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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: 0.255 sec
: Elapsed time for training with 1000 events: 0.259 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00243 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: 0.000745 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00386 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: 0.000184 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000318 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 = 31551.6
: --------------------------------------------------------------
: 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 | 33114.7 31223.6 0.00986219 0.00101309 90404.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32691.1 30747.5 0.00985674 0.001 90326.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 32076.5 30140.5 0.0102398 0.00100942 86669.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31404.3 29549.9 0.0100741 0.00100676 88228.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30739.7 28928.2 0.0100611 0.00100015 88290.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 30021.1 28129.5 0.0100159 0.00101436 88874 0
: 7 Minimum Test error found - save the configuration
: 7 | 29268.6 27389.3 0.00998499 0.000994466 88982.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28727.3 26957.4 0.00990292 0.000982225 89679.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28348.5 26618.9 0.0100029 0.00106541 89510.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 28015.9 26311.9 0.00990075 0.000983465 89713.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27702.9 26025.7 0.0098599 0.000967445 89963.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27409.5 25751.1 0.00988139 0.000982326 89897.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 27126.7 25485.3 0.00997367 0.00100103 89159.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26854.5 25225.4 0.00990425 0.000981755 89661.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26588.5 24972.3 0.00988046 0.000982067 89903.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26325 24730.1 0.00988143 0.000979594 89869.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 26072.7 24490.2 0.00988103 0.000983136 89909 0
: 18 Minimum Test error found - save the configuration
: 18 | 25826.2 24251.6 0.00986806 0.000979225 90000.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25578.4 24022.1 0.00986902 0.000979637 89995 0
: 20 Minimum Test error found - save the configuration
: 20 | 25340.4 23793.2 0.00987883 0.000979137 89890.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 25103.5 23568.8 0.00985296 0.000977926 90140.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24871.4 23347.5 0.00987099 0.000978406 89962.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24640.3 23132.2 0.00994094 0.000986245 89338.6 0
: 24 Minimum Test error found - save the configuration
: 24 | 24415.5 22918.1 0.0099095 0.000984675 89637.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 24191.9 22708.3 0.00987261 0.000979866 89960.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23973.5 22499.3 0.00995212 0.000989186 89256.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23755.3 22294.9 0.00988008 0.000982916 89916.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23542 22091.6 0.00989559 0.000980485 89735.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23330.1 21891.1 0.00990749 0.000983776 89648.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 23121.8 21691.8 0.00993479 0.000983787 89375.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22913.3 21497.9 0.00988855 0.000981075 89812.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22711.3 21303 0.00992176 0.000988386 89551.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22507.5 21113.1 0.00988931 0.000982555 89819.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 22308.2 20924.7 0.00988004 0.000979387 89881.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 22111.6 20737.4 0.00988164 0.000980786 89879 0
: 36 Minimum Test error found - save the configuration
: 36 | 21916.7 20551.7 0.0099163 0.000984826 89570.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21721.7 20370.9 0.00988514 0.000982725 89863.2 0
: 38 Minimum Test error found - save the configuration
: 38 | 21532.8 20188.9 0.00988863 0.000981706 89817.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21343.1 20009.9 0.00998877 0.000985206 88853.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 21155.9 19833.1 0.00992887 0.00100362 89633.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20969.7 19659.9 0.00990752 0.000983205 89642.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20785.6 19489.9 0.0099376 0.000984166 89351.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20607.3 19316.9 0.00990385 0.000982325 89670.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20427 19146.7 0.00989799 0.000985866 89765.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20246.7 18981.3 0.00992171 0.000986976 89538.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 20072.1 18812.7 0.00996133 0.000989765 89170.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19894.3 18643.1 0.00995462 0.000992946 89269.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19717.4 18477.7 0.00996469 0.000990346 89143 0
: 49 Minimum Test error found - save the configuration
: 49 | 19545.2 18314 0.0100175 0.000995565 88672.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19372.9 18151.3 0.00999452 0.000991125 88855.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 19202.9 17991.8 0.009965 0.000991176 89148.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 19035.3 17835.9 0.0102355 0.00118022 88346.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18868.6 17677.3 0.0100363 0.000994426 88476.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18704.5 17522.4 0.00997665 0.000994545 89066 0
: 55 Minimum Test error found - save the configuration
: 55 | 18539.8 17363.8 0.0099792 0.000994626 89041.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18376.6 17213.9 0.00999623 0.000992745 88854.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18215.1 17058.7 0.0100095 0.000997405 88769.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 18054 16907.2 0.0100306 0.00100102 88597.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17896.1 16759.2 0.0101007 0.00100354 87939 0
: 60 Minimum Test error found - save the configuration
: 60 | 17737.1 16607.3 0.0100785 0.00100585 88177 0
: 61 Minimum Test error found - save the configuration
: 61 | 17582.2 16452.3 0.0100732 0.00100526 88223.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17426.4 16303.7 0.0101316 0.00100706 87675.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17267.9 16156.2 0.0100436 0.00100331 88493 0
: 64 Minimum Test error found - save the configuration
: 64 | 17114.5 16013.1 0.0100442 0.00100109 88465.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16964 15862.7 0.0100453 0.00100368 88479.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16808.9 15722 0.0100486 0.00100267 88438.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16661.5 15576.6 0.0100616 0.00101139 88395.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16510 15436.4 0.0100532 0.00100284 88394.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16362.4 15298.2 0.0101025 0.0010081 87965.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16218.4 15158.4 0.0100959 0.00100621 88012 0
: 71 Minimum Test error found - save the configuration
: 71 | 16070.6 15019.5 0.0100997 0.00100712 87983.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15926.2 14884.4 0.0101363 0.0010096 87654.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15785.5 14748.1 0.0101018 0.00100817 87974 0
: 74 Minimum Test error found - save the configuration
: 74 | 15641.6 14616.4 0.0100994 0.00100679 87984 0
: 75 Minimum Test error found - save the configuration
: 75 | 15503.7 14483 0.0101051 0.00100664 87927.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 15363.7 14352.9 0.0101571 0.00101305 87488.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 15227.9 14222.5 0.0101064 0.00100885 87935.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 15090.1 14094.8 0.0100922 0.00100662 88051.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14954.1 13969.8 0.0101142 0.00100943 87866.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14824.7 13839.1 0.0101506 0.00101344 87554.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14688.8 13715.1 0.010187 0.00101493 87220.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14557.1 13592 0.0101914 0.00101402 87171.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14429.1 13467.5 0.0101287 0.00100915 87723.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14297.7 13347.4 0.0101285 0.00101881 87818.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 14170.8 13227.1 0.0101293 0.00100639 87691.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 14043.9 13108.3 0.0101166 0.00100942 87842.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13919.3 12988.6 0.0101177 0.00102021 87936.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13791.9 12875.1 0.0101272 0.00101045 87750.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13671.4 12757.8 0.0101264 0.00100968 87750.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13548.6 12642.8 0.0101902 0.00101522 87193.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13425.7 12529.9 0.010139 0.00101211 87653.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13306.9 12416.8 0.0101646 0.00101161 87403 0
: 93 Minimum Test error found - save the configuration
: 93 | 13187.5 12304.5 0.0101373 0.00101299 87678.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13069.5 12193.4 0.0101758 0.00101451 87323.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12951.4 12084.8 0.0101276 0.00100852 87728.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12836.1 11976.4 0.0101493 0.00102529 87680.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12721.3 11867.2 0.0101505 0.00101282 87550 0
: 98 Minimum Test error found - save the configuration
: 98 | 12605.4 11762.9 0.010172 0.00102803 87489.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12495.1 11655.2 0.0101367 0.00101223 87676.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12380.2 11552.3 0.0101995 0.00101703 87122.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12270 11449.4 0.0102133 0.00101602 86982.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12161.3 11345.5 0.0106462 0.00104464 83319.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 12051 11242.4 0.010194 0.001035 87346.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11942.7 11141.5 0.0102827 0.00103586 86515.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11835.8 11040.8 0.010198 0.00103674 87323.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11730 10940.8 0.0106709 0.00103932 83060.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11622.9 10843.7 0.0102197 0.00101381 86900.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11519.1 10745.4 0.0104983 0.00101804 84385.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11417 10647.7 0.0101533 0.00101562 87549.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11312.6 10551.3 0.0101734 0.00101625 87363.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 11211.9 10456.2 0.0106119 0.0010213 83414.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 11109.4 10364.1 0.0102877 0.00104003 86508.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 11010.5 10268.4 0.0111063 0.00104007 79473.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10911.6 10175.9 0.0103504 0.00102895 85823.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10814.1 10082.2 0.010168 0.00101512 87403.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10713.1 9994.83 0.0102381 0.00102114 86796.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10619.7 9902.81 0.0101745 0.00101723 87362.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10523.5 9812.54 0.0101673 0.00101409 87400.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10427.9 9723.71 0.0101892 0.00101816 87231.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10333.3 9636.84 0.0101751 0.00101566 87341.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10241.4 9547.35 0.0101884 0.00101391 87198.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10147.7 9461.67 0.0101803 0.00101635 87298.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 10058.2 9374.47 0.0103273 0.00102768 86025.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9965.02 9289.59 0.0102278 0.00102182 86900.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9875.53 9205.21 0.0101866 0.0010149 87224.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9785.87 9123.14 0.010179 0.00101617 87309.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9697.48 9039.76 0.0102254 0.00104545 87146.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9610.72 8957.98 0.010233 0.00103098 86937.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9524.04 8874.31 0.0102359 0.0010246 86849.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9435.2 8797.27 0.010217 0.00102352 87017.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9352.28 8715.55 0.0103123 0.00104642 86338.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9267.83 8635.04 0.0104055 0.0010356 85379.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9183.33 8555.39 0.0102674 0.00102231 86532.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 9099.27 8476.61 0.0106376 0.00103664 83324.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 9017.23 8398.86 0.0102791 0.00102272 86427.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8935.45 8322.54 0.0102231 0.00102201 86945.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8854.89 8245.26 0.0103731 0.00104622 85773.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8773.92 8170.38 0.0102105 0.00102662 87109 0
: 139 Minimum Test error found - save the configuration
: 139 | 8693.48 8095.87 0.0102071 0.00102168 87094.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8615.88 8020.95 0.0102032 0.00102279 87142.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8537.17 7947.31 0.0102316 0.00102064 86853.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8459.79 7874.28 0.010289 0.00102987 86400.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8382.77 7801.87 0.0103994 0.00106388 85693.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8306.24 7732.34 0.0103384 0.00102637 85910 0
: 145 Minimum Test error found - save the configuration
: 145 | 8230.24 7659.91 0.0102906 0.00104624 86539.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8156.82 7588.75 0.0102848 0.00102262 86373.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 8082.28 7517.34 0.0101991 0.00101879 87143.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 8008.64 7448.73 0.0101992 0.00103049 87253.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7933.8 7381.65 0.0102067 0.00101674 87051.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7864.11 7311.99 0.010198 0.00101877 87153.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7791.93 7243.29 0.0101946 0.00102192 87215.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7719.47 7177.65 0.010252 0.00102516 86703.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7649.86 7111.65 0.0103813 0.00102596 85512.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7579.8 7047.07 0.0102484 0.00105514 87020.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7512.73 6979.13 0.0103061 0.00105163 86444.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7442.39 6915.8 0.0103542 0.00103265 85822.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7374.22 6851.96 0.010456 0.00108351 85356.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7307.3 6789.09 0.0102554 0.00102369 86657.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7240.65 6725.7 0.0103633 0.00103403 85751.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7174.86 6663.44 0.0102197 0.00102585 87014.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 7108.68 6602.1 0.0102494 0.00102661 86741.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 7044.37 6540.85 0.0102634 0.0010326 86666.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6979.65 6480.7 0.0103345 0.00103255 86003.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6916.48 6420.04 0.0102876 0.00102572 86375.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6852.11 6360.99 0.0102116 0.00101936 87030 0
: 166 Minimum Test error found - save the configuration
: 166 | 6790.44 6301.77 0.0102479 0.00102207 86713.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6728.26 6242.8 0.010204 0.00101994 87107.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6666.76 6185.54 0.0103143 0.00102578 86127.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6605.45 6126.26 0.0103561 0.00106146 86071.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6544.95 6069.8 0.0102834 0.00102201 86380.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6485 6013.69 0.0103188 0.00104145 86231 0
: 172 Minimum Test error found - save the configuration
: 172 | 6425.17 5958.07 0.0102878 0.00106478 86739.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6365.74 5904.69 0.0102457 0.00101998 86714.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6309.61 5847.64 0.0103384 0.00103273 85969.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6249.79 5793.9 0.0102238 0.00102471 86964.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6191.84 5741.72 0.0102677 0.00102997 86601.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6137.23 5687.1 0.0102169 0.00102107 86995.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 6080.08 5633.83 0.0103188 0.00103778 86196.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 6023.89 5581.5 0.0102831 0.00102598 86419.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5968.63 5529.33 0.010254 0.0010449 86870.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5913.86 5477.74 0.0102545 0.001023 86659.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5859.51 5427.02 0.0102413 0.00102209 86775.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5805.26 5376.77 0.0102826 0.00105316 86678.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5752.5 5326.23 0.0102991 0.00102742 86284.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5699.38 5276.96 0.0102239 0.00102333 86951.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5647.22 5226.43 0.0102541 0.00102209 86654.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5594.38 5178.94 0.010229 0.00102509 86919.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5542.33 5132.39 0.0102951 0.00103261 86369.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5493.64 5082.1 0.0102719 0.0010285 86548.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5441.42 5035.08 0.0102426 0.00102347 86775.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5391.13 4989.65 0.0102829 0.00102447 86408.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5342.07 4942.9 0.0102532 0.00102881 86726.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5293.5 4895.17 0.0102816 0.00104665 86627.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5243.31 4850.95 0.0102397 0.00102158 86785.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5196.37 4805.06 0.0102444 0.00102313 86755.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5147.83 4760.27 0.0102488 0.0010237 86720 0
: 197 Minimum Test error found - save the configuration
: 197 | 5100.32 4715.96 0.0102349 0.0010242 86855.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5053.98 4671.7 0.0103052 0.00102477 86203 0
: 199 Minimum Test error found - save the configuration
: 199 | 5006.77 4628.1 0.0102732 0.00102025 86458.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4960.63 4585.41 0.0102653 0.00104455 86760.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4915.38 4542.84 0.0102457 0.00102275 86740 0
: 202 Minimum Test error found - save the configuration
: 202 | 4869.49 4501.22 0.0102325 0.00102301 86866.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4825.43 4458.97 0.0103356 0.00108647 86494.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4780.82 4417.24 0.0102383 0.00102502 86831.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4736.82 4376.57 0.0102583 0.00102702 86662.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4693.27 4335.78 0.0102344 0.00101765 86798.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4649.78 4295.68 0.0102867 0.00102669 86392.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4607.33 4256.91 0.0102701 0.00102509 86533.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4565.26 4216.07 0.0102687 0.00103155 86606.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4523.47 4177.61 0.0102909 0.00102687 86355.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4482.12 4137.19 0.0102404 0.00104769 87025.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4440.1 4098.8 0.0102344 0.0010227 86846.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4398.74 4062.63 0.0103014 0.00103742 86355.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4359.95 4024.77 0.0102366 0.00102002 86800.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4319.42 3986.26 0.0102501 0.00102648 86734 0
: 216 Minimum Test error found - save the configuration
: 216 | 4280.04 3949.03 0.0102269 0.00102594 86947.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4240.57 3912.47 0.0102712 0.00103631 86628.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4201.9 3875.99 0.010294 0.00102599 86318.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4163.44 3840.12 0.0102867 0.00104225 86538 0
: 220 Minimum Test error found - save the configuration
: 220 | 4125.73 3803.4 0.0102557 0.00102403 86658.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4086.91 3768.71 0.0102723 0.00102463 86508.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 4050.29 3732.98 0.010262 0.00104634 86808.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 4012.52 3699 0.0102552 0.0010241 86663.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3976.53 3664.58 0.0103353 0.00104458 86107.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3940.07 3630.46 0.0102364 0.0010217 86817.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3903.96 3597.26 0.010256 0.00102592 86673.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3869.1 3564.33 0.0103049 0.0010278 86233.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3833.59 3530.22 0.0102771 0.00102396 86456.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3798.19 3498.01 0.0102923 0.00103923 86458.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3763.64 3465.9 0.0102617 0.00102392 86601 0
: 231 Minimum Test error found - save the configuration
: 231 | 3729.82 3433.11 0.0109011 0.00103606 81094.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3695.8 3400.99 0.0102969 0.00104893 86505.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3661.76 3369.39 0.0102807 0.00103451 86522.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3629.08 3337.54 0.0103347 0.00109988 86628.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3595.63 3307.1 0.010327 0.00103048 86053.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3563.49 3275.98 0.0106172 0.00106491 83749.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3530.25 3246.25 0.0103674 0.00104599 85823.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3498.95 3215.54 0.0105007 0.00111926 85274.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3466.96 3185.65 0.0103823 0.00106198 85834.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3435.24 3156.19 0.0102904 0.0010277 86367.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3404.38 3126.99 0.0102545 0.00102323 86661.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3373.46 3097.51 0.0102825 0.00102563 86421.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3342.46 3069.39 0.0102572 0.00102358 86639.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3312.37 3041.1 0.0104337 0.00104661 85223.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3282.58 3012.62 0.010296 0.00102294 86271.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3253.12 2983.66 0.0103202 0.00103952 86200.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3222.37 2957.31 0.0103068 0.00102633 86203 0
: 248 Minimum Test error found - save the configuration
: 248 | 3194.28 2929.5 0.010407 0.00104152 85419.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3165.11 2901.98 0.0103308 0.00105151 86213.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3136.18 2875.45 0.0102761 0.00103457 86565.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3107.77 2848.69 0.0102628 0.00102368 86588.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3079.56 2822.21 0.0102854 0.00102446 86384.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3051.2 2797.06 0.010268 0.00102406 86543.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3023.85 2770.84 0.0102456 0.00103751 86880.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2997.16 2744.58 0.0102434 0.00102291 86763.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2969.82 2719.19 0.0103443 0.00104472 86025 0
: 257 Minimum Test error found - save the configuration
: 257 | 2942 2694.38 0.0102916 0.00102947 86373.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2916.37 2668.93 0.0102929 0.00103383 86401.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2889.18 2644.62 0.0102473 0.00102323 86730 0
: 260 Minimum Test error found - save the configuration
: 260 | 2863.59 2620.08 0.0103102 0.00102712 86178.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2837.26 2596.38 0.0102988 0.0010421 86423.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2812.55 2571.17 0.0102598 0.00102763 86653.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2786.69 2547.11 0.0102786 0.0010225 86429.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2760.97 2524.31 0.0103121 0.00103083 86194.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2736.24 2501.1 0.0103363 0.00103198 85981.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2711.21 2478.32 0.0103702 0.00103494 85696.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2687.01 2455.47 0.0103313 0.00103126 86020.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2662.91 2432.43 0.0103281 0.00102729 86013.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2638.29 2410.48 0.0102627 0.00103446 86690.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2614.88 2388.49 0.0103147 0.00102713 86136.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2591.02 2366.66 0.0102638 0.00102296 86571.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2567.46 2344.9 0.0102674 0.00102986 86603.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2544.66 2322.82 0.0102967 0.00102473 86281.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2521.35 2301.77 0.0102249 0.00102253 86934 0
: 275 Minimum Test error found - save the configuration
: 275 | 2498.28 2280.82 0.0102687 0.00102852 86577.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2475.62 2259.83 0.0102741 0.00102497 86494.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2453.81 2238.65 0.0102467 0.0010232 86735.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2431.55 2217.67 0.0102954 0.00102486 86294.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2409.01 2197.58 0.0102889 0.00104913 86581.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2386.71 2178.06 0.010306 0.00102571 86204.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2366.12 2156.93 0.0102859 0.00102774 86410.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2343.25 2137.99 0.0102857 0.0010447 86570.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2322.74 2117.88 0.0102892 0.00103747 86469.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2301.04 2098.96 0.0103211 0.00103064 86110.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2281.11 2078.83 0.0102909 0.00102743 86360.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2258.73 2060.58 0.0103025 0.00102715 86250.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2238.91 2041.38 0.0103088 0.00104195 86328.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2218.3 2023.27 0.0102754 0.00103184 86546.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2198.34 2004.04 0.0102718 0.00102383 86505.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2177.81 1985.77 0.0103175 0.00105461 86366 0
: 291 Minimum Test error found - save the configuration
: 291 | 2157.25 1968.46 0.0102834 0.0010271 86427.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2138.22 1949.46 0.0102806 0.00102692 86451.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2118.15 1931.64 0.0102516 0.00102357 86692.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2098.43 1914.28 0.0102635 0.00102172 86563.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2079.19 1897.16 0.010316 0.00103874 86232.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2060.54 1878.93 0.0102582 0.00102544 86648 0
: 297 Minimum Test error found - save the configuration
: 297 | 2041.04 1861.96 0.010295 0.00105064 86539.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 2022.23 1844.68 0.0102553 0.00102396 86661.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 2003.23 1828.16 0.0102797 0.0010274 86465.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1985 1811.31 0.0103423 0.0010424 86021.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1966.47 1794.74 0.0102501 0.00102347 86705.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1947.84 1778.84 0.0102451 0.00102441 86761.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1930.03 1762.38 0.0103802 0.00103575 85612.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1912.38 1746.29 0.0103089 0.00104123 86321.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1894.13 1730.1 0.0103194 0.00102758 86097.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1876.55 1714.16 0.0102533 0.00102715 86709.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1858.86 1698.78 0.0102631 0.00102451 86592.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1841.74 1683.12 0.0102703 0.00102531 86533.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1824.59 1667.58 0.010273 0.00103084 86560 0
: 310 Minimum Test error found - save the configuration
: 310 | 1806.9 1652.58 0.0103274 0.00103634 86104 0
: 311 Minimum Test error found - save the configuration
: 311 | 1790.21 1637.62 0.0103079 0.00102662 86195.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1773.5 1623.38 0.0102566 0.00102381 86647.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1757.03 1607.45 0.0102363 0.0010242 86842.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1739.66 1593.32 0.0102581 0.00102529 86647 0
: 315 Minimum Test error found - save the configuration
: 315 | 1723.92 1578.44 0.0102969 0.00102914 86321.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1707.58 1564.09 0.0102596 0.00104038 86775.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1691.4 1549.87 0.0102499 0.00102631 86734.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1675.21 1535.68 0.0102785 0.00102821 86483.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1659.68 1521.36 0.0102453 0.00103086 86819.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1643.78 1507.06 0.0103181 0.00103057 86137.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1628.13 1493.56 0.0102683 0.00102733 86570.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1612.74 1480.83 0.0102395 0.00102622 86831 0
: 323 Minimum Test error found - save the configuration
: 323 | 1597.89 1466.47 0.0102819 0.00102225 86396.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1581.98 1452.81 0.0102726 0.00102582 86516.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1566.7 1440.18 0.0103426 0.0010323 85926.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1551.97 1426.59 0.0102994 0.00103684 86369.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1537.4 1413.08 0.0102357 0.00102315 86837.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1522.51 1399.79 0.0107889 0.00137867 85013.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1507.33 1387.61 0.0103399 0.00105581 86169.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1493.55 1374.45 0.0103113 0.00103181 86211.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1478.96 1361.81 0.0102793 0.00102651 86460.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1464.89 1349.24 0.0102464 0.0010238 86743.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1450.75 1336.72 0.0102355 0.00103508 86952.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1437.18 1324.04 0.0103082 0.00102972 86220.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1423.07 1311.65 0.0102873 0.00102488 86370.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1409.44 1300.41 0.0102969 0.00102902 86319.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1395.53 1288.32 0.0102515 0.00102155 86674.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1382.87 1275.66 0.0103215 0.0010285 86086.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1369.18 1265.01 0.0102896 0.00102867 86384.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1355.97 1252.14 0.0102905 0.0010263 86354.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1342.81 1241.03 0.0102739 0.00102634 86508.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1329.91 1229.32 0.0102779 0.00102624 86471 0
: 343 Minimum Test error found - save the configuration
: 343 | 1316.9 1218.15 0.0102918 0.00103191 86394.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1304.5 1206.78 0.0103588 0.00104781 85919.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1291.63 1195.73 0.0103425 0.00104396 86034.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1279.48 1183.97 0.0102657 0.00102477 86571.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1267.08 1172.63 0.0102941 0.00106532 86685.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1254.39 1162.19 0.0103003 0.00102665 86266.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1242.87 1150.89 0.0103095 0.00102962 86207.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1230.49 1140.22 0.0103077 0.00104715 86388.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1218.69 1129.36 0.010262 0.00103319 86684.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1206.7 1119.01 0.0102556 0.00103127 86727.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1194.98 1108.4 0.0103732 0.00103554 85674.9 0
: 354 Minimum Test error found - save the configuration
: 354 | 1183.36 1098.45 0.0103374 0.00103435 85993.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1172.35 1087.89 0.0102822 0.00103484 86510.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1160.6 1077.84 0.0102924 0.00104193 86482 0
: 357 Minimum Test error found - save the configuration
: 357 | 1149.63 1067.09 0.0103024 0.00103286 86304.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1138.31 1057.2 0.0103194 0.00108304 86613.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1127.09 1047.84 0.0102362 0.00102246 86826.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1116.52 1037.35 0.010271 0.00102502 86523.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1105.81 1027.59 0.0102424 0.0010259 86800.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1094.42 1017.92 0.0102528 0.00102431 86687.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1084.02 1008.26 0.0102545 0.00102733 86700.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1073.15 998.955 0.0102939 0.00102779 86336.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1062.9 989.178 0.0102504 0.00102264 86694.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1052.64 979.39 0.0102383 0.00102432 86824.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1042.11 969.989 0.0103037 0.0010265 86232.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1032.27 960.422 0.0102565 0.00102681 86676.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1021.64 951.529 0.0102748 0.00102465 86485 0
: 370 Minimum Test error found - save the configuration
: 370 | 1011.9 942.54 0.0103357 0.00103686 86031.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 1001.85 933.674 0.0102732 0.00103445 86591.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 992.353 924.698 0.0102301 0.00102341 86893.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 982.663 915.635 0.010336 0.00103253 85989.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 973.002 907.253 0.0102759 0.00102403 86468.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 963.649 898.446 0.0102756 0.00104461 86664.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 953.922 889.812 0.0102411 0.00102501 86805.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 944.274 881.287 0.0102907 0.0010281 86368.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 935.324 872.258 0.0103486 0.00103396 85886.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 925.774 864.247 0.0102767 0.00102615 86481.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 916.786 855.854 0.0102831 0.00102992 86456.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 907.675 847.604 0.0102741 0.00102225 86469.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 899.086 839.226 0.0102702 0.0010582 86843.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 889.83 831.176 0.0103234 0.00104374 86209.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 881.071 822.471 0.010282 0.00105392 86691.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 872.236 814.572 0.0104056 0.00106208 85620.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 863.803 806.518 0.0103039 0.00105798 86524.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 854.818 798.954 0.0102741 0.00103918 86627.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 846.799 791.071 0.0106116 0.00104067 83586.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 838.462 783.181 0.0103466 0.00103234 85889.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 829.871 775.263 0.010278 0.00102199 86430.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 821.454 767.626 0.0102674 0.00103156 86619 0
: 392 Minimum Test error found - save the configuration
: 392 | 813.542 760.331 0.0103532 0.00105609 86048.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 805.448 752.978 0.0104931 0.00118154 85914.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 797.223 745.239 0.0103002 0.00102538 86254.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 789.231 737.732 0.0102487 0.00102577 86740.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 781.373 730.172 0.0102586 0.00102436 86634.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 773.444 722.883 0.0103829 0.00103904 85617.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 765.55 715.788 0.0103187 0.0010332 86156 0
: 399 Minimum Test error found - save the configuration
: 399 | 758.187 708.332 0.010349 0.001036 85901 0
: 400 Minimum Test error found - save the configuration
: 400 | 750.607 701.39 0.010244 0.00102647 86790.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 742.833 694.512 0.0102773 0.00102662 86480.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 735.483 687.406 0.0103458 0.00103284 85902 0
: 403 Minimum Test error found - save the configuration
: 403 | 727.753 680.9 0.0103042 0.00104626 86412.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 721.191 673.952 0.0102777 0.00102884 86497.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 713.361 666.784 0.0103258 0.00103276 86085.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 706.167 660.29 0.0102889 0.00102726 86377.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 699.235 653.021 0.0103645 0.00103527 85751.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 692.055 646.774 0.0102812 0.00102482 86427.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 684.892 640.127 0.0102633 0.00102541 86599.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 678.167 633.673 0.0102879 0.00105648 86660.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 671.196 627.365 0.0102495 0.00102193 86696.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 664.603 620.705 0.0104111 0.00103376 85311.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 657.809 614.157 0.0102774 0.00103614 86568.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 650.751 608.194 0.0102475 0.0010229 86724.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 644.25 601.672 0.0102781 0.00102421 86450.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 637.782 595.127 0.0102842 0.00102647 86414.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 631.195 589.206 0.0103979 0.00103606 85453.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 624.991 583.522 0.0103259 0.00103093 86067.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 618.451 577.092 0.0102636 0.00103012 86640.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 612.082 570.829 0.0102458 0.00102457 86756 0
: 421 Minimum Test error found - save the configuration
: 421 | 605.583 565.265 0.0103633 0.00103432 85754.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 599.418 559.254 0.0103094 0.00102619 86177 0
: 423 Minimum Test error found - save the configuration
: 423 | 593.705 553.596 0.0102976 0.00105389 86544.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 587.201 548.143 0.0102647 0.00102444 86578 0
: 425 Minimum Test error found - save the configuration
: 425 | 581.188 542.018 0.0105425 0.00109599 84687.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 575.446 536.03 0.0104511 0.00111911 85726.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 569.142 530.477 0.0103571 0.00103264 85795.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 563.529 524.644 0.0103375 0.00103461 85994.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 557.374 519.609 0.0102573 0.00102203 86624.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 551.65 514.156 0.0102939 0.00103021 86358.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 546.266 508.476 0.0103478 0.00103341 85888.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 540.398 503.033 0.0103945 0.00108669 85949.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 534.798 497.699 0.0103834 0.0010321 85550 0
: 434 Minimum Test error found - save the configuration
: 434 | 529.223 492.173 0.0102519 0.00102199 86674.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 523.86 486.882 0.0102957 0.00104439 86474 0
: 436 Minimum Test error found - save the configuration
: 436 | 518.408 483.628 0.0103815 0.00106927 85909 0
: 437 Minimum Test error found - save the configuration
: 437 | 513.292 477.539 0.0103698 0.00105256 85861.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 508.072 471.676 0.0103897 0.00103129 85484.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 502.106 466.691 0.0102558 0.00102415 86658.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 497.031 461.634 0.0102422 0.00102176 86764.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 491.846 457.076 0.0104283 0.00103568 85173.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 486.936 451.814 0.0103686 0.00104841 85835.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 481.597 447.51 0.0103097 0.00102999 86209.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 476.925 442.096 0.01026 0.00102417 86619.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 471.82 437.525 0.0102817 0.00102471 86421 0
: 446 Minimum Test error found - save the configuration
: 446 | 467.013 432.546 0.0104489 0.00103619 84991.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 461.795 428.634 0.0103319 0.00105222 86209.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 457.114 423.056 0.0102703 0.00102822 86561 0
: 449 Minimum Test error found - save the configuration
: 449 | 452.357 418.88 0.0102576 0.00102201 86621.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 447.54 413.959 0.0104158 0.00105235 85438.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 442.996 409.247 0.0103662 0.00103348 85719.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 438.167 404.984 0.0103731 0.00104209 85735.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 433.386 400.587 0.0103233 0.00102991 86082.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 429.129 396.379 0.0103181 0.00103185 86148.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 424.755 391.667 0.0102974 0.0010596 86600.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 420.082 387.607 0.0103959 0.00103733 85483 0
: 457 Minimum Test error found - save the configuration
: 457 | 415.926 383.315 0.0103515 0.00103155 85837.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 411.415 379.163 0.0102609 0.00102302 86600.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 407.077 374.693 0.0103645 0.0010348 85747.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 402.467 370.748 0.0103488 0.00105409 86070.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 398.429 366.461 0.0103266 0.00102812 86035.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 394.177 362.404 0.0103308 0.00102832 85998.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 390.088 358.777 0.0103343 0.00103182 85998.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.264 354.707 0.0104009 0.00104758 85531.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 381.775 350.452 0.0103757 0.00103247 85623.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 377.747 346.712 0.0104785 0.00104546 84808.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 374.099 342.456 0.0104048 0.00105304 85545.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 369.612 338.704 0.0102591 0.00102398 86626.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 365.917 334.892 0.0102479 0.00102838 86772.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 361.712 331.651 0.0103938 0.00103322 85464.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 358.22 329.108 0.01028 0.00104471 86624.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 354.682 325.097 0.0102542 0.00102428 86674.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 350.562 320.635 0.0103696 0.00103532 85705.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.836 316.624 0.0103143 0.00102912 86158.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 342.943 313.144 0.0104329 0.00103948 85166.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 339.55 309.387 0.0104488 0.00104649 85085 0
: 477 Minimum Test error found - save the configuration
: 477 | 336.168 305.991 0.0104188 0.00103618 85264.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.184 302.39 0.010305 0.00102581 86214.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 328.535 299.175 0.0103256 0.00107991 86527.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.917 295.962 0.010337 0.00104069 86055.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 321.564 292.251 0.0102851 0.00102389 86382.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.876 289.23 0.0102533 0.00102393 86679.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 314.409 285.532 0.0103417 0.00103242 85935.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.173 282.363 0.0103228 0.00105113 86284.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.858 279.523 0.0104763 0.00107832 85124.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.433 275.867 0.0104604 0.00105162 85026.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.102 273.531 0.0102879 0.00102661 86381.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.077 269.957 0.0102471 0.00102414 86739.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.661 266.851 0.010254 0.0010196 86632.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 291.49 263.616 0.0102608 0.00102344 86604.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 288.07 260.804 0.0102579 0.0010232 86629.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.179 257.205 0.0102743 0.00102475 86490.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.926 254.439 0.0103773 0.00106693 85925.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.951 251.388 0.0103303 0.00103454 86060.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.652 248.697 0.0102437 0.00102204 86751.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.01 245.581 0.0104126 0.00103047 85268.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.763 242.829 0.0102873 0.00102412 86363.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.094 239.998 0.0103317 0.00104914 86182.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.969 237.334 0.0103319 0.00103067 86010.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.939 234.802 0.0102609 0.00102282 86597.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.32 232.704 0.010321 0.00102718 86078.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.516 229.017 0.0103032 0.00102991 86269.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.519 226.745 0.0103136 0.00102969 86170.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.974 223.872 0.0104473 0.00103685 85011.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.17 221.21 0.0104484 0.0010569 85183.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.357 218.571 0.0104214 0.00103325 85213.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.745 216.092 0.0103546 0.00103227 85815.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.071 213.488 0.0103598 0.00110941 86483.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.437 210.906 0.0102882 0.00102844 86394.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.889 208.849 0.0102706 0.00103358 86608.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.278 205.939 0.0103397 0.00103106 85941.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.733 203.882 0.0103061 0.00104355 86369.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.114 202.082 0.0103912 0.00106829 85810.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.902 199.068 0.0108669 0.00108589 81791.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.469 196.664 0.0109067 0.00107062 81333.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.011 194.508 0.0104344 0.00104618 85212.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.459 192.469 0.010349 0.00105528 86079.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.051 190.007 0.010412 0.00105661 85512.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.64 187.588 0.0103692 0.00102658 85628.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.334 185.069 0.0102951 0.00104414 86477.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.957 183.41 0.010327 0.00103426 86088.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.976 180.86 0.0105223 0.00103144 84291.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.558 178.665 0.0105606 0.00109363 84504.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.16 177.269 0.0104043 0.00103869 85418.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.341 174.383 0.0103527 0.00103204 85830.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 196.017 172.346 0.010284 0.0010249 86401.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.623 170.721 0.0104181 0.00103425 85253.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.615 168.355 0.0102491 0.00102503 86729.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.792 166.598 0.0102716 0.00102411 86509.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.284 164.235 0.010244 0.00102401 86767.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.001 162.959 0.0102486 0.00102241 86710 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.251 160.437 0.0102407 0.00102376 86796.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.889 158.827 0.010285 0.0010267 86408.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.847 156.455 0.0104497 0.00104412 85055.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.024 154.783 0.0103373 0.00103497 85999.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.129 153.807 0.0102403 0.0010211 86775.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.032 150.958 0.0103151 0.00108139 86639.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.892 149.19 0.0103435 0.00103128 85908.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.74 147.356 0.0102674 0.00102051 86515.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.822 145.888 0.0102787 0.00102915 86490.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.915 143.992 0.0102481 0.00102235 86713.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.109 142.457 0.0102449 0.00102049 86726.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.128 140.561 0.0104282 0.001044 85249.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.14 138.95 0.0103835 0.0010356 85580.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.385 138.042 0.0103259 0.0010382 86135.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.731 135.936 0.0102404 0.00102088 86772.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.037 134.347 0.0102303 0.00101983 86857.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.256 132.507 0.0102305 0.00102136 86870.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.469 131.076 0.0102642 0.00103807 86710.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.721 129.854 0.0102498 0.00102283 86702.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.019 127.945 0.010242 0.00102683 86813.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.036 126.262 0.0102789 0.00103048 86501.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.472 125.013 0.0104388 0.00105326 85237.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.797 123.379 0.0104037 0.00103385 85379.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.043 121.935 0.0102941 0.00102402 86298.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.46 120.386 0.0102687 0.00102064 86504.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.931 118.958 0.0103382 0.0010278 85925 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.373 117.829 0.0102667 0.00102241 86539.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.731 116.172 0.0102925 0.00102541 86327 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.928 114.929 0.0102662 0.00102377 86556.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.529 113.378 0.0102558 0.00102224 86640.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.741 112.251 0.010375 0.00102998 85607.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.405 111.521 0.0104162 0.00109487 85824.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.099 110.051 0.0103759 0.00103055 85604.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.636 109.236 0.0102784 0.00102162 86422.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.23 107.266 0.0102755 0.00102162 86450.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.447 105.931 0.0102628 0.00102388 86590 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.94 104.416 0.0102437 0.00102067 86739 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.043 103.582 0.0102664 0.00102349 86552.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.364 102.144 0.0102972 0.00102711 86298.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.977 101.152 0.0102745 0.00102275 86470.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.531 99.7831 0.01029 0.001048 86561.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.251 98.7224 0.010463 0.00103632 84865.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.674 97.7189 0.0103312 0.00104034 86105.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.58 96.0697 0.0103204 0.00102676 86079.9 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.912 94.9475 0.0102779 0.0010239 86449.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.978 94.03 0.0102457 0.0010213 86726 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.635 92.7263 0.0102814 0.00102067 86386.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.277 91.6417 0.0102617 0.00102168 86579.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.973 90.6658 0.0102499 0.00101996 86674.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.844 89.7107 0.0102769 0.00102328 86452.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.529 88.721 0.01035 0.00102617 85801.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.394 88.0509 0.010423 0.00103286 85195.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.2306 86.2834 0.010279 0.00102199 86421.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.8803 85.3414 0.010302 0.00102429 86228.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.7482 84.4762 0.0103751 0.00103518 85654 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.6017 83.501 0.0102978 0.00102744 86296.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.5848 82.6036 0.0102841 0.00102104 86364.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.4815 81.8317 0.0103335 0.00109822 86624.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.2392 80.6925 0.0103269 0.00102925 86043.2 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.1463 79.3792 0.0115699 0.00118813 77057.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.1579 78.4854 0.0105563 0.00108991 84509.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.0623 77.9138 0.0104092 0.00103194 85312.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.9283 76.8345 0.0103095 0.00104115 86315.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.0005 75.8036 0.0102851 0.00102359 86379 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.8908 74.952 0.0102763 0.00102036 86431.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.924 74.4039 0.0102871 0.00102185 86344.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.9037 73.3989 0.0105775 0.00132963 86506.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.0229 72.2605 0.0102585 0.00102155 86608.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.028 71.6491 0.0102598 0.00102087 86590.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.9047 70.9195 0.0104752 0.00103317 84727.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.9715 69.9212 0.0102837 0.00102593 86413.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.0263 69.0271 0.0102897 0.00102688 86366.6 0
: 604 | 78.487 69.1937 0.0102575 0.000989545 86319.2 1
: 605 Minimum Test error found - save the configuration
: 605 | 77.6633 67.456 0.0104219 0.00103295 85206.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.5702 67.1688 0.0102748 0.00102274 86467.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.4246 66.0673 0.0103262 0.0010347 86100.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.7148 65.3482 0.0102839 0.00102685 86421 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.5766 64.5837 0.0102872 0.00102188 86343.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.7987 63.7224 0.0102839 0.00103353 86483.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.914 63.0324 0.0103783 0.00105174 85776.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.0797 62.3867 0.0102719 0.00102139 86481.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.3373 61.7189 0.010292 0.00102567 86334.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.6122 60.5727 0.0102746 0.00102285 86470.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.6992 59.9686 0.0102597 0.00102946 86671.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.9447 59.1912 0.0102602 0.00102305 86606.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.9587 58.5473 0.0102737 0.00101972 86449.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.2251 58.0359 0.0103628 0.0010332 85748.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.6621 57.3712 0.01027 0.00102133 86498.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.7723 56.8565 0.0103436 0.00102916 85888.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.0089 55.6307 0.0102774 0.0010232 86447.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.2879 55.0427 0.0102668 0.00101972 86514 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.3551 54.5695 0.0102949 0.00104849 86520.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.8386 53.8839 0.0102856 0.0010226 86364.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.9245 53.7059 0.0102637 0.00102078 86552.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.0506 52.2549 0.0102595 0.0010196 86580.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.3691 51.5247 0.0102756 0.00103048 86532.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.7498 51.224 0.0102433 0.00102242 86759.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.0226 51.0589 0.0103464 0.00103056 85875.1 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.1978 49.887 0.0102637 0.0010215 86559.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.557 49.8114 0.0105056 0.00104751 84583.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.9445 48.8752 0.0103223 0.00103018 86094.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.4224 48.0802 0.010306 0.00102232 86172.7 0
: 634 | 54.9438 48.2786 0.0102735 0.000991076 86184.3 1
: 635 Minimum Test error found - save the configuration
: 635 | 54.0254 46.0198 0.0102867 0.00102283 86356.5 0
: 636 | 53.3182 46.2546 0.0102802 0.000992635 86136.5 1
: 637 Minimum Test error found - save the configuration
: 637 | 52.7827 44.778 0.0102824 0.00102297 86398 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.0597 44.7656 0.0102596 0.00102156 86598.5 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.6191 44.6174 0.0102607 0.00102389 86610.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 51.0353 43.545 0.0103097 0.00102589 86171.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.3254 42.8525 0.0102692 0.00102024 86496.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.6245 41.8018 0.0102677 0.00102146 86521.7 0
: 643 | 49.3455 42.5298 0.0102185 0.000989086 86679.4 1
: 644 Minimum Test error found - save the configuration
: 644 | 48.7228 40.6531 0.0103001 0.00102786 86279.4 0
: 645 | 48.0337 41.652 0.0102335 0.000991975 86565.7 1
: 646 Minimum Test error found - save the configuration
: 646 | 47.4634 40.4113 0.0102603 0.0010236 86610.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.808 38.6487 0.0102544 0.00102115 86643.7 0
: 648 | 46.4649 38.9541 0.0102483 0.000987966 86389.5 1
: 649 Minimum Test error found - save the configuration
: 649 | 45.8869 38.0858 0.0103664 0.00104138 85790.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.4801 37.514 0.0102607 0.00102286 86600.5 0
: 651 | 44.6344 38.5698 0.0102877 0.00100327 86165.4 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.9321 35.4331 0.0102605 0.00102659 86636.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.5684 35.0266 0.0102522 0.00102078 86660.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.1161 34.1485 0.0102795 0.00102582 86452 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.4135 33.7495 0.0102812 0.00102282 86408.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.0293 33.3836 0.0102767 0.00102089 86432.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.5551 33.1899 0.0102652 0.00102185 86548.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 41.0076 32.225 0.0102837 0.00103144 86465.7 0
: 659 | 40.5186 32.7275 0.0103537 0.000992246 85457 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.9627 31.2241 0.0103596 0.00103362 85781.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.4306 30.0696 0.0102997 0.00102257 86233.2 0
: 662 | 39.0931 30.1415 0.0102207 0.000989185 86659.8 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.5875 29.3825 0.0102832 0.00102629 86421.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.9955 29.0607 0.0102824 0.0010267 86433.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.5682 28.7357 0.0103179 0.00102304 86068.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.132 28.2701 0.0102524 0.00102058 86656.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.7279 27.4557 0.0102733 0.00102005 86456.4 0
: 668 | 36.3614 28.2216 0.0102251 0.000987615 86603.5 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.9684 27.0012 0.0103443 0.00102824 85873.3 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.2763 26.4055 0.0102714 0.00102033 86476.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.8979 26.3426 0.0102636 0.0010234 86578.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.4945 25.8379 0.0102867 0.00102087 86338.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.2447 25.3962 0.0102563 0.00102204 86634.1 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.9845 25.1133 0.0102748 0.00102246 86464.9 0
: 675 | 33.6634 25.4794 0.010222 0.000989384 86649 1
: 676 | 33.3688 25.6805 0.0102326 0.000989904 86554.8 2
: 677 Minimum Test error found - save the configuration
: 677 | 32.63 24.2615 0.0102559 0.00102006 86619.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.2208 23.1957 0.0103316 0.00104265 86123.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.7243 23.1898 0.0103157 0.00102451 86103.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.4816 22.4342 0.0102839 0.00102449 86398.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 31.1338 22.3785 0.0102581 0.00102166 86613 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.4871 21.4842 0.0102582 0.00102194 86615 0
: 683 | 30.0279 21.6238 0.0102391 0.000988205 86478.1 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.9253 21.1507 0.0103088 0.00102567 86177.4 0
: 685 | 29.6107 21.3427 0.0102554 0.000989545 86338.5 1
: 686 Minimum Test error found - save the configuration
: 686 | 29.283 20.3001 0.010278 0.0010206 86417.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.6604 19.8467 0.0103077 0.0010286 86215 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.179 19.1995 0.0102524 0.00102297 86678.9 0
: 689 | 27.87 19.3514 0.0102594 0.000991825 86322.7 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.5596 18.9081 0.0102971 0.00102519 86282.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.9857 18.7643 0.0103381 0.001075 86364.4 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.7799 18.3851 0.0102565 0.00102108 86622.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.3694 17.8938 0.0102549 0.00102318 86657.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.1125 17.5497 0.0102933 0.00102522 86317.9 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.7254 17.4283 0.0102372 0.00102147 86808.1 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.4883 16.8344 0.0102522 0.00102159 86668.2 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.0513 16.5918 0.0103142 0.00102773 86146.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.7305 16.544 0.0104256 0.0010413 85248.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.5274 16.4647 0.010312 0.00102594 86150.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.081 15.9991 0.0102614 0.0010202 86569.3 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.7212 15.5891 0.0102554 0.00101947 86618.3 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.5777 15.4263 0.0102816 0.00103567 86524.4 0
: 703 | 23.2393 15.5068 0.0102521 0.000988516 86359.6 1
: 704 Minimum Test error found - save the configuration
: 704 | 23.0972 14.8896 0.0103627 0.00104213 85831.8 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.593 14.251 0.010331 0.00102908 86003.5 0
: 706 | 22.3423 14.4964 0.0102772 0.000990076 86141.2 1
: 707 | 21.9215 14.5432 0.01033 0.000993106 85681.8 2
: 708 Minimum Test error found - save the configuration
: 708 | 21.7451 13.7114 0.0103109 0.00107443 86613.4 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.5111 13.6274 0.0103104 0.00102666 86172.3 0
: 710 | 21.2484 13.7292 0.0102303 0.000990027 86577.6 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.8211 13.248 0.0103125 0.00102491 86136.2 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.5598 13.0381 0.0102857 0.00102388 86376.2 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.2295 12.6986 0.0102909 0.00102389 86327.3 0
: 714 | 19.9875 12.7447 0.0103355 0.000995536 85653 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.6673 12.3207 0.0103006 0.00102616 86258.1 0
: 716 | 19.5728 12.3432 0.010328 0.0010114 85868.7 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.3312 11.9767 0.0104413 0.00106391 85311.4 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.8573 11.4661 0.0104321 0.00103182 85103.4 0
: 719 | 18.6233 11.5863 0.010248 0.000996055 86468.5 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.4327 11.2692 0.0102649 0.00102125 86546.1 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.3439 11.1656 0.0102842 0.00102145 86367.1 0
: 722 Minimum Test error found - save the configuration
: 722 | 18.1731 10.9123 0.0103108 0.00102256 86130.2 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.7828 10.5692 0.0102523 0.00102223 86673.1 0
: 724 | 17.518 10.7296 0.0102631 0.00102268 86575.9 1
: 725 Minimum Test error found - save the configuration
: 725 | 17.2594 10.2201 0.0103502 0.00104393 85963.5 0
: 726 Minimum Test error found - save the configuration
: 726 | 17.0079 9.69068 0.010321 0.00103067 86111.3 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.7012 9.62295 0.0103237 0.00102871 86068.2 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.4871 9.5517 0.0103046 0.00102852 86243.5 0
: 729 | 16.4523 9.64915 0.010249 0.000988116 86384.7 1
: 730 Minimum Test error found - save the configuration
: 730 | 16.2092 9.36119 0.0102648 0.00102258 86559.2 0
: 731 Minimum Test error found - save the configuration
: 731 | 16.0016 9.24739 0.0102963 0.00102732 86309.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.6388 9.21214 0.0103603 0.00102764 85720.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.6267 8.54655 0.0102664 0.00102141 86532.9 0
: 734 | 15.2984 8.97697 0.0102264 0.000986747 86583.2 1
: 735 Minimum Test error found - save the configuration
: 735 | 15.1752 8.3613 0.0104226 0.00103781 85244.3 0
: 736 | 14.8644 8.51516 0.0102578 0.000987725 86299.6 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.5985 8.15341 0.0105013 0.00106449 84774.6 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.3227 7.89843 0.0104384 0.00104407 85157.4 0
: 739 | 14.2208 7.96618 0.0103671 0.000990826 85321.7 1
: 740 Minimum Test error found - save the configuration
: 740 | 14.1068 7.32739 0.0103087 0.00102804 86200.9 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.8593 7.28216 0.0104578 0.00103447 84895.7 0
: 742 | 13.6715 7.51159 0.0102356 0.000989116 86519.4 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.5475 6.94339 0.010294 0.00102259 86286.7 0
: 744 | 13.4031 7.03535 0.0102548 0.00101678 86598.6 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.1888 6.6627 0.0104848 0.00105199 84810.1 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.9075 6.65885 0.0103653 0.00103155 85710.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.7581 6.1346 0.0104476 0.00105846 85204.5 0
: 748 | 12.6535 6.26742 0.010252 0.000987965 86355 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.4432 5.95591 0.0103321 0.00107013 86374.2 0
: 750 | 12.2655 6.32917 0.010361 0.00101337 85582.9 1
: 751 | 12.1213 6.27503 0.0102815 0.000992596 86124.3 2
: 752 | 12.0344 6.35992 0.0102364 0.000988276 86504.3 3
: 753 | 11.8439 6.02903 0.0102057 0.000987806 86787.5 4
: 754 Minimum Test error found - save the configuration
: 754 | 11.6484 5.55219 0.0102527 0.00102739 86717.9 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.6037 5.47448 0.0103611 0.0010313 85746.4 0
: 756 | 11.303 5.91521 0.0102681 0.000981646 86146.5 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.1546 5.45663 0.010527 0.00103703 84299.6 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.9961 5.28936 0.0102959 0.00102379 86279.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.8512 5.05658 0.010285 0.00102655 86407.7 0
: 760 | 10.7751 5.49708 0.0102896 0.00101085 86218.6 1
: 761 | 10.5509 5.35319 0.0102841 0.000990627 86082 2
: 762 | 10.3812 5.08237 0.0102923 0.000989976 86000.3 3
: 763 | 10.2039 5.15353 0.0102321 0.000988755 86548.6 4
: 764 Minimum Test error found - save the configuration
: 764 | 10.3315 4.68304 0.0103199 0.00102791 86095.5 0
: 765 | 10.1245 4.93963 0.0103873 0.000993505 85162.2 1
: 766 | 9.98455 5.03372 0.010262 0.000995026 86328.4 2
: 767 | 9.87619 5.44728 0.010577 0.00101147 83633.3 3
: 768 | 9.91961 5.14019 0.0103133 0.000987566 85783.8 4
: 769 Minimum Test error found - save the configuration
: 769 | 9.77705 4.6354 0.0103152 0.00103806 86233.5 0
: 770 | 9.45631 5.19283 0.0103638 0.000993766 85378.5 1
: 771 | 9.37088 4.69684 0.0102345 0.000987446 86513.8 2
: 772 Minimum Test error found - save the configuration
: 772 | 9.28645 4.33175 0.0102583 0.00102432 86636.5 0
: 773 Minimum Test error found - save the configuration
: 773 | 9.0111 4.01551 0.0102801 0.00102141 86405.2 0
: 774 | 8.90708 4.01635 0.010256 0.000990445 86341.1 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.82245 3.97423 0.0103828 0.00104905 85710.3 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.64966 3.94812 0.0103311 0.00102805 85993.6 0
: 777 | 8.47923 4.03671 0.0103006 0.00105625 86539.2 1
: 778 | 8.49678 4.10914 0.0102629 0.000989445 86268.1 2
: 779 | 8.34158 4.0152 0.0102613 0.000988276 86271.6 3
: 780 | 8.20989 4.15429 0.0102722 0.000989965 86186.4 4
: 781 | 8.14038 4.16495 0.0102892 0.000989854 86027.9 5
: 782 Minimum Test error found - save the configuration
: 782 | 8.10345 3.7137 0.0103357 0.00104782 86133.7 0
: 783 | 8.21886 4.06884 0.0102834 0.000991435 86095.8 1
: 784 | 7.91221 3.89895 0.010331 0.000992696 85668.6 2
: 785 Minimum Test error found - save the configuration
: 785 | 7.85972 3.44078 0.0103903 0.0010298 85465.2 0
: 786 | 7.52484 3.86738 0.0103081 0.000990206 85856.6 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.41375 3.17489 0.0103526 0.001028 85794.7 0
: 788 | 7.36404 3.498 0.0102543 0.000986756 86322.5 1
: 789 | 7.21663 3.22878 0.0102549 0.000988886 86337.3 2
: 790 | 7.20102 4.21109 0.0102769 0.000987835 86122.3 3
: 791 | 7.29389 3.65156 0.0102302 0.000988375 86563.4 4
: 792 | 6.95491 3.35065 0.0102287 0.000987145 86565.5 5
: 793 | 7.21054 3.31579 0.0102933 0.000990066 85991.7 6
: 794 Minimum Test error found - save the configuration
: 794 | 6.89361 3.03888 0.0103095 0.00105117 86408.9 0
: 795 | 6.83355 3.24432 0.0104382 0.000992035 84690.7 1
: 796 | 6.69669 3.22539 0.0103072 0.000989346 85856.9 2
: 797 | 6.6166 3.72292 0.0102336 0.000988347 86531 3
: 798 | 6.45953 3.48824 0.0103318 0.000988395 85621.6 4
: 799 | 6.39981 3.23297 0.0102865 0.000988386 86038.7 5
: 800 | 6.44804 3.42064 0.0102409 0.000989076 86469.7 6
: 801 | 6.53241 3.68361 0.0103678 0.00100004 85399.5 7
: 802 | 6.76044 3.33548 0.0102563 0.000989006 86325.4 8
: 803 | 6.20374 3.13204 0.0102421 0.000989186 86459.5 9
: 804 | 6.08143 3.30745 0.0102479 0.000987456 86389.1 10
: 805 | 6.08988 4.16224 0.0103614 0.00101968 85637.3 11
: 806 | 6.13477 3.70446 0.0102538 0.000988197 86341 12
: 807 | 6.1497 3.68848 0.0102681 0.00100807 86392.4 13
: 808 | 5.95615 3.67016 0.0102756 0.000989785 86153 14
: 809 | 5.8653 3.62555 0.0104745 0.000995584 84397.9 15
: 810 Minimum Test error found - save the configuration
: 810 | 5.71129 3.03196 0.0103327 0.00103893 86078.7 0
: 811 | 5.63779 3.31412 0.0102971 0.000989435 85950.8 1
: 812 | 5.49523 3.42438 0.0102834 0.000992166 86102.9 2
: 813 | 5.51944 3.82799 0.0105363 0.00100395 83924.6 3
: 814 | 5.37121 3.87441 0.0103824 0.000990175 85177.2 4
: 815 | 5.48817 3.13984 0.0105466 0.00103093 84071.5 5
: 816 | 5.74266 4.5602 0.0102935 0.000990505 85993.7 6
: 817 | 5.54321 3.29996 0.010346 0.000990897 85515.2 7
: 818 | 5.26619 3.81907 0.0103858 0.0010294 85502.6 8
: 819 | 5.09815 3.52109 0.0102214 0.000988825 86649.5 9
: 820 | 5.05108 3.44542 0.0102578 0.00101358 86540.2 10
: 821 | 4.99319 3.61675 0.0102692 0.000986375 86180.5 11
: 822 | 4.92888 3.6343 0.0103177 0.00101092 85958.5 12
: 823 | 4.90557 3.09683 0.0102672 0.000992186 86253.2 13
: 824 | 4.87273 3.41356 0.010238 0.000995246 86554.3 14
: 825 | 4.77156 3.34215 0.0104116 0.000993726 84944.7 15
: 826 | 4.71868 3.95146 0.010272 0.000987816 86168.2 16
: 827 | 4.82632 3.64492 0.0102917 0.000989885 86005 17
: 828 | 4.75424 3.5732 0.0102445 0.000986295 86409.7 18
: 829 | 4.71467 3.69342 0.0103702 0.00111856 86470.9 19
: 830 | 4.673 3.95706 0.0103325 0.000990926 85638.8 20
: 831 | 4.37769 3.10649 0.0102685 0.000987905 86201.4 21
:
: Elapsed time for training with 1000 events: 8.55 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: 0.0109 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: 0.809 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 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= 3.33799e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.11208e+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: 0.0304 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: 0.0357 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: 0.00134 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0954 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.887 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: 0.0195 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00239 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: 0.0359 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00421 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: 0.00174 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000311 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: 0.0947 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.893 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0992 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.640 0.193 5.91 1.76 | 3.209 3.206
: 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 : 0.0617 0.269 2.29 1.19 | 3.339 3.334
: 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.