80154.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24273 22778.1 0.0105469 0.00104581 84200.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 24047.2 22572.6 0.0102163 0.00102772 87064.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23830.1 22368.8 0.0102175 0.00101998 86979.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23619.1 22161.7 0.0101924 0.00103809 87390.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23405.7 21959.3 0.0102109 0.0010166 87010.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23193.8 21762.4 0.0101791 0.00102087 87353.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22987.7 21566.2 0.0102546 0.00103621 86783 0
: 31 Minimum Test error found - save the configuration
: 31 | 22782.2 21373 0.0102207 0.00101719 86923 0
: 32 Minimum Test error found - save the configuration
: 32 | 22579.7 21182 0.010179 0.00101732 87320.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22382.7 20988.6 0.0101916 0.00101749 87201.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22180.5 20803.6 0.0101914 0.00101953 87223.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21986.9 20617.5 0.010201 0.00101217 87061.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21790.3 20437.5 0.0101949 0.00101712 87167 0
: 37 Minimum Test error found - save the configuration
: 37 | 21599 20258.7 0.0102091 0.00101273 86990.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21411.1 20078.9 0.0101891 0.00101584 87210.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21222.9 19901.8 0.0101718 0.00101593 87376.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 21039.3 19723.5 0.0101984 0.00101607 87123.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20854.6 19548.7 0.0102054 0.00101155 87014.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20671.2 19378.1 0.0102071 0.00102184 87095.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20490.5 19210.2 0.0101381 0.00100669 87609.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20313 19043.1 0.0101637 0.00101121 87408.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20137.4 18876.5 0.0101509 0.00101636 87579.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 19962.6 18712.1 0.0102098 0.00101602 87015.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19791.5 18547.1 0.010203 0.00101492 87069.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19617.5 18388.1 0.0102109 0.00103393 87174.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19451.8 18225.7 0.0102102 0.00101636 87014.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19278.1 18074 0.0102056 0.00101037 87002 0
: 51 Minimum Test error found - save the configuration
: 51 | 19117.8 17915.2 0.0102675 0.00102195 86527.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18952.8 17759.3 0.0102285 0.00102388 86912.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18788.2 17608 0.0101898 0.00101331 87179 0
: 54 Minimum Test error found - save the configuration
: 54 | 18627.9 17457.1 0.0101689 0.00101982 87440.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18469.7 17306 0.0102046 0.00101986 87100.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18311 17157.3 0.0101572 0.00101075 87465.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18152.6 17010.5 0.0101618 0.00102291 87538.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17991.4 16855 0.0103778 0.0010414 85685.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17853.4 16696.7 0.010258 0.00101227 86526.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17681.3 16569.1 0.0102976 0.00104854 86495.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17529.1 16422.1 0.0103204 0.00102809 86092.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17367.7 16267.2 0.0102987 0.00102628 86277.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17222.9 16124.4 0.0102314 0.00102577 86903.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 17067.9 15981.6 0.0102679 0.00103123 86611.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16910.9 15824.1 0.0102766 0.00102062 86430.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16761.8 15672.4 0.0103291 0.00103641 86089.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16607.2 15536.2 0.0103374 0.00104498 86091.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16456.9 15391.8 0.0103558 0.00102608 85747.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16308.1 15248.4 0.0104258 0.00103574 85196.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16162.8 15109.2 0.0103479 0.00104286 85974.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 16017.7 14970.1 0.0103526 0.00104277 85931 0
: 72 Minimum Test error found - save the configuration
: 72 | 15873.4 14831.7 0.0104528 0.00107273 85287.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15728.8 14697.9 0.0104907 0.00106068 84835 0
: 74 Minimum Test error found - save the configuration
: 74 | 15588.3 14561.8 0.0104826 0.00104074 84728.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15448.1 14426.9 0.0104073 0.00105823 85570.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15306.1 14296.8 0.0104402 0.00105998 85285.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15169.4 14167.5 0.0104617 0.00104697 84973.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 15032.1 14037.7 0.0105702 0.00105797 84102 0
: 79 Minimum Test error found - save the configuration
: 79 | 14898.8 13906.9 0.0103855 0.00104752 85671.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14760.8 13783 0.0105155 0.00104928 84510.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14629.7 13658.1 0.0104629 0.00105237 85011.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14499.3 13531.4 0.0106469 0.00106028 83449.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14368.4 13407.6 0.0104092 0.00103953 85382.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 14238.2 13286.4 0.0106134 0.0010708 83834.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 14110.4 13166.2 0.010731 0.0011491 83490.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13984.3 13046.1 0.0106936 0.00108969 83299.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13858 12928.8 0.0106085 0.0010684 83856.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13734.2 12811 0.0105639 0.00105389 84122.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13610 12696.4 0.0106689 0.00112246 83801.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13487.9 12582.4 0.0107997 0.00112557 82695.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13368.6 12466.7 0.010767 0.00110081 82762.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13247.7 12354.2 0.0107605 0.00113339 83099.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 13129.5 12240.7 0.0107872 0.00107346 82357.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13010.1 12131.3 0.010563 0.0010549 84138.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12894.2 12020.8 0.0107155 0.00106772 82920.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12778.9 11911.2 0.0107981 0.00106 82151.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12664.5 11802 0.0104382 0.00104446 85162.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12548.2 11697.1 0.0104323 0.00106399 85394.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12437.1 11591.1 0.0105308 0.00105591 84433.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12324.7 11487.1 0.0105258 0.00107248 84626.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12216.6 11379.7 0.0105124 0.00105264 84568.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 12103.2 11278.5 0.0104899 0.00107823 85000.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11996.4 11175.2 0.0106332 0.00109319 83857.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11889.1 11072.3 0.0108285 0.00109254 82169.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11779.3 10974.4 0.0107681 0.00105407 82355.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11674.5 10875.4 0.0105625 0.0010804 84369.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11570 10776.3 0.0108706 0.00112868 82119.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11465.2 10679.1 0.0109499 0.00112928 81461.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11362.7 10581.5 0.0115391 0.00160548 80534.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11259.8 10485.6 0.0109618 0.0010828 80979.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11158.5 10390.3 0.0109862 0.00110461 80958.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 11058.4 10295.2 0.0108937 0.00108526 81562 0
: 113 Minimum Test error found - save the configuration
: 113 | 10958.2 10201.4 0.0107816 0.0010705 82380.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10859.1 10109.2 0.0108033 0.00109743 82423.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10760.7 10018.1 0.010481 0.00107217 85026.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10664.9 9925.99 0.0107049 0.00105364 82891.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10567.6 9836.06 0.0105457 0.00105533 84295.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10473.3 9745.33 0.0105544 0.00107758 84416.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10377.5 9657 0.0104928 0.00105417 84757.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10283 9570.54 0.0104709 0.0010357 84789 0
: 121 Minimum Test error found - save the configuration
: 121 | 10191.8 9482.01 0.0105136 0.00103817 84429 0
: 122 Minimum Test error found - save the configuration
: 122 | 10098.3 9396.35 0.0106102 0.00106593 83820.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 10007.5 9310.92 0.0106968 0.0010895 83270 0
: 124 Minimum Test error found - save the configuration
: 124 | 9917.36 9224.97 0.0109465 0.00115315 81687.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9827.33 9140.35 0.0106033 0.00108763 84072.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9738.98 9055.78 0.0105442 0.00108163 84543.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9648.99 8974.48 0.0105495 0.00106116 84313.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9561.79 8893.44 0.0105535 0.00108269 84470 0
: 129 Minimum Test error found - save the configuration
: 129 | 9475.58 8812.42 0.0104846 0.00105377 84828.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9390.19 8731.17 0.0104001 0.00107263 85767.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9304.45 8651.63 0.0105293 0.0010784 84647.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9220.16 8572.53 0.0106136 0.00106332 83767.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9137.47 8492.74 0.010592 0.00106493 83971.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9053.54 8415.24 0.0105837 0.00106261 84023.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8971.18 8338.59 0.010558 0.00106052 84232.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8890.04 8262.03 0.0105702 0.00108033 84300.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8810.09 8185.07 0.0105891 0.0010582 83937.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8728.01 8111.79 0.0105483 0.00106476 84357.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8648.82 8038.99 0.0105561 0.00106743 84311.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8572.34 7963.72 0.0105045 0.00104626 84582.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8492.75 7891.42 0.010434 0.00105672 85312.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8415.96 7819.39 0.0105067 0.00105155 84610.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8339.67 7747.08 0.0105374 0.00106474 84454 0
: 144 Minimum Test error found - save the configuration
: 144 | 8265.49 7673.25 0.010533 0.00107203 84558.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8186.69 7605.24 0.010513 0.00105246 84562.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8113.24 7536.03 0.0106158 0.00105378 83664 0
: 147 Minimum Test error found - save the configuration
: 147 | 8040.72 7465.52 0.0105291 0.00105849 84471.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7966.33 7397.04 0.0105338 0.00107449 84572.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7892.81 7330.67 0.0105628 0.00108571 84413.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7822.49 7262.34 0.0105827 0.0010729 84123.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7750.55 7195.53 0.0106464 0.00109361 83744.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7680.04 7128.74 0.0106164 0.00105884 83703.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7610.29 7062.13 0.010667 0.00109231 83553.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7539.39 6998.38 0.0108964 0.00112955 81909.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7471.11 6934.31 0.0110169 0.00116804 81227.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7404.18 6868.73 0.0109927 0.00115364 81308.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7335.18 6805.84 0.0109548 0.00113472 81465.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7268.53 6742.93 0.0110434 0.00111399 80569.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 7200.79 6682.84 0.0106146 0.00107114 83827.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 7137.02 6619.79 0.010885 0.00106453 81462.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7071.35 6558.02 0.0108524 0.00108756 81926.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 7006.26 6497.41 0.0109425 0.00116216 81796.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6942.4 6436.94 0.0107458 0.00109679 82909.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6878.03 6378.36 0.0107695 0.00109936 82728.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6816.21 6318.39 0.0109978 0.00111625 80959.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6753 6260.19 0.0108412 0.00115079 82556.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6691.47 6202.01 0.0109068 0.00112991 81825.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6629.8 6144.81 0.010793 0.00113306 82815.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6569.2 6088.02 0.010976 0.00110023 81006 0
: 170 Minimum Test error found - save the configuration
: 170 | 6508.38 6032.19 0.0107903 0.00111083 82649.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6448.75 5976.91 0.0108464 0.00108754 81976.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6390.31 5921.04 0.0108749 0.0011012 81852.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6331.65 5865.44 0.0106271 0.00106178 83635.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6272.49 5811.88 0.0106861 0.00106915 83186.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6215.85 5757.29 0.0105729 0.00107463 84226 0
: 176 Minimum Test error found - save the configuration
: 176 | 6158.79 5703.15 0.0107418 0.00110569 83021 0
: 177 Minimum Test error found - save the configuration
: 177 | 6102.42 5648.96 0.0108136 0.00110779 82424.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6045.03 5597.31 0.010754 0.00106643 82580.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5989.47 5546.06 0.01078 0.00109896 82636 0
: 180 Minimum Test error found - save the configuration
: 180 | 5934.61 5494.65 0.0110117 0.00113745 81018.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5880.75 5442.7 0.010818 0.00106438 82020.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5826.72 5391.17 0.0108054 0.00118007 83113.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5771.23 5342.76 0.0109815 0.00104228 80489.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5720.18 5291.68 0.0108045 0.0010856 82313.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5665.89 5243.88 0.0108416 0.00112525 82335.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5614.61 5194.14 0.0107735 0.00109101 82623.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5562.18 5146.32 0.0106357 0.00103883 83360.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5511.01 5099.23 0.0106328 0.00105792 83551.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5460.84 5051.24 0.0107511 0.00111795 83046.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5411.17 5002.44 0.0107158 0.00106383 82884.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5359.77 4956.94 0.0109134 0.00110846 81591.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5311.14 4910.54 0.0108906 0.00107439 81497.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5262.03 4864.47 0.0108064 0.00108102 82259 0
: 194 Minimum Test error found - save the configuration
: 194 | 5213.07 4819.44 0.0108311 0.00109643 82180.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5165.39 4774.35 0.0108158 0.0010579 81984.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5116.49 4731.71 0.0107817 0.00109978 82628.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5070.94 4686.46 0.0107196 0.00110267 83186.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 5024.15 4641.86 0.0105521 0.0010389 84093.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4977.63 4597.94 0.0105993 0.00106605 83917 0
: 200 Minimum Test error found - save the configuration
: 200 | 4931.32 4555.07 0.0107803 0.00105073 82223.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4885.13 4514.19 0.0108055 0.00107105 82182.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4841.21 4471.7 0.010781 0.0010787 82454.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4796.73 4429.23 0.0108805 0.00111226 81898 0
: 204 Minimum Test error found - save the configuration
: 204 | 4751.09 4389.21 0.0107429 0.00110422 82998.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4708.89 4347.59 0.0108814 0.00113635 82092.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4664.88 4307.45 0.0112114 0.00114649 79483.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4622.32 4266.74 0.0110188 0.00115728 81123 0
: 208 Minimum Test error found - save the configuration
: 208 | 4579.21 4227.18 0.0111792 0.00108947 79288.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4536.77 4189.01 0.0112942 0.00115209 78879.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4495.26 4150.48 0.0110107 0.00112547 80928.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4454.44 4111.37 0.0110226 0.00116331 81142 0
: 212 Minimum Test error found - save the configuration
: 212 | 4412.75 4073.68 0.0110102 0.00109841 80712.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4373.69 4034.33 0.0107334 0.00107248 82807.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4332.75 3996.35 0.0110233 0.00114463 80982.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 4292.97 3958.88 0.0108716 0.00104636 81423.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4253.53 3922.01 0.0105775 0.0010496 83963.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4213.93 3885.87 0.0106224 0.00109476 83966.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4175.05 3850.67 0.0107828 0.00109142 82547.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 4136.99 3815.69 0.010837 0.00112446 82368.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4100.57 3778.52 0.0109173 0.00111108 81580.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4061.77 3743.79 0.0112119 0.0011119 79207.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 4024.72 3709.29 0.0107601 0.00105469 82428.5 0
: 223 Minimum Test error found - save the configuration
: 223 | 3988.88 3673.68 0.0107105 0.00113334 83532.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3951.24 3639.89 0.0109524 0.00104975 80786.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3915.39 3605.74 0.0107206 0.00111714 83303.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3879.24 3572.82 0.0106995 0.0011038 83370.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3844.72 3539.24 0.0107899 0.00109721 82536.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3809.38 3506.05 0.0110016 0.00107208 80567.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3774.46 3473.67 0.0107451 0.00104991 82515 0
: 230 Minimum Test error found - save the configuration
: 230 | 3739.66 3442.2 0.0108774 0.00103895 81313.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3706.12 3410.24 0.0104591 0.00104123 84945.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3672.89 3377.55 0.0104631 0.00104361 84930.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3638.66 3346.51 0.0105612 0.00105175 84127.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3605.67 3315.91 0.0104918 0.00104441 84679.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3573.71 3284.18 0.0104744 0.00104526 84843.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3540.09 3254.18 0.0104872 0.001049 84762.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3508.53 3223.73 0.0104846 0.00105929 84877.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3476.95 3193.27 0.0104221 0.00103196 85195.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3444.53 3164.53 0.0104103 0.00104102 85385 0
: 240 Minimum Test error found - save the configuration
: 240 | 3413.7 3135.04 0.0103928 0.00103431 85483.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3382.16 3106.76 0.0104031 0.0010542 85571.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3352.13 3077.73 0.0104611 0.00104852 84992.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3321.67 3048.76 0.0104522 0.00105024 85088.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3291.95 3019.83 0.0104419 0.00105335 85210.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3261.22 2992.98 0.010778 0.0011052 82706.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3231.81 2965.09 0.0110729 0.00110981 80296.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3202.68 2937.4 0.0110296 0.0011313 80822.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3173.82 2909.9 0.0111741 0.00115456 79844.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3145.11 2882.31 0.0109162 0.00109853 81485.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3116.15 2855.91 0.0109641 0.00116402 81631.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3087.68 2829.69 0.0109756 0.00114894 81411.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3060.45 2803.01 0.010862 0.00109712 81926.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3032.28 2776.81 0.0106648 0.00105073 83211.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3004.45 2750.95 0.0105694 0.00104653 84007.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2976.96 2726.52 0.0107073 0.00104728 82815.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2950.63 2701.14 0.0108164 0.00106807 82065 0
: 257 Minimum Test error found - save the configuration
: 257 | 2924.13 2675.64 0.010711 0.00107757 83044.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2896.78 2651.37 0.0108102 0.00107678 82190.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2871.6 2626.7 0.0106413 0.0010632 83524.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2844.65 2602.58 0.0105583 0.0010726 84337.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2819.26 2578.51 0.010633 0.00107176 83671.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2793.93 2554.37 0.0106563 0.00108621 83593.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2768.68 2530.36 0.010669 0.0011024 83624.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2743.11 2507.57 0.0106928 0.00106721 83111.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2718.62 2484.29 0.0105328 0.00107491 84585.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2693.85 2461.49 0.0106055 0.00109258 84096.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2670.05 2438.18 0.0107929 0.00110124 82545.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2645.57 2416.21 0.0107893 0.00109161 82493.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2621.32 2393.78 0.0106191 0.00104113 83525.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2597.66 2371.96 0.0107279 0.00108039 82923 0
: 271 Minimum Test error found - save the configuration
: 271 | 2574.61 2349.98 0.0107333 0.00110346 83075 0
: 272 Minimum Test error found - save the configuration
: 272 | 2550.85 2328.27 0.010582 0.00107499 84148.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2527.22 2308.31 0.0105577 0.00107356 84351.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2505.51 2286.34 0.0109147 0.00119058 82269.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2481.67 2265.89 0.0106944 0.00108115 83218.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2459.98 2244.95 0.0105788 0.00108633 84277.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2437.41 2223.25 0.0106558 0.00108537 83591.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2414.88 2203.01 0.0106264 0.00104422 83488.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2393.44 2182.45 0.0104831 0.0010684 84973.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2370.75 2163.57 0.0104675 0.00104623 84914.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2349.51 2143.88 0.010641 0.00105417 83448.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2328.83 2123.26 0.0104878 0.00106574 84907.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2307.33 2103.27 0.0105963 0.00107182 83993.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2286.3 2083.56 0.0105844 0.00108319 84199.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2264.96 2064.69 0.0105754 0.00105452 84026.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2243.95 2047.16 0.0104556 0.00106987 85236.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2224.11 2027.38 0.0106042 0.00105945 83815.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2203.03 2009.2 0.0106858 0.00108149 83296.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2183.3 1990.55 0.0112288 0.00119676 79744.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2162.88 1972.46 0.0108082 0.00108053 82239.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2143.3 1954.38 0.010904 0.00108716 81492.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2123.81 1936 0.0105444 0.00104282 84196.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2103.97 1918.05 0.010723 0.00106841 82862.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2084.25 1901.08 0.0105913 0.00106475 83975.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2064.68 1884.56 0.0105295 0.00105044 84396.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2046.55 1866.6 0.0104726 0.00105614 84957.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2027.38 1849.15 0.0104608 0.00105385 85043.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 2008.38 1832.45 0.0104161 0.00105085 85422.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1990.1 1815.3 0.010403 0.00104678 85504.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1971.18 1798.87 0.0104094 0.00104667 85445 0
: 301 Minimum Test error found - save the configuration
: 301 | 1953.09 1783.35 0.0104359 0.00104562 85194.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1935.34 1765.89 0.010364 0.0010346 85750.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1916.78 1750 0.0104771 0.0010483 84846.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1898.91 1734.32 0.0104205 0.00104599 85338.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1881.52 1718.38 0.0104185 0.00104708 85366.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1863.72 1702.94 0.0104265 0.00105472 85362.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1846.44 1687.78 0.0104993 0.00108438 84971.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1828.92 1671.96 0.0104845 0.00104715 84770 0
: 309 Minimum Test error found - save the configuration
: 309 | 1811.88 1656.53 0.0115661 0.00142208 78863.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1794.9 1641.56 0.0121285 0.00109322 72494.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1777.71 1626.98 0.011368 0.00107681 77736.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1761.31 1612.19 0.0104693 0.00105109 84941.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1745.15 1596.56 0.0103996 0.00104063 85479.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1727.96 1582.33 0.0104008 0.00104922 85547 0
: 315 Minimum Test error found - save the configuration
: 315 | 1711.78 1567.91 0.0104555 0.00105229 85077.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1695.8 1553.33 0.0104433 0.00104917 85159.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 1679.53 1539.28 0.0104793 0.0010451 84797.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1663.92 1525.25 0.010394 0.00104268 85549.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1648.1 1511.31 0.0104509 0.00104606 85062.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1632.81 1496.75 0.0104385 0.00104571 85171.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1616.52 1484.15 0.0104711 0.00105172 84931.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1601.55 1470.15 0.0105272 0.00108449 84721.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1586.29 1456.67 0.0105203 0.00105646 84532.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1571.33 1442.79 0.0104257 0.00104324 85265.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1555.85 1429.98 0.0104785 0.00105163 84863.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1541.63 1416.14 0.0105067 0.00109076 84962.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1526.34 1403.57 0.010478 0.00104704 84827 0
: 328 Minimum Test error found - save the configuration
: 328 | 1511.81 1390.46 0.0105298 0.00108549 84706.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1496.92 1378.2 0.0104411 0.00104758 85165 0
: 330 Minimum Test error found - save the configuration
: 330 | 1483.03 1365.5 0.0106435 0.00105398 83424.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1468.85 1352.93 0.0105469 0.00105533 84285.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1454.91 1340.23 0.0104428 0.00104622 85137.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1441.4 1329.93 0.0104485 0.00104436 85068.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1427.83 1314.99 0.0104023 0.00104338 85479.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1413.19 1303.35 0.0106753 0.00104959 83110.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1399.75 1291.73 0.010427 0.00104287 85250.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1385.92 1280.1 0.010424 0.00104817 85326 0
: 338 Minimum Test error found - save the configuration
: 338 | 1373.07 1267.69 0.0104256 0.00104958 85323.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1359.88 1255.69 0.0112399 0.00117412 79477.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1346.73 1243.87 0.0105193 0.00106394 84608.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1333.48 1232.84 0.0104949 0.00104876 84691.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1321.24 1220.63 0.0104221 0.0010413 85280.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1307.9 1209.46 0.0105184 0.00104811 84474.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1295.47 1197.94 0.0126845 0.00108596 68974.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1282.53 1187.05 0.0105309 0.00105347 84411.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1270.28 1176.69 0.010912 0.00107222 81302.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1258.65 1165.14 0.0104521 0.00105147 85100.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1246.23 1154.13 0.0107501 0.00105758 82537.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1233.74 1143.9 0.0104594 0.00103879 84920.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1222.35 1132.79 0.0104343 0.00104615 85214.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1210.16 1122.44 0.0104341 0.00105383 85285.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1198.52 1112.71 0.0108032 0.00104705 81999.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1187.36 1101.32 0.0107966 0.00118614 83243 0
: 354 Minimum Test error found - save the configuration
: 354 | 1175.45 1090.86 0.0107206 0.0010718 82911.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1164.4 1080.4 0.0114079 0.00107046 77388.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1152.77 1070.33 0.0108298 0.00105532 81845.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1141.43 1060.38 0.0111701 0.00108564 79330.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1130.46 1050.31 0.0105174 0.00105489 84543.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1119.4 1040.59 0.0132497 0.00176509 69658.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1108.75 1030.64 0.0149616 0.00146205 59261.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1098.02 1020.63 0.0120727 0.00161897 76527.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1086.9 1011.05 0.0118236 0.00109149 74542.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1076.77 1001.21 0.0114818 0.00132634 78775.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1065.98 991.681 0.0111799 0.00116837 79908 0
: 365 Minimum Test error found - save the configuration
: 365 | 1055.34 982.897 0.0121792 0.00178972 77001.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1045.59 973.074 0.0123041 0.00108215 71288.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1035.2 964.057 0.0105317 0.00105712 84436.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1025.16 954.332 0.0106277 0.00105385 83561.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1015.06 945.129 0.0107403 0.00106732 82704.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 1004.84 936.347 0.010868 0.00107428 81685.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 995.378 927.426 0.0107239 0.0010651 82826.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 985.521 918.653 0.0112462 0.00109964 78844.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 976.012 909.592 0.0127161 0.00116367 69249.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 966.024 900.898 0.0107617 0.00116042 83322.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 956.671 892.027 0.0107943 0.00107266 82290.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 947.263 883.416 0.0106235 0.00106111 83660.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 938.083 875.126 0.0107351 0.00106343 82715.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 928.796 866.38 0.0104384 0.00104125 85132.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 919.431 858.072 0.0123454 0.00173262 75380.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 910.423 849.876 0.0111872 0.00107361 79101.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 901.597 841.805 0.0113126 0.00111427 78444.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 892.742 833.593 0.0105629 0.00106038 84188.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 884.158 825.026 0.0104629 0.00108069 85267.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 874.617 817.291 0.0151884 0.00175869 59569.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 866.219 809.526 0.0133716 0.00128984 66215.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 857.951 801.44 0.0109233 0.00107677 81246.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 849.596 793.16 0.010475 0.00105045 84885.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 840.869 785.564 0.0107033 0.00107084 83052.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 832.533 777.877 0.0119117 0.00179242 79056.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 824.086 770.839 0.0117496 0.00108149 74989.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 815.915 762.951 0.0108181 0.00106861 82055.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 808.016 755.375 0.0106103 0.00106757 83833.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 799.743 747.94 0.010525 0.00106384 84556.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 791.819 740.126 0.0109034 0.0010646 81310.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 783.846 733.465 0.0106563 0.00107757 83518.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 776.045 725.206 0.0104451 0.00105071 85156.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 768.009 718.257 0.0107218 0.00129878 84898.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 760.601 711.055 0.0129602 0.00111653 67546.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 753.105 703.549 0.0152631 0.00174863 59196 0
: 400 Minimum Test error found - save the configuration
: 400 | 745.343 696.377 0.0120036 0.00110002 73370.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 737.805 689.646 0.0104768 0.00105236 84885.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 730.425 682.709 0.010508 0.00105904 84665.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 723.129 675.839 0.0105743 0.00105761 84063.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 715.66 669.307 0.0105053 0.00105709 84672.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 708.641 662.28 0.01103 0.00127229 81986.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 701.357 656.177 0.0133373 0.00165753 68494.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 694.464 648.843 0.0135713 0.00108442 64067.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 687.427 641.998 0.0105494 0.00105735 84281.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 679.99 636.126 0.0104262 0.00104427 85270.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 673.234 629.759 0.0105141 0.001068 84690.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 667.1 622.805 0.0106233 0.0010688 83730.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 659.782 616.385 0.0109093 0.00136917 83856.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 653.069 610.004 0.0107476 0.00109794 82904.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 646.439 604.242 0.0105041 0.00107312 84827.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 640.011 597.674 0.0107147 0.00106653 82917 0
: 416 Minimum Test error found - save the configuration
: 416 | 633.777 591.583 0.011287 0.00107347 78327.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 627.119 585.51 0.0115297 0.00108395 76586 0
: 418 Minimum Test error found - save the configuration
: 418 | 620.325 579.906 0.0104597 0.00105148 85032.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 614.267 573.652 0.0104198 0.00104154 85303.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 607.738 567.862 0.0104562 0.00104875 85038.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 601.924 561.265 0.010476 0.00105416 84909.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 595.433 555.826 0.0104305 0.00104238 85214.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 589.559 549.852 0.0105292 0.00108228 84683.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 583.489 544.407 0.0104592 0.00104638 84990.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 577.58 538.824 0.0111233 0.00172334 85106.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 571.406 532.817 0.0128479 0.00108928 68035.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 565.467 526.877 0.0104637 0.00104707 84955.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 559.552 521.709 0.0113345 0.0014395 80849 0
: 429 Minimum Test error found - save the configuration
: 429 | 553.938 516.215 0.0104942 0.00105599 84761.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 548.338 511.19 0.0106312 0.0010984 83921.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 542.487 505.369 0.0110675 0.00121954 81235.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 537.078 500.129 0.011265 0.00108947 78620.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 531.308 494.671 0.0107447 0.00109067 82866.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 525.812 489.251 0.0113125 0.00122296 79290 0
: 435 Minimum Test error found - save the configuration
: 435 | 520.411 484.101 0.0111413 0.0015996 83842.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 515.03 478.874 0.0125744 0.00107478 69567.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 509.865 473.802 0.0107651 0.00104939 82340.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 504.786 468.155 0.0108413 0.00107414 81907.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 499.352 463.672 0.0119657 0.00132367 75173.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 493.941 458.613 0.0118786 0.0011372 74478.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 488.719 454.233 0.0113201 0.00148497 81340.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 483.894 449.26 0.0113424 0.00113611 78383.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 478.665 443.993 0.0115779 0.00107848 76194.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 473.929 439.667 0.0106151 0.00106614 83778.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 468.655 434.422 0.0108142 0.00106384 82048.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 463.831 429.776 0.0105455 0.00108677 84577.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 458.923 425.237 0.0108072 0.00116884 83001.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 454.387 420.623 0.0105423 0.00107044 84460.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 449.664 416.361 0.0106833 0.00106189 83148.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.147 411.918 0.0104758 0.00105624 84929.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.213 406.996 0.0105208 0.00107059 84654.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 435.818 402.455 0.010514 0.00105954 84615.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 430.773 397.981 0.0104719 0.00105397 84943.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 426.474 393.895 0.0104537 0.00104889 85062.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.118 389.138 0.0106204 0.00106828 83750.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 417.358 384.832 0.0104612 0.00104401 84950.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 412.872 380.887 0.0105257 0.00107847 84680.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 408.777 376.511 0.0105374 0.00105334 84352 0
: 459 Minimum Test error found - save the configuration
: 459 | 404.388 372.745 0.010494 0.00105357 84742 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.295 368.111 0.010473 0.00104251 84831.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 395.959 364.2 0.010445 0.00105073 85158.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 391.661 360.379 0.0105605 0.00106418 84242.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 387.596 356.573 0.0106212 0.00108274 83871.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 383.343 352.406 0.0104657 0.00105012 84965.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 379.594 348.422 0.0104692 0.00105607 84987.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 375.416 345.17 0.0104507 0.00104362 85042.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.41 340.993 0.0104437 0.00105607 85218.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 367.77 336.533 0.0104744 0.00106598 85030.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 363.634 332.745 0.010485 0.00104331 84730.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 359.479 329.617 0.0104407 0.00104222 85120.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.946 325.723 0.0104688 0.00104576 84898.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.251 322.301 0.0104351 0.00104165 85165.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.426 318.706 0.0104168 0.00104239 85338.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 344.589 314.571 0.0106813 0.00105946 83144.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 340.887 311.041 0.0106292 0.00105921 83594.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.232 308.237 0.0105059 0.00105177 84619.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.758 304.078 0.0104636 0.00105864 85061.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.189 300.801 0.0104624 0.00105404 85030.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.363 297.958 0.0105921 0.00107913 84095.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.177 294.551 0.0105083 0.00105133 84593.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.538 290.51 0.0105091 0.00107228 84774.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.228 286.907 0.0104943 0.00105863 84784.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.544 284.38 0.0104792 0.00105676 84903.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.142 280.867 0.0104829 0.0010474 84785.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.174 277.336 0.010504 0.00105732 84685.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.622 275.202 0.0106776 0.00106535 83226.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.445 271.69 0.0106482 0.00107527 83569.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.177 267.897 0.0104925 0.00105426 84761.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.111 265.198 0.0105091 0.00107903 84834.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.79 261.947 0.0104778 0.00105958 84942 0
: 491 Minimum Test error found - save the configuration
: 491 | 286.877 259.574 0.0104721 0.00105007 84907.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.934 256.677 0.0104916 0.00105024 84733.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.564 253.296 0.0105136 0.00107236 84735 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.113 250.492 0.0104951 0.00108538 85018.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.502 247.072 0.0106314 0.0010602 83584.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.246 244.486 0.0104075 0.00104008 85402.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.406 241.623 0.0104081 0.00104272 85420.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.729 238.544 0.0105031 0.00105053 84633 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.425 236.327 0.0104513 0.00104564 85055.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.716 233.121 0.0104191 0.00104423 85334.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.766 230.206 0.0104531 0.00103507 84943 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.951 227.776 0.0104134 0.00103965 85344.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.195 225.597 0.0104391 0.00103899 85105.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.742 222.503 0.0105247 0.00105831 84509.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.854 220.841 0.0105998 0.00110399 84248 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.391 217.86 0.0105255 0.0010506 84433.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.662 214.669 0.0109998 0.00145974 83856.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.814 212.188 0.0109689 0.00106626 80786.5 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.955 209.824 0.0104528 0.0010463 85047.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.506 207.187 0.0104756 0.00105729 84941 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.964 205.029 0.010507 0.00107077 84779.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.544 202.697 0.0108349 0.00131949 84074 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.136 199.993 0.0106145 0.00110743 84148.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.572 197.856 0.0107387 0.0010936 82943.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.042 195.44 0.0106087 0.00105437 83732 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.408 193.314 0.0106597 0.00105439 83287.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.113 190.904 0.010592 0.00106092 83935.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.661 189.12 0.0106025 0.00107684 83984 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.342 186.699 0.0104549 0.00104497 85016.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.034 184.248 0.010445 0.00104603 85116.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.703 182.033 0.0104572 0.0010446 84992.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.558 180.333 0.0104482 0.0010594 85207.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.33 178.012 0.0104208 0.00104605 85336 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.229 176.356 0.0104477 0.00105605 85181.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.755 173.781 0.0104253 0.00103687 85211.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.661 171.616 0.0104301 0.00104144 85209.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.305 169.47 0.0104353 0.00105599 85293.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.286 167.547 0.010431 0.00104263 85211.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.168 165.445 0.010474 0.00104553 84849.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.87 163.539 0.0104437 0.00104608 85127.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.738 161.656 0.0104407 0.0010447 85142.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.801 159.699 0.0104767 0.00104369 84808.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.908 158.194 0.01039 0.00104239 85583 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.948 156.956 0.0103721 0.00104166 85740.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.844 154.672 0.0105098 0.00106263 84681.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.857 153.835 0.0104543 0.00105255 85090.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.001 150.583 0.0104586 0.00105408 85065.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.674 149.271 0.0104581 0.00105263 85056.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.025 146.826 0.0104483 0.00104793 85103 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.849 144.955 0.0104396 0.00103762 85088.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.921 143.617 0.010384 0.00105298 85735.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.133 141.936 0.0104193 0.00104208 85313.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.196 140.455 0.0104624 0.00104796 84975.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.383 138.731 0.0104166 0.00103762 85297 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.467 137.109 0.0105275 0.0011067 84918.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.542 134.807 0.0104885 0.00105792 84830.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.72 133.872 0.0105562 0.00105875 84232.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.124 131.407 0.0105101 0.00104789 84546.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.366 130.619 0.0105745 0.00104714 83969.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.553 129.069 0.0104644 0.00103638 84853.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.75 127.619 0.0104427 0.00104345 85112.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.069 126.366 0.0104101 0.00104068 85383.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.483 125.514 0.010422 0.00105041 85364 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.664 123.584 0.0107072 0.00110217 83289.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.058 121.53 0.010448 0.00105793 85196.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.331 120.546 0.0107207 0.00104575 82688 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.742 119.587 0.0104887 0.00103952 84663 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.333 118.599 0.0105538 0.00105587 84228.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.948 116.071 0.0104451 0.00104717 85125 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.139 114.837 0.0104775 0.00104499 84813.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.549 113.117 0.0104723 0.00104169 84830 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.261 112.281 0.0105264 0.00109111 84787.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.051 110.104 0.0104222 0.00104221 85288 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.53 109.566 0.0104193 0.00103864 85282.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.784 108.203 0.0104486 0.00103906 85020.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.144 107.222 0.0105476 0.00106214 84339.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.74 105.387 0.0104845 0.00106683 84947.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.193 104.261 0.0105226 0.00106507 84589 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.785 102.729 0.0105062 0.00108048 84873.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.476 101.215 0.0105222 0.00106806 84619.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.972 99.9366 0.0105103 0.00104847 84550.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.58 99.0928 0.0108404 0.0013697 84470.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.305 98.2678 0.0105487 0.00105175 84237.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.92 97.2621 0.0104718 0.00105286 84935.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.55 95.4714 0.0104924 0.00104732 84700.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.264 94.3605 0.0105365 0.00104882 84319.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.913 93.0422 0.0105618 0.001065 84238.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.546 92.1907 0.0105116 0.00105865 84630.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.403 91.4005 0.0104888 0.00104893 84746.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.4 90.4462 0.0104343 0.00104423 85196.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.135 88.0255 0.0105315 0.00104207 84304.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.993 87.5989 0.0104221 0.00104096 85277.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.4768 86.2779 0.0104696 0.00104474 84882 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.1909 85.1177 0.0104781 0.00105125 84863.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.0126 84.4505 0.0105433 0.0010871 84600.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.8791 83.1581 0.0105055 0.00108555 84926.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.8463 82.1548 0.0105853 0.00109594 84304.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.722 80.6742 0.0107939 0.00105425 82138.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.4627 80.6691 0.0106166 0.00104934 83618.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.6044 79.3954 0.0106359 0.00106 83543.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.4308 77.6719 0.0105152 0.00107393 84734 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.4922 76.8822 0.0105273 0.00106225 84521.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.3811 75.935 0.0106894 0.00106301 83104.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.4193 74.5275 0.010509 0.00106218 84684.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.1915 73.9247 0.0105543 0.00106829 84334.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.2393 73.1501 0.0105035 0.00104708 84598.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.4249 71.9992 0.0105482 0.00105589 84278.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.9911 70.5835 0.0105127 0.00104877 84531.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.0959 70.5716 0.0105495 0.00105875 84292.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.3236 69.1453 0.0104988 0.00105197 84684.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.1901 68.324 0.0105312 0.00105615 84432 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.3121 67.9377 0.0106384 0.00109207 83802 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.3865 66.185 0.0105601 0.00105911 84202.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.2571 66.1188 0.0105841 0.00106235 84018.1 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.4889 65.1637 0.0105134 0.00105074 84542.6 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.4622 63.7737 0.010539 0.00105236 84329.2 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.7192 63.2712 0.0105326 0.00104952 84361.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.7002 62.8414 0.010515 0.00105486 84565 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.9016 61.493 0.0105615 0.00105801 84179.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.9768 60.9736 0.0105218 0.00104268 84396.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.1541 59.4715 0.010477 0.00104156 84786.8 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.3995 59.0987 0.0104676 0.00105959 85034.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6621 58.2605 0.0104815 0.0010814 85105.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.2655 57.6368 0.0105711 0.00111327 84586.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.1869 57.2181 0.0104517 0.00103972 84997.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.006 56.8452 0.0104494 0.00104963 85108.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.2809 55.4155 0.0105307 0.0010474 84359.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.3519 54.9549 0.0104801 0.00105902 84916.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.5549 54.1109 0.0105077 0.00105536 84635.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.8327 52.9741 0.0104185 0.00103365 85243.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.9883 52.8054 0.01046 0.00108283 85313.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.5549 51.159 0.0105368 0.00104819 84311.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.6827 50.9564 0.0105127 0.001082 84829.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.8728 50.388 0.0104517 0.00107107 85282.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.1049 49.8217 0.0105108 0.00106194 84666.5 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.3281 48.6199 0.0107017 0.00106407 83008 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.5397 47.9883 0.0104983 0.0010465 84639.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.9213 47.8121 0.010509 0.00104185 84502.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.3309 46.4015 0.0104866 0.00104665 84746.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.4856 45.7497 0.0104482 0.00104425 85070.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.937 45.271 0.0104898 0.0010416 84672.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.1214 44.8142 0.0105362 0.00107369 84544.4 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.4186 44.0892 0.0105701 0.00105708 84095.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.7911 43.4769 0.0104788 0.00109361 85240.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.1647 42.8277 0.0104319 0.00104065 85185.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.6179 42.6012 0.0105271 0.00104532 84372.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.0863 42.1799 0.0105941 0.00107043 84000.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.4503 40.8688 0.0104955 0.00104958 84692.6 0
: 639 | 50.7818 41.1459 0.0104735 0.00100617 84501.3 1
: 640 Minimum Test error found - save the configuration
: 640 | 50.2088 39.9077 0.010578 0.00105927 84044.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.7148 39.3191 0.0104458 0.00104696 85116.9 0
: 642 | 48.8095 39.5932 0.01043 0.00100732 84901.9 1
: 643 Minimum Test error found - save the configuration
: 643 | 48.3628 38.1651 0.0104242 0.00103544 85208.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.6867 37.7908 0.010421 0.00103957 85274.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.9903 37.5524 0.0105085 0.00104403 84527 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.9214 36.8728 0.0104834 0.00104378 84749.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.3497 36.2678 0.0104633 0.00104905 84977.6 0
: 648 | 45.625 36.8539 0.0104079 0.00100914 85117.9 1
: 649 Minimum Test error found - save the configuration
: 649 | 45.101 35.1263 0.0104658 0.00105763 85032.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.3416 34.832 0.0106848 0.00105628 83086.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.8686 34.1141 0.0104148 0.00103749 85312.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.2815 33.4343 0.0104431 0.00103714 85052.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.8153 33.119 0.010401 0.00103528 85417.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.2341 32.758 0.0104506 0.00108714 85438.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.9155 32.3003 0.010399 0.00103401 85424.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.4787 31.8324 0.010469 0.00105686 84996.9 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.7019 31.3736 0.0104785 0.00105096 84857.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.2153 30.5815 0.0104506 0.00104781 85081.2 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.8394 30.3261 0.010442 0.00104256 85111.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.242 29.531 0.0104865 0.00104476 84730.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.9213 29.2264 0.0105196 0.00106578 84622 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.3477 28.4956 0.0104723 0.00106016 84996.3 0
: 663 | 37.9465 28.5312 0.0104887 0.00100501 84355.4 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.6875 27.9031 0.0105457 0.00107546 84475.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.1025 27.516 0.0104899 0.001064 84872.5 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.4675 27.0399 0.0104943 0.00105181 84723.4 0
: 667 | 36.0949 27.2318 0.0104239 0.00100843 84966.4 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.5851 26.1578 0.0104469 0.00103994 85043.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.1808 26.0189 0.0104258 0.00104013 85236.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.6736 25.5784 0.010444 0.00104155 85084.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.2662 24.998 0.0105087 0.00104654 84547.6 0
: 672 | 33.8636 25.0466 0.0104349 0.00100766 84860.4 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.5549 24.1887 0.0104595 0.00104881 85010 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.9925 23.7103 0.0104835 0.00105048 84808.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.7957 23.6866 0.0105076 0.00104143 84511.5 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.3589 22.9104 0.0105253 0.00104304 84368.3 0
: 677 | 32.0077 24.2424 0.0103973 0.0010026 85154.3 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.6976 22.3583 0.0104222 0.00104412 85305.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.1533 21.9419 0.0105397 0.00107105 84489.3 0
: 680 | 30.7346 21.9857 0.010526 0.00103963 84331.6 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.3625 21.5935 0.0106058 0.00105461 83759.2 0
: 682 | 30.0965 22.0358 0.0105497 0.00104605 84178.6 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.7607 20.8741 0.0107739 0.00108544 82572.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.3151 20.3129 0.0104671 0.00107201 85150.6 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.1023 20.1744 0.0105253 0.0010609 84527 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.5036 19.6909 0.0104643 0.00105368 85010.1 0
: 687 | 28.1572 20.4629 0.0104121 0.00101135 85099.6 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.9522 19.3428 0.0105345 0.00105486 84391.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.641 18.7313 0.0104723 0.00104746 84882.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.1179 18.7199 0.0105041 0.00104817 84602.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.6791 18.3088 0.010472 0.00105076 84914.5 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.335 18.0346 0.0104906 0.00104484 84694.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.0938 17.6605 0.010497 0.00104623 84648.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.7088 17.2366 0.0104568 0.0010535 85076.1 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.2274 16.887 0.010501 0.00104316 84585.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.8742 16.7385 0.011064 0.00134122 82280.6 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.6467 16.5782 0.0110631 0.00105815 79960.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.3555 16.5243 0.0104618 0.00105244 85021.9 0
: 699 | 24.0624 16.9899 0.0104823 0.00102431 84584.9 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.9016 16.3918 0.0104648 0.00105369 85005.6 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.3593 15.4794 0.0104489 0.00105474 85159.2 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.0547 15.2587 0.0104346 0.00104286 85181 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.7502 15.2364 0.0104839 0.00104821 84784.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.5108 14.6215 0.0104871 0.00107176 84967.6 0
: 705 | 22.1028 14.6723 0.010447 0.00100698 84745.4 1
: 706 | 21.7696 14.6829 0.0104775 0.00104669 84827.9 2
: 707 Minimum Test error found - save the configuration
: 707 | 21.664 14.4536 0.0104265 0.00105258 85343.2 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.4522 14.3019 0.0104056 0.00104349 85450.8 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.0197 13.6666 0.0105253 0.00105095 84438.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.7922 13.5009 0.0104691 0.00104183 84860.2 0
: 711 | 20.4997 14.067 0.0104364 0.0010121 84886.8 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.3023 13.1263 0.0106266 0.00106087 83632.3 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.96 13.0322 0.010536 0.00105392 84369.5 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.8375 12.8256 0.0105002 0.00104779 84634.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.2776 12.584 0.0105211 0.00105116 84478.1 0
: 716 | 19.2803 12.7904 0.0104645 0.00100788 84596.9 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.0667 12.3879 0.0105085 0.00105034 84583.5 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.6322 11.8701 0.0105697 0.00108498 84346 0
: 719 | 18.5202 11.8826 0.0104423 0.0010029 84750.8 1
: 720 | 18.1481 11.9143 0.0104265 0.00100272 84891.8 2
: 721 Minimum Test error found - save the configuration
: 721 | 17.8609 11.7234 0.0104874 0.00107805 85021.9 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.5901 11.3002 0.012398 0.0010909 70752.2 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.2966 11.2687 0.0112016 0.00129308 80738.5 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.08 11.0746 0.0109174 0.00109411 81439.3 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.0419 10.8422 0.011046 0.00149252 83739 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.699 10.8317 0.0117974 0.00116632 75251.3 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.3513 10.6055 0.0115806 0.00109459 76292.3 0
: 728 | 16.1537 10.6464 0.0104451 0.00101181 84806.4 1
: 729 Minimum Test error found - save the configuration
: 729 | 16.0509 10.562 0.0104391 0.00104467 85156.4 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.8727 10.0686 0.0104333 0.00104642 85225.6 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5834 9.8913 0.0105153 0.00104244 84451.6 0
: 732 | 15.5022 10.0471 0.0104871 0.00100959 84410.3 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.1113 9.59914 0.0104466 0.00104441 85087 0
: 734 | 14.9261 9.79279 0.0105344 0.00100967 83991.7 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.7306 9.59722 0.0105124 0.00106318 84662.8 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.567 9.31716 0.0104882 0.00104971 84758.9 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.2451 9.13329 0.010482 0.00104977 84815.3 0
: 738 | 14.1067 9.33946 0.0104421 0.00100775 84796.8 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.0123 8.78768 0.0104584 0.00104294 84966.2 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.7481 8.69987 0.0104647 0.00104535 84931.1 0
: 741 | 13.6228 9.06972 0.0104835 0.00100965 84443.4 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.4222 8.51059 0.0105189 0.00105134 84499.1 0
: 743 | 13.1597 8.97125 0.0104321 0.00100835 84891.6 1
: 744 | 13.0365 9.12193 0.0104272 0.00101257 84974.1 2
: 745 Minimum Test error found - save the configuration
: 745 | 12.9718 8.50071 0.0104879 0.00104304 84701.9 0
: 746 | 12.7174 8.56313 0.0103942 0.000999986 85158.5 1
: 747 | 12.6307 8.97941 0.0103887 0.00101059 85304.9 2
: 748 Minimum Test error found - save the configuration
: 748 | 12.5152 7.83294 0.0104966 0.00105219 84705.8 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.3185 7.70641 0.0104453 0.00104223 85078.7 0
: 750 | 12.0553 8.17636 0.0104364 0.0010249 85001.9 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.7744 7.64132 0.0104296 0.00104732 85267 0
: 752 | 11.861 8.22284 0.0104271 0.0010111 84961.7 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.5304 7.57773 0.0104678 0.0010456 84906.2 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.2969 7.46274 0.0104987 0.00105174 84683.4 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.146 7.38044 0.0105028 0.00104606 84595.4 0
: 756 | 11.0618 7.40883 0.0104459 0.00100828 84766.7 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.8283 7.35319 0.0104467 0.00104133 85058 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.7515 7.19168 0.0104251 0.00104254 85264.4 0
: 759 | 10.54 7.22495 0.0104132 0.0010126 85100.8 1
: 760 | 10.5555 7.43 0.0104621 0.00100445 84587.8 2
: 761 | 10.4901 7.47347 0.0104891 0.00100584 84359.4 3
: 762 Minimum Test error found - save the configuration
: 762 | 10.2218 6.52213 0.0104507 0.00104817 85083.6 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.1214 6.39253 0.010463 0.0010449 84942.4 0
: 764 | 10.1338 6.78134 0.0104266 0.00100818 84939.7 1
: 765 | 9.9466 6.81981 0.0104419 0.00100917 84811.5 2
: 766 | 9.75505 6.4138 0.0104305 0.00101004 84921.2 3
: 767 | 9.55738 6.95795 0.0104428 0.00101263 84834 4
: 768 | 9.39621 7.01532 0.0104515 0.00103768 84981.8 5
: 769 | 9.31785 6.91788 0.0104915 0.00101024 84376.9 6
: 770 | 9.34669 6.68692 0.0104229 0.00101389 85024.8 7
: 771 Minimum Test error found - save the configuration
: 771 | 9.11488 6.23575 0.0105025 0.00105349 84664.9 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.97504 6.0903 0.0104876 0.00105523 84814.6 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.80853 6.03862 0.0104785 0.00105361 84881.8 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.78192 5.69433 0.0105041 0.00105207 84637.8 0
: 775 | 8.6968 5.9598 0.0104659 0.00101354 84635.4 1
: 776 | 8.50575 6.02674 0.0104294 0.00101252 84954 2
: 777 | 8.42117 6.0467 0.0104211 0.00100989 85004.9 3
: 778 | 8.30586 5.71541 0.0104646 0.0010118 84631 4
: 779 | 8.29579 5.96149 0.0105576 0.00101073 83797 5
: 780 Minimum Test error found - save the configuration
: 780 | 8.1093 5.56638 0.0104916 0.00105868 84809.1 0
: 781 | 7.94284 5.96316 0.0104639 0.00100976 84619.3 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.81831 5.55991 0.0105021 0.00105366 84670.3 0
: 783 | 7.83635 5.62855 0.0104025 0.00104627 85504.2 1
: 784 | 7.79657 6.9442 0.0104837 0.00101481 84487 2
: 785 | 7.62874 5.80325 0.0105813 0.00101899 83661.7 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.53797 5.38707 0.0104633 0.00105758 85054.4 0
: 787 | 7.48316 5.81332 0.0104597 0.0010174 84725.5 1
: 788 | 7.1719 5.68741 0.010383 0.00100963 85348 2
: 789 | 7.10957 5.74856 0.0104245 0.00101268 84999.7 3
: 790 | 6.98753 5.48586 0.0105944 0.00101313 83496.2 4
: 791 | 6.96821 5.69004 0.0104925 0.00101174 84381.8 5
: 792 | 6.9843 5.97532 0.0107186 0.00110628 83226.4 6
: 793 Minimum Test error found - save the configuration
: 793 | 6.83308 4.98385 0.0104731 0.00105068 84903.6 0
: 794 | 6.81608 5.85878 0.0104228 0.00100474 84943.1 1
: 795 | 6.78336 6.00648 0.010417 0.00102646 85192.1 2
: 796 | 6.63416 5.19769 0.0104325 0.00101038 84906.9 3
: 797 | 6.52895 4.98617 0.0104222 0.00100795 84977.3 4
: 798 | 6.47599 5.40359 0.0104411 0.00100971 84823.5 5
: 799 | 6.23571 5.12928 0.0104472 0.0010217 84876.4 6
: 800 | 6.32792 5.02567 0.0104353 0.00101147 84890.9 7
: 801 | 6.32483 6.34901 0.0104286 0.0010118 84954.4 8
: 802 | 6.43236 6.20094 0.0104149 0.00100759 85040.4 9
: 803 | 6.05503 5.65022 0.0103634 0.00100129 85450.8 10
: 804 | 5.83217 5.23621 0.0104191 0.00101027 85026.2 11
: 805 Minimum Test error found - save the configuration
: 805 | 5.94214 4.58589 0.0104893 0.00104635 84719.8 0
: 806 | 5.90651 6.22733 0.0104268 0.00101216 84973.9 1
: 807 | 5.85328 6.45275 0.01042 0.00100497 84970.8 2
: 808 | 5.71841 5.81001 0.0104152 0.00101181 85075.5 3
: 809 | 5.6404 5.91626 0.0104745 0.00100854 84513.6 4
: 810 | 5.60902 5.31413 0.0104027 0.00100429 85120.6 5
: 811 | 5.53182 4.6982 0.0104606 0.00100881 84640.2 6
: 812 | 5.5311 5.09617 0.0104395 0.00100945 84835.4 7
: 813 | 5.44854 5.59381 0.0104225 0.00101115 85003.8 8
: 814 | 5.54234 5.38547 0.0104019 0.00101348 85211 9
: 815 | 5.38011 6.0911 0.010403 0.00100705 85142.7 10
: 816 | 5.44954 5.98644 0.0104046 0.00101201 85173.8 11
: 817 | 5.39927 4.99913 0.010463 0.00100944 84624.6 12
: 818 | 5.05672 5.06741 0.0104092 0.00100636 85080.4 13
: 819 | 4.88611 4.94236 0.0104099 0.00100535 85064.8 14
: 820 | 4.86774 5.29932 0.010419 0.00100989 85023.6 15
: 821 | 4.89737 4.6904 0.0104725 0.00101148 84557.3 16
: 822 | 4.71054 4.81416 0.0103803 0.00100417 85323.3 17
: 823 | 4.7935 6.09535 0.0103984 0.00100951 85206.7 18
: 824 | 4.72867 4.58816 0.0104327 0.00100695 84874 19
: 825 | 4.58061 4.99529 0.0104258 0.00100942 84958.1 20
: 826 | 4.76385 5.09346 0.0104256 0.00101605 85020.1 21
:
: Elapsed time for training with 1000 events: 8.82 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0111 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.851 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.194 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= 3.31956e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09349e+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: 0.0457 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: 0.0455 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: 0.00151 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: 0.0963 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: 0.919 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: 0.0222 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00314 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: 0.0384 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00449 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: 0.00236 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000377 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: 0.0982 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0113 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.916 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.104 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.07 -0.241 5.90 1.66 | 3.214 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 : -0.371 -0.193 2.35 1.19 | 3.353 3.348
: 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.