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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: 0.258 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00245 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: 0.000716 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00389 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: 0.000183 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000278 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 = 31499.8
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 32966.7 30976 0.0100363 0.00102539 88781.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32345.1 30356 0.0100715 0.00101143 88299.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31599.3 29672.1 0.0102053 0.00101724 87069.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 30849 28995 0.010282 0.00101356 86314.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30064.4 28252.2 0.0103071 0.00102094 86150 0
: 6 Minimum Test error found - save the configuration
: 6 | 29200.1 27297.6 0.0102017 0.0010142 87074.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 28455.1 26628.5 0.0101023 0.000993166 87824.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 27972.1 26242.8 0.0100371 0.00100276 88551.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 27607.7 25919.3 0.0100502 0.00100893 88483.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27285.5 25622.9 0.0099805 0.000981686 88900.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 26983.9 25343.5 0.0100602 0.000991336 88214.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 26699.1 25073.9 0.0099471 0.000981067 89225.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26422.3 24815.5 0.00992612 0.000978136 89405.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26157.4 24561.9 0.00992704 0.000979526 89410.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 25898.7 24314.1 0.00994012 0.000977967 89264.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 25641.5 24077.7 0.00992221 0.000978266 89446 0
: 17 Minimum Test error found - save the configuration
: 17 | 25394.4 23845 0.00993618 0.000978286 89306.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25151.6 23616.4 0.00992659 0.000976086 89380.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 24917 23386.8 0.00995911 0.000993197 89226.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24678.8 23166.4 0.00996291 0.000985166 89109.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24449.5 22947.7 0.00995877 0.000995336 89251.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24219.5 22736.5 0.00994063 0.000978876 89268.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 23999.8 22522.2 0.0101628 0.00104778 87767 0
: 24 Minimum Test error found - save the configuration
: 24 | 23776.2 22315.4 0.0100834 0.00102805 88345.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23562.8 22105.5 0.0101647 0.000998816 87280 0
: 26 Minimum Test error found - save the configuration
: 26 | 23343.3 21905.2 0.0101212 0.000991576 87627.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23134.2 21703.1 0.0100657 0.000999976 88244.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 22924.3 21504.5 0.0101361 0.00100167 87580.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 22714.4 21312.8 0.0102047 0.00106549 87534.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22516.9 21113.6 0.010186 0.0010136 87218.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22309 20925.6 0.0101105 0.000983145 87648.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22109.8 20738.9 0.010201 0.00100227 86968.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 21913.9 20552.1 0.0100288 0.000997267 88578.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 21720.6 20364.8 0.00997518 0.000983195 88968.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 21526.5 20181.6 0.0100213 0.000984206 88524.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21331.8 20006.2 0.0100575 0.000993548 88261.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21148.2 19824.8 0.0100714 0.000980207 87997.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 20960.1 19647.7 0.0101855 0.00100175 87110.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 20773.2 19475.8 0.0101374 0.00101377 87684.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20591.4 19304.4 0.0101854 0.00102383 87321.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20413.8 19130.4 0.0101426 0.00101361 87632.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20231.8 18962.6 0.0101089 0.000997686 87803.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20053.8 18797.7 0.0101366 0.000988816 87452.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 19880.6 18630.9 0.0100939 0.000990406 87877.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 19705.8 18466 0.0101795 0.00102517 87390.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19531.3 18301.1 0.0100426 0.000980006 88274.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19356.5 18134.6 0.0100631 0.000990446 88176.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19190.5 17976.4 0.0100338 0.000988906 88447.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19018.8 17820.9 0.0102332 0.00100565 86697.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 18848.7 17661.5 0.01018 0.0010118 87258.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 18685.2 17502.9 0.0101459 0.0010012 87482.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18519.3 17348.9 0.0101967 0.00102428 87217.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18356.5 17193 0.0102094 0.00101022 86964.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18196.5 17039.5 0.0102523 0.0010255 86704.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18048.1 16904.8 0.0102378 0.0010046 86644.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 17884.3 16744.5 0.0103037 0.00101173 86096 0
: 57 Minimum Test error found - save the configuration
: 57 | 17715.9 16584.9 0.0103066 0.0010401 86332.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17565.6 16442.3 0.010262 0.00101579 86521.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17405.8 16293.9 0.0103053 0.00101922 86150.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17249.2 16142.2 0.0103735 0.00108039 86085.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17095.1 15993.4 0.010287 0.00102174 86343.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 16942.4 15849 0.0102873 0.0010091 86223.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 16789.6 15702.2 0.0103381 0.00102392 85890.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16639.9 15557.2 0.0102226 0.00100225 86764.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16488.3 15416.3 0.0102991 0.00102309 86244.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16341.8 15274.7 0.0103196 0.00101052 85937.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16193.1 15136.4 0.0103653 0.00103879 85777.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16048.5 14998.4 0.0103215 0.00101949 86003.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 15903.9 14861 0.0103396 0.00101291 85775.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 15759.3 14724.8 0.0104075 0.00104453 85442.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 15617.5 14590.3 0.0103366 0.00102717 85934.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15476.8 14456.7 0.0104189 0.0011034 85878.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15335.4 14324.8 0.0103379 0.0010519 86150.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15196.9 14194.6 0.0103674 0.00102595 85639.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15060.9 14063.7 0.0103419 0.00104867 86084 0
: 76 Minimum Test error found - save the configuration
: 76 | 14924.1 13936 0.0102783 0.00100648 86283.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 14788 13810.9 0.01026 0.00104182 86784.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 14656.8 13683.9 0.0103554 0.0010283 85771.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14525.3 13557.1 0.0103233 0.0010528 86295.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14392.1 13434.7 0.0103853 0.00104223 85625.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14263.5 13311.9 0.0103811 0.00102396 85496.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14134.1 13191.8 0.0103279 0.00103522 86088.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14007.2 13071.5 0.0102495 0.00102652 86740 0
: 84 Minimum Test error found - save the configuration
: 84 | 13880.5 12952.9 0.0103786 0.00104196 85684 0
: 85 Minimum Test error found - save the configuration
: 85 | 13755.7 12835.9 0.0102707 0.001012 86405.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13630.8 12720.3 0.0103101 0.00104946 86387.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13509.2 12604.3 0.010406 0.00103557 85375.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13389.9 12485.6 0.0102984 0.00101253 86152.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 13264.8 12374.6 0.0103981 0.0010279 85377.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13146.6 12262.6 0.0104178 0.00104161 85322.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13028.6 12150.8 0.0103815 0.00103073 85554.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 12910.4 12040.6 0.0103564 0.00102062 85692.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 12794.2 11931.1 0.0103367 0.00102212 85887.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12678.5 11823.3 0.0103634 0.00104949 85893.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12566.8 11711.9 0.0103472 0.00101717 85744.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12450.1 11606.7 0.010299 0.00102405 86253.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12337.7 11502.5 0.0103673 0.00102688 85649.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12227.1 11397.9 0.0103969 0.00106171 85697.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12115.9 11295 0.0103914 0.0010344 85497.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12006.9 11192.5 0.0104439 0.00104812 85144.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 11898.1 11091.3 0.0103484 0.00102587 85813.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 11793.4 10987.1 0.0102873 0.00101858 86311.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11683.4 10888.6 0.0104224 0.00105451 85398.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11578.1 10790.4 0.0102856 0.00102571 86393.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11474.2 10692.1 0.0103447 0.0010125 85725.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11370.2 10594.3 0.0103946 0.00102326 85366.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11266.1 10500.1 0.0103955 0.00102007 85329.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11165.3 10403.6 0.0103341 0.00105072 86175.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11063.8 10309.8 0.0103559 0.00105211 85986.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 10963.6 10215.5 0.0104295 0.00106816 85458.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 10864.9 10121.7 0.0104467 0.00103945 85040.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 10765.1 10030.8 0.0103667 0.00103916 85767.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10667.8 9939.74 0.0105232 0.00106858 84614.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10572.3 9847.71 0.0103493 0.00102125 85762.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10475.8 9756.89 0.0104238 0.00103145 85175.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10379.8 9669.57 0.0103594 0.00103312 85778.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10285.7 9581.4 0.0104397 0.00108295 85499.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10192.7 9494.45 0.0103809 0.0010324 85575 0
: 119 Minimum Test error found - save the configuration
: 119 | 10099.3 9409.33 0.0104206 0.00103456 85232.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10008.5 9323.27 0.0104148 0.00107868 85688.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 9916.8 9238.08 0.010413 0.00103571 85312.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 9826.29 9155.11 0.0102277 0.00101806 86865.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 9739.87 9068.24 0.0104102 0.00104478 85420.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9649.29 8984.56 0.0103904 0.0010299 85465.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9559.71 8904.5 0.0104478 0.00103281 84970.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9474.27 8823.23 0.0104131 0.00105208 85461.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9388.7 8741.82 0.0103075 0.00103048 86234.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9300.94 8664.49 0.0104492 0.00103366 84966 0
: 129 Minimum Test error found - save the configuration
: 129 | 9218.01 8584.19 0.0103773 0.00102045 85499 0
: 130 Minimum Test error found - save the configuration
: 130 | 9134.13 8504.96 0.0103438 0.00107866 86345.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9049.63 8428.05 0.010347 0.00105274 86074.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 8968.42 8349.67 0.0103843 0.00103928 85606.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 8886.2 8273.34 0.0104658 0.00107744 85211.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8805.05 8198.27 0.0103474 0.00103455 85902.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8723.91 8125.07 0.0103369 0.00102048 85870 0
: 136 Minimum Test error found - save the configuration
: 136 | 8644.66 8051.02 0.0104082 0.00103374 85338.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8566.21 7976.11 0.0103588 0.00103169 85771.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8488.85 7901.99 0.0104764 0.00101918 84591.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8409.67 7829.67 0.0104377 0.00105538 85266.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8333.3 7758.32 0.0103101 0.00104055 86303.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8258.02 7686.15 0.0104303 0.00105203 85303.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 8181.33 7616.7 0.0103687 0.00102301 85601.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8107.93 7545.64 0.010441 0.00102898 84997.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8033.16 7476.26 0.010377 0.00103295 85615.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 7959.55 7406.37 0.0104264 0.00102889 85129.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 7886.12 7340.01 0.0104383 0.00104788 85193.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 7813.27 7273.84 0.0103761 0.00103125 85608.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7744.5 7204.88 0.0104195 0.00103206 85219.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7671.29 7139.6 0.0103334 0.00102071 85904.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7602.4 7072.96 0.0104596 0.00106625 85166.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7530.73 7011.55 0.010585 0.00104167 83828.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7463.27 6944.16 0.0104719 0.00104113 84829 0
: 153 Minimum Test error found - save the configuration
: 153 | 7394.75 6879.76 0.0105099 0.00104893 84558.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7326.89 6816.29 0.0104908 0.00107187 84935.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7259.6 6753.01 0.010286 0.00102082 86345.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7192.45 6692.43 0.0103698 0.00101891 85553.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7128.38 6627.61 0.0104971 0.00104272 84617 0
: 158 Minimum Test error found - save the configuration
: 158 | 7061.5 6567.06 0.0104519 0.00106701 85243.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 6997.18 6506.91 0.0103545 0.00103453 85837.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 6931.03 6448.96 0.010414 0.00104006 85343.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 6868.79 6388.98 0.0104028 0.00101902 85253.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6806.51 6329.09 0.0103735 0.00102076 85536.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6742.73 6270.14 0.0104153 0.00103668 85300.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6680.85 6212.7 0.0104196 0.00104667 85351.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6620.83 6155.3 0.0104256 0.00102666 85116.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6558.98 6096.4 0.010463 0.00103358 84840.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6498.36 6039.75 0.0103668 0.00101748 85568.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6437.72 5986.24 0.0104037 0.00104643 85495.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6380 5929.31 0.0103976 0.00104067 85497.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6321.86 5872.17 0.010505 0.00107416 84827.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6261.9 5819.38 0.0104227 0.00103601 85227.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6204.68 5763.09 0.010397 0.00105433 85629 0
: 173 Minimum Test error found - save the configuration
: 173 | 6147.37 5711 0.0104769 0.0010354 84731.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6090.24 5658.52 0.0104264 0.00103689 85201.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6035.37 5603.99 0.0104456 0.00106452 85278.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 5978.62 5552.38 0.0104314 0.00103473 85136.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 5923.15 5500.2 0.0104997 0.00103734 84545.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 5869.69 5448.39 0.0104617 0.00103443 84860.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5815.04 5397.42 0.0104034 0.00105722 85596 0
: 180 Minimum Test error found - save the configuration
: 180 | 5760.72 5348.97 0.010508 0.00106097 84682.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5708.93 5296.27 0.0104332 0.00103728 85143.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5654.4 5249.87 0.0104982 0.00107556 84902.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5603.74 5197.46 0.0103661 0.00104434 85821 0
: 184 Minimum Test error found - save the configuration
: 184 | 5550.69 5150.46 0.0104311 0.00103841 85172.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5500.71 5101.47 0.0104982 0.00105661 84731.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5449.32 5053.83 0.0103815 0.00103968 85636.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5398.23 5007 0.0104732 0.00105521 84944.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5349.66 4959.3 0.0103965 0.00104447 85542.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5298.26 4914.67 0.0104789 0.00105791 84916.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5251.41 4868.02 0.0104441 0.00104133 85081.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5202.39 4821.75 0.0104132 0.00102312 85196.1 0
: 192 Minimum Test error found - save the configuration
: 192 | 5152.8 4777.45 0.0104444 0.00110693 85676 0
: 193 Minimum Test error found - save the configuration
: 193 | 5105.98 4732.75 0.0105108 0.00104258 84493.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5059.63 4687.92 0.0104437 0.0010634 85285 0
: 195 Minimum Test error found - save the configuration
: 195 | 5012.18 4644.82 0.0104048 0.00102498 85289.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 4967.6 4599.18 0.0104064 0.00104703 85475.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 4919.26 4556.17 0.0104527 0.00102484 84854.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4874.94 4514.31 0.0105623 0.00117196 85194.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4829.5 4473.15 0.0104818 0.0010425 84752.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4785.23 4429.94 0.0104797 0.00107396 85054 0
: 201 Minimum Test error found - save the configuration
: 201 | 4740.87 4387.64 0.0104616 0.00103779 84890.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4696.88 4350.85 0.0103695 0.00103191 85675.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4654.83 4306.97 0.0103095 0.00102408 86156.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4610.88 4265.34 0.0104242 0.00102432 85107.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4568.16 4226.04 0.0104171 0.00103357 85255.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4526.79 4187.9 0.0104747 0.00103151 84717.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4483.92 4148.69 0.0104545 0.00103907 84967.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4443.58 4109.92 0.0103646 0.00102886 85692.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4402.31 4071.33 0.0104471 0.00104453 85082.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4362.17 4033.11 0.0104336 0.00104051 85168.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4322.72 3993.45 0.0104936 0.00103878 84613.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4281.66 3957.26 0.0105174 0.00107191 84696.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4242.74 3921.01 0.0104916 0.0010289 84542.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4203.71 3883.16 0.0104222 0.00103031 85179.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4165.23 3846.73 0.0105295 0.00104257 84326.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4126.9 3811.69 0.0104626 0.00103332 84842.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4089.12 3776.4 0.010481 0.00108365 85130.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4051.49 3740.25 0.0104091 0.00102627 85261.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4015.29 3705 0.0104289 0.00104378 85241.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 3977.02 3671.46 0.0104855 0.00105844 84862.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 3941.92 3635.97 0.0104396 0.00104687 85172.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3905.55 3601.45 0.0104463 0.00106342 85261.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3869.34 3568.42 0.0103832 0.00102872 85520.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3834.08 3535.58 0.0104712 0.00104016 84825.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3798.92 3502.9 0.0104088 0.00103283 85324.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3764.81 3469.72 0.0104563 0.00104277 84984 0
: 227 Minimum Test error found - save the configuration
: 227 | 3730.19 3436.59 0.0104654 0.00103164 84801.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3696.04 3405.67 0.0104433 0.00104411 85113.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3662.25 3372.98 0.0104764 0.00103758 84756.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3629.29 3341.41 0.010468 0.001069 85115.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3595.62 3310.95 0.0104799 0.00106561 84977.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3563.56 3279.46 0.0105419 0.00104349 84224.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3530.77 3248.83 0.0103674 0.00102186 85602.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3498.32 3219.44 0.0104712 0.00105401 84950.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3467.19 3189.29 0.0104416 0.00104394 85128 0
: 236 Minimum Test error found - save the configuration
: 236 | 3435.96 3158.84 0.0104378 0.00102911 85027.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3404.07 3130.19 0.01047 0.00103453 84786.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3373.19 3100.44 0.0103563 0.00102801 85760.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3342.85 3071.16 0.0104594 0.00102747 84818.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3311.82 3043.01 0.0104526 0.00108007 85355.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3281.89 3015.01 0.0104113 0.00102127 85196.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3252.57 2986.17 0.0103638 0.00102349 85649.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3222.41 2959.02 0.0103802 0.00103252 85583.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3193.35 2931.71 0.01047 0.0010825 85219.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3164.16 2905.16 0.0104423 0.00103887 85075.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3136.21 2876.91 0.0105908 0.0010353 83721 0
: 247 Minimum Test error found - save the configuration
: 247 | 3107.6 2850.03 0.0104259 0.00103272 85168.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3079.15 2823.55 0.0104684 0.0010436 84882.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3050.51 2797.6 0.010447 0.00103973 85040.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3023.53 2771.56 0.0105528 0.00108377 84486.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 2995.54 2746.38 0.0104645 0.00105092 84983.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 2968.83 2720.09 0.0105543 0.00103551 84044.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 2941.84 2694.15 0.0104581 0.00104863 85020.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2914.49 2669.88 0.0104996 0.0010315 84494.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2888.5 2645.71 0.0104292 0.00103539 85162.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2862.54 2620.64 0.0104989 0.00106119 84766.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2836.26 2596.02 0.0103981 0.00102927 85389.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2810.65 2572.12 0.0104386 0.00106636 85358.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2784.99 2548.81 0.0104022 0.00103078 85366.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2759.86 2525.26 0.0105569 0.00108786 84485.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2734.83 2502.32 0.0104536 0.00102718 84867.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2710.5 2478.31 0.0104091 0.00102902 85286.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2685.57 2455.75 0.0105366 0.00107875 84585.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2661.7 2432.3 0.0104396 0.00103339 85049.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2636.57 2411.01 0.0103765 0.00102833 85578.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2613.61 2387.95 0.0104289 0.00106036 85392 0
: 267 Minimum Test error found - save the configuration
: 267 | 2589.7 2365.82 0.0104659 0.00104148 84885.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2565.81 2344.31 0.0104728 0.00104157 84824.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2542.73 2322.64 0.0104529 0.00103634 84957.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2519.89 2300.77 0.0104638 0.00106193 85089.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2496.68 2279.95 0.010543 0.00103425 84132.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2473.74 2259.62 0.0105423 0.00105044 84282.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2451.99 2238.25 0.0105142 0.00108305 84825.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2429.28 2217.74 0.0104536 0.00104814 85057.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2407.02 2197.44 0.01043 0.00103423 85145.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2385.35 2177.24 0.0105231 0.00103061 84277.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2363.67 2156.69 0.0105687 0.00104269 83980.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2341.42 2137.76 0.010487 0.00103876 84671.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2321.09 2117.76 0.0104744 0.00104751 84863.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2299.21 2098.93 0.0105548 0.00105447 84207.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2278.9 2078.48 0.0103875 0.00103357 85525.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2257.23 2059.93 0.0103331 0.00102414 85938.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2236.7 2040.8 0.0105465 0.00107779 84488.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2216.24 2022.41 0.010435 0.0010433 85181.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2196.14 2003.43 0.0103924 0.00103569 85500.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2175.45 1986.12 0.0103686 0.001036 85721.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2156.35 1966.27 0.0104712 0.00105526 84962.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2135.21 1949.79 0.0104222 0.00104071 85274.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2116.32 1931.92 0.0104826 0.00104197 84739.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2096.86 1913.48 0.010566 0.00109309 84451.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2077.36 1895.61 0.0104326 0.00104601 85227.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2058.44 1877.81 0.0105752 0.00104334 83928.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2038.36 1861.42 0.01043 0.001044 85233.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2020.17 1844.14 0.0106853 0.00104369 82973.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2001.56 1826.85 0.0105253 0.00104351 84372.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 1982.44 1810.7 0.0104586 0.0010607 85125.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 1964.55 1793.85 0.0103545 0.00102404 85740.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1946.06 1777.4 0.010451 0.00104355 85039.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1927.98 1761.11 0.010522 0.00108006 84728.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 1910.14 1744.92 0.0104793 0.0010693 85016.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1892.07 1728.71 0.0104382 0.00104254 85145.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1874.2 1713.21 0.0104761 0.00104122 84791.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1856.63 1698.17 0.0104314 0.00102529 85050.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1839.44 1682.57 0.0104872 0.0010385 84668.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1822.53 1666.67 0.0104797 0.00103511 84704.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1805.15 1651.94 0.0104436 0.00105752 85232.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1788.25 1636.29 0.0104274 0.00103258 85153.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1771.59 1621.52 0.0104976 0.00105263 84701.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1754.49 1606.93 0.0105083 0.00107704 84824.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1738.56 1591.46 0.0105025 0.00106974 84810.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1721.8 1576.71 0.0104873 0.00103543 84638.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1705.05 1562.95 0.0105737 0.00109902 84435.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1689.04 1548.68 0.0104984 0.00103936 84575.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1673.14 1534.65 0.010498 0.00105386 84708.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1657.9 1520.07 0.0104723 0.00102512 84681.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1641.27 1506.67 0.0104544 0.00106753 85225.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1626.37 1492.03 0.0103906 0.00102392 85408.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1610.13 1478.74 0.0104089 0.00104897 85470.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1595.2 1465 0.0105132 0.00104264 84472.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1579.99 1451.44 0.0104073 0.001086 85824.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1564.57 1438.32 0.0104139 0.00106426 85564.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1549.78 1425.55 0.0104624 0.00104029 84906.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1535.25 1412.21 0.0104714 0.00104813 84896 0
: 324 Minimum Test error found - save the configuration
: 324 | 1520.61 1398.78 0.0104132 0.00102629 85225.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1505.99 1385.71 0.0104368 0.00104492 85180.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1491.06 1373.6 0.0104791 0.00104442 84793.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 1477.12 1360.54 0.0105082 0.00107422 84799.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1462.69 1348.33 0.0103937 0.00102459 85386.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1448.86 1335.56 0.010534 0.00106297 84467.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1434.69 1323.5 0.0104232 0.00108819 85698.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1421.31 1310.98 0.0103798 0.0010371 85628.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1407.52 1298.95 0.0104922 0.00105242 84747.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1394.17 1286.69 0.0105012 0.0010474 84621.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1380.65 1275.03 0.0104903 0.0010392 84646.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1367.24 1262.98 0.0103839 0.00102864 85513 0
: 336 Minimum Test error found - save the configuration
: 336 | 1353.73 1251.5 0.0103791 0.00104873 85741.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1341.09 1239.7 0.0104368 0.00102342 84985.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1328 1228.45 0.0104266 0.00105333 85348.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1315.32 1216.92 0.0104563 0.00104296 84985.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1302.76 1205.7 0.010492 0.00103661 84608.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1290.09 1194.13 0.0105019 0.00108834 84983.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1277.7 1183.18 0.0106315 0.00103852 83394.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1265.3 1171.79 0.0104615 0.00104373 84946 0
: 344 Minimum Test error found - save the configuration
: 344 | 1252.8 1161.18 0.0104322 0.0010412 85187.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1241.08 1150.32 0.0104962 0.00102435 84461 0
: 346 Minimum Test error found - save the configuration
: 346 | 1229.11 1139.23 0.0104633 0.00103825 84880.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1216.84 1128.74 0.0105115 0.00104119 84474.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1204.98 1118.13 0.0104694 0.00105199 84949.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1193.35 1107.7 0.0105557 0.0010632 84277.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1181.96 1097.25 0.0104314 0.0010379 85165 0
: 351 Minimum Test error found - save the configuration
: 351 | 1170.34 1087.01 0.0104847 0.00115346 85733.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1159.02 1076.78 0.0104465 0.00105216 85157.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1147.86 1066.33 0.0104386 0.00103611 85084.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1136.64 1056.21 0.0104881 0.00105199 84780.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1125.35 1046.18 0.0104422 0.00102621 84962.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1114.21 1036.78 0.0103643 0.00103049 85710 0
: 357 Minimum Test error found - save the configuration
: 357 | 1103.78 1026.63 0.0104651 0.00103705 84853 0
: 358 Minimum Test error found - save the configuration
: 358 | 1093.03 1017.12 0.0104309 0.00104295 85215.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1082.18 1007.15 0.0105117 0.00105844 84626.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1071.71 997.747 0.0104834 0.00105812 84878.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1061.25 988.035 0.0104751 0.00103847 84776.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1050.95 978.281 0.010487 0.00103198 84611.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1040.36 969.564 0.0104458 0.00102983 84962.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1030.37 960.016 0.0104779 0.00102431 84624.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1020.54 950.413 0.0104655 0.00104793 84948 0
: 366 Minimum Test error found - save the configuration
: 366 | 1010.14 942.014 0.0104964 0.00104333 84628.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1000.34 933.005 0.0104512 0.00104326 85034.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 991.082 923.59 0.0105226 0.00105588 84506.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 980.875 914.576 0.0104682 0.00105693 85004.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 971.336 905.875 0.0105361 0.00106334 84452.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 961.618 897.43 0.0105823 0.00107048 84105.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 952.455 888.303 0.0105275 0.00103798 84303.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 942.966 880.021 0.0105621 0.00103982 84013.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 933.743 871.05 0.0103926 0.00103019 85448.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 924.326 862.719 0.0104763 0.00104924 84862 0
: 376 Minimum Test error found - save the configuration
: 376 | 915.353 854.205 0.0104682 0.00102972 84759.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 906.163 846.367 0.0104788 0.00105382 84880.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 897.22 838.478 0.0105178 0.00104406 84444.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 888.63 829.694 0.010525 0.00106744 84588.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 879.635 821.802 0.010481 0.0010393 84730.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 870.757 814.368 0.0104489 0.0010374 85002.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 862.636 805.662 0.0105282 0.00104676 84375.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 853.577 797.837 0.0104555 0.00104561 85016.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 845.013 790.943 0.0105416 0.00104638 84252.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 837.03 782.431 0.0104709 0.00104704 84890.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 828.577 775.027 0.0104778 0.00104216 84784.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 820.233 767.129 0.0104545 0.00103322 84913.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 812.465 759.164 0.0104685 0.00103786 84830.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 803.935 751.739 0.0105312 0.00104245 84310.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 795.943 744.345 0.0106595 0.00104698 83224.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 788.027 737.29 0.0106069 0.00105246 83730.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 780.119 729.855 0.0104389 0.00106367 85331.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 772.462 722.404 0.0104982 0.00103756 84560.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 764.579 715.337 0.0105188 0.00102602 84274.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 756.578 708.275 0.0105241 0.00106087 84537.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 749.507 700.593 0.0103383 0.00102543 85902.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 741.444 693.848 0.0105096 0.00104106 84490.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 734.363 686.868 0.0104728 0.00105407 84936.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 726.814 679.879 0.0104825 0.0010623 84923.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 719.696 673.22 0.0105295 0.00106588 84534.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 712.108 666.445 0.0104241 0.00103928 85243.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 705.221 659.326 0.0106778 0.00121274 84521.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 697.987 652.496 0.0104681 0.00106662 85093.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 690.992 646.255 0.0105063 0.00105486 84643 0
: 405 Minimum Test error found - save the configuration
: 405 | 683.989 639.343 0.0105213 0.00105229 84485.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 677.003 633.007 0.0105375 0.00103697 84205.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 670.375 625.764 0.0105655 0.00104474 84026.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 663.305 619.57 0.0104815 0.00105342 84853.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 656.454 613.585 0.0106029 0.0010631 83859.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 649.952 606.954 0.0105452 0.0010511 84262.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 643.229 600.92 0.0106255 0.0010652 83679.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 636.758 594.599 0.0105437 0.00107612 84498.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 630.079 588.336 0.0105068 0.00103937 84499.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 623.784 582.3 0.0104929 0.00105042 84723.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 617.279 576.771 0.0105056 0.00103844 84502.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 610.971 570.49 0.0104981 0.00103921 84576.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 604.615 564.386 0.010474 0.0010399 84798.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 598.771 558.681 0.0104788 0.00105777 84916 0
: 419 Minimum Test error found - save the configuration
: 419 | 592.259 552.717 0.0104947 0.0010673 84858.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 586.474 546.524 0.0105061 0.00105573 84652.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 580.064 541.009 0.0105139 0.00104442 84481.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 574.223 535.521 0.0104709 0.00103115 84747.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 568.101 530.027 0.0107347 0.0010558 82653.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 562.497 524.448 0.0105995 0.00102987 83598.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 556.635 518.781 0.0105957 0.00105346 83837.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 550.888 513.405 0.0103717 0.0010266 85606.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 545.184 507.902 0.0105122 0.0010564 84603.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 539.374 502.64 0.0106229 0.00109192 83936.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 534.079 497.045 0.0104867 0.00106353 84897.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 528.467 491.947 0.0105849 0.00106487 84033.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 523.12 487.713 0.0106966 0.00105467 82971.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 517.632 481.773 0.010423 0.00103522 85217.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 512.035 476.502 0.0104456 0.00102326 84904.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 507.109 471.027 0.0104896 0.00104469 84701.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 501.528 466.18 0.0105671 0.0010634 84177.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 496.185 461.7 0.0104384 0.00102867 85018 0
: 437 Minimum Test error found - save the configuration
: 437 | 491.722 457.353 0.01072 0.00104909 82722.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 486.5 451.886 0.0105546 0.00108404 84472.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 481.262 446.204 0.0104622 0.00103803 84887.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 475.735 441.763 0.01051 0.00104144 84490 0
: 441 Minimum Test error found - save the configuration
: 441 | 471.102 436.819 0.0105163 0.00105465 84551.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 465.996 432.058 0.010484 0.00102748 84597.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 461.163 427.609 0.0105056 0.00106324 84724.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 456.169 422.96 0.0104683 0.00102645 84729.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 451.697 417.87 0.010546 0.00107957 84509.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 446.85 413.62 0.0104858 0.00105202 84801.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 442.044 409.264 0.0105074 0.0010705 84773.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 437.624 404.6 0.0103758 0.0010398 85689.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 432.824 400.036 0.0103307 0.00102107 85932.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 428.368 395.91 0.0104645 0.00111477 85564.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 423.856 391.293 0.0104744 0.00105606 84940.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 419.339 387.167 0.0105034 0.00105507 84671.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 415.087 382.907 0.0105148 0.00103947 84430.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 410.864 378.512 0.010443 0.00104219 85098.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 406.159 374.748 0.0105232 0.00104587 84412.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 402.309 370.669 0.0104328 0.00104492 85216.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 398.09 365.883 0.0105146 0.00103144 84360 0
: 458 Minimum Test error found - save the configuration
: 458 | 393.533 362.767 0.0105402 0.00106297 84412.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 389.54 358.496 0.0105125 0.00107139 84735.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 385.493 354.632 0.0104532 0.00104216 85006.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 381.489 350.048 0.0105337 0.00103714 84240.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 377.287 346.128 0.0104839 0.00104011 84711.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 373.273 342.563 0.0105153 0.0010414 84442.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 369.245 338.646 0.010512 0.00106278 84663.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 365.656 334.564 0.0104851 0.00103003 84610.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 361.205 331.319 0.0104706 0.00103865 84817.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 357.737 327.308 0.0104906 0.00103288 84587 0
: 468 Minimum Test error found - save the configuration
: 468 | 354.023 323.669 0.0103649 0.00106474 86020.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 350.063 320.422 0.0105198 0.00107387 84692.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 346.499 316.13 0.0105555 0.00104861 84149.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 342.875 312.599 0.0105531 0.00104341 84124.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 338.807 309.326 0.010484 0.001043 84736.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 335.219 305.746 0.0104874 0.00108344 85070.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 332.01 302.605 0.0104338 0.00102519 85028.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 327.952 298.971 0.0104635 0.00104787 84965.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 324.71 295.378 0.0104011 0.0010259 85331.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 321.527 292.187 0.0104861 0.00102631 84568.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 317.642 288.604 0.0105117 0.0010759 84783 0
: 479 Minimum Test error found - save the configuration
: 479 | 314.136 285.459 0.010469 0.00104581 84896.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 310.771 282.055 0.0105366 0.0010447 84282 0
: 481 Minimum Test error found - save the configuration
: 481 | 307.257 279.004 0.0104829 0.00103831 84704.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 304.035 275.822 0.0105173 0.00104394 84446.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 300.876 272.445 0.010558 0.00106218 84247.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 297.632 269.596 0.0104749 0.00103726 84767.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 294.48 266.148 0.0107189 0.00104294 82679.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 291.113 262.974 0.0104835 0.0010513 84815.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 287.905 259.969 0.0104458 0.00102859 84950.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 284.659 257.569 0.0104827 0.00104907 84803 0
: 489 Minimum Test error found - save the configuration
: 489 | 281.894 254.202 0.0104503 0.00102587 84886.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 278.588 251.357 0.0105583 0.00103302 83987.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 275.676 248.553 0.0104585 0.00102781 84829.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 272.956 245.75 0.0104844 0.00103374 84649.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 269.708 242.588 0.010449 0.0010233 84874.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 266.715 239.932 0.0105006 0.00110113 85110.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 263.882 237.541 0.010506 0.0010536 84634.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 260.935 234.531 0.0104618 0.00104355 84941.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 258.107 232.107 0.0105211 0.00105995 84556.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 255.337 229.045 0.0105176 0.00104754 84476.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 252.351 226.254 0.0104989 0.00105597 84719.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 249.729 223.811 0.0104252 0.00102815 85132.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 246.973 220.994 0.010511 0.00104078 84475.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 244.315 218.483 0.0104964 0.00104305 84625.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 241.615 215.68 0.0104534 0.00102246 84826.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 238.893 213.797 0.010449 0.00102593 84898 0
: 505 Minimum Test error found - save the configuration
: 505 | 236.602 211.12 0.0105012 0.00102612 84432.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 233.745 208.418 0.0104088 0.00102374 85241.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 231.213 206.403 0.0103672 0.00102343 85618.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 228.487 203.854 0.0104815 0.00107387 85037.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 225.969 201.118 0.010448 0.00105218 85143.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 223.45 198.854 0.0105406 0.00104487 84248.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 221.177 196.766 0.0105163 0.00103837 84406.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 218.836 194.351 0.0104851 0.00104106 84709.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 216.408 191.909 0.0105499 0.0010648 84342.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 213.79 189.657 0.0104694 0.00105346 84962.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 211.624 187.403 0.0105038 0.00102737 84419.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 209.113 185.498 0.0105052 0.00107044 84793 0
: 517 Minimum Test error found - save the configuration
: 517 | 206.901 182.918 0.0105611 0.00110113 84566.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 204.449 182.067 0.0105286 0.00104378 84345.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 202.461 178.767 0.0105032 0.00105664 84686.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.211 177.535 0.0104668 0.00103391 84809.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 198.188 174.6 0.0104866 0.00103492 84640.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 195.548 172.291 0.0105135 0.00103382 84391.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 193.548 170.509 0.0104534 0.00103367 84927.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 191.353 168.464 0.0105227 0.00106414 84579.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 189.042 166.411 0.010475 0.0010557 84932.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.22 164.338 0.0105005 0.00104458 84603 0
: 527 Minimum Test error found - save the configuration
: 527 | 185.017 162.669 0.0105499 0.00106742 84365.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 182.792 160.896 0.0104618 0.00103452 84860.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 180.962 158.401 0.0105125 0.00104108 84464.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.002 156.491 0.0105546 0.00105857 84245.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 176.644 154.772 0.010493 0.00104354 84660.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 174.854 153.293 0.0104497 0.0010225 84860.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 172.832 151.453 0.0106838 0.00103307 82895.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 170.848 149.393 0.0103657 0.00104261 85808.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.034 147.364 0.0105017 0.00103637 84519.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 166.654 145.853 0.0105024 0.00105712 84698.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 164.872 144.524 0.0105528 0.00106604 84328.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.114 142.13 0.010527 0.00106082 84511 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.264 140.711 0.0104458 0.00102947 84959 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.317 138.721 0.0105004 0.00107902 84913.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 157.529 137.777 0.01046 0.00103947 84920.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 155.723 135.713 0.0104616 0.00104031 84914.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 153.955 133.931 0.0105177 0.0010683 84661.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 151.988 132.155 0.0104301 0.00102887 85095.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.184 130.636 0.0105507 0.00105853 84279.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.288 129.008 0.010455 0.0010416 84985 0
: 547 Minimum Test error found - save the configuration
: 547 | 146.516 127.61 0.0105562 0.00104856 84142.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 144.852 126.309 0.0104534 0.00103626 84951 0
: 549 Minimum Test error found - save the configuration
: 549 | 143.218 124.572 0.0105616 0.00105248 84129.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 141.585 122.941 0.0104807 0.00105291 84855.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.006 121.656 0.0104811 0.0010352 84692.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 138.444 120.841 0.0105577 0.00104216 84073.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 136.702 118.752 0.0104951 0.00105354 84731.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.021 117.259 0.0104787 0.00103307 84694.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.536 116.246 0.0105201 0.00104363 84419.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 131.994 114.081 0.0104758 0.00105751 84941.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 130.233 112.898 0.0104896 0.00105631 84806 0
: 558 Minimum Test error found - save the configuration
: 558 | 128.598 111.764 0.0104563 0.0010489 85039.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.394 110.843 0.0105 0.00103393 84512.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 125.879 109.185 0.0104239 0.00103323 85190.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.284 107.799 0.0105081 0.00105502 84628.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 122.827 106.414 0.010433 0.00103566 85130.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.408 105.084 0.0104905 0.00103798 84633.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 119.761 103.52 0.0104302 0.00102942 85099.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.289 102.548 0.0104563 0.00103334 84899.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 116.953 101.348 0.0104544 0.00104696 85039 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.696 99.728 0.0104929 0.001048 84701.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.323 98.6658 0.0105101 0.00103384 84421.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 112.927 97.6938 0.0105503 0.00106424 84333.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.761 96.1672 0.0104953 0.00103401 84554.6 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.145 95.1104 0.0104642 0.0010362 84853.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.077 93.8391 0.010486 0.00105653 84840.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 107.542 92.8059 0.0105255 0.00104519 84385.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.596 91.6159 0.0104915 0.00106693 84884.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 104.968 90.2881 0.0104974 0.00103764 84568.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 103.755 89.2064 0.0104815 0.00104148 84745.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.619 88.0883 0.01052 0.00107441 84695.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.222 86.8194 0.0104536 0.00104183 85000 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.067 85.8643 0.0104986 0.00103138 84502.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 98.8798 85.1148 0.0107618 0.00104402 82323.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.855 83.8067 0.0110961 0.00102594 79442.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 96.6367 82.9058 0.0105053 0.00105533 84656.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.372 81.4028 0.0104711 0.00104741 84892.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.157 80.5174 0.0104474 0.00103164 84964.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.1642 79.6047 0.0104716 0.001056 84965 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.0318 78.3462 0.0105164 0.00104152 84433.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 90.8567 77.5724 0.0105379 0.00105471 84359.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 89.7329 76.3891 0.010487 0.00104966 84770 0
: 589 Minimum Test error found - save the configuration
: 589 | 88.7439 75.1814 0.0106199 0.0010741 83806.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 87.6689 74.6683 0.010513 0.00104878 84529.2 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.6965 73.6985 0.0105583 0.00105906 84217.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.8091 72.496 0.0104589 0.00103461 84887.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.616 71.9574 0.0105396 0.00103311 84153.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 83.6052 70.7943 0.010455 0.00104045 84974.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 82.7015 69.904 0.0105143 0.00104142 84451.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 81.7797 68.9471 0.0104931 0.00106279 84832.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 80.7105 68.1468 0.0105242 0.00108041 84711.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 79.7481 67.2058 0.0104849 0.00103729 84677.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.092 66.1419 0.0105367 0.00104924 84322 0
: 600 Minimum Test error found - save the configuration
: 600 | 77.7458 65.5197 0.0104856 0.00104482 84738.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 76.9833 64.7472 0.0105479 0.00103991 84140 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.0102 63.7715 0.0105287 0.00104022 84312.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.1171 62.7948 0.0105251 0.00104308 84369.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.1637 61.8854 0.0103873 0.00102545 85452.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.6453 61.561 0.0104535 0.00103169 84909.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 72.5707 60.5106 0.0104948 0.00108386 85007.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 71.684 59.5584 0.0105169 0.00104198 84433.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.7978 58.9097 0.0104941 0.00104148 84632.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 69.9423 58.3998 0.0106002 0.00108373 84064.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.3141 57.2903 0.0104435 0.00102562 84944.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.3425 56.7175 0.0104505 0.00105399 85138.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 67.4164 55.7661 0.0105229 0.0010357 84324.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.6165 54.9789 0.0104518 0.00102505 84864.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.9297 54.4243 0.0105006 0.00104262 84584.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.2773 54.2185 0.0104781 0.00102868 84660.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 64.4856 53.5125 0.0104572 0.00104264 84974.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.8034 52.6355 0.0104705 0.00104216 84850.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 62.916 51.239 0.0104205 0.00102599 85156 0
: 619 Minimum Test error found - save the configuration
: 619 | 61.9933 50.6499 0.0104937 0.0010329 84559.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.268 50.1676 0.01043 0.00103396 85141.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.4876 49.0454 0.0103639 0.00103451 85750.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 59.7435 48.7201 0.010329 0.00103511 86078.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.1065 48.046 0.010355 0.00103165 85805.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.384 47.1905 0.0104939 0.00103706 84595.1 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.5871 46.7604 0.0104744 0.00106225 84996.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 56.9435 46.0917 0.0105988 0.00107309 83983.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.2258 45.3638 0.0103373 0.00102517 85909.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.6248 44.7821 0.0107774 0.0010685 82398.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.1016 43.9196 0.0106256 0.00106889 83710.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.2841 43.2959 0.0104782 0.00106138 84954.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.5042 42.8737 0.0104141 0.00102563 85210.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 52.8715 42.6177 0.0104862 0.00105874 84858.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.2442 41.6465 0.0104169 0.00102342 85165.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 51.8977 41.0391 0.0104713 0.00102673 84704.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.0907 40.6503 0.0103503 0.00102559 85793.3 0
: 636 | 50.369 40.8376 0.0103866 0.000991895 85154.6 1
: 637 Minimum Test error found - save the configuration
: 637 | 49.9497 39.3433 0.010485 0.00104489 84744.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.1395 38.6672 0.0105342 0.00105848 84425.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.4674 38.2907 0.0104599 0.00102326 84776.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 47.935 37.6984 0.0103589 0.00102915 85747.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.314 37.3723 0.0105368 0.00105641 84384.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 46.797 37.022 0.0105754 0.00104873 83974.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.318 36.2279 0.0104508 0.00104235 85030.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 45.7365 35.6728 0.0105502 0.00103024 84034 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.1443 35.1724 0.0104482 0.00102577 84903.6 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.4993 34.8171 0.0105745 0.0010815 84273 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.1769 33.9455 0.0104062 0.00103316 85351 0
: 648 | 43.4241 33.9548 0.0105302 0.00108622 84710 1
: 649 Minimum Test error found - save the configuration
: 649 | 43.0718 33.086 0.0104758 0.00106659 85023.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.4589 33.063 0.0105061 0.001032 84441.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.0881 32.6761 0.0104173 0.00103345 85252.9 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.4326 31.6072 0.0103928 0.00102565 85405.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.2316 31.5706 0.010475 0.0010255 84660.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.8636 30.9392 0.0103598 0.00102754 85724.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.1121 30.3523 0.0103574 0.00102209 85696.2 0
: 656 | 39.5434 31.0701 0.0103979 0.00104584 85542.9 1
: 657 Minimum Test error found - save the configuration
: 657 | 39.4332 29.9811 0.0104915 0.00104378 84676.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.9392 29.6666 0.0104965 0.00103901 84589.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.1048 28.6372 0.0105924 0.00107675 84071.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.6886 28.3404 0.0104841 0.00103852 84695.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.2401 27.645 0.0105362 0.00104414 84280.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 36.7388 27.2584 0.0105015 0.00104223 84573.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.4305 26.6648 0.0105531 0.00105831 84256.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 35.8051 26.3484 0.010372 0.00103925 85719.7 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.5048 26.2866 0.0103434 0.00103329 85928.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.109 25.9901 0.0105155 0.00104743 84494.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 34.665 24.9186 0.010406 0.00106581 85651 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.1373 24.4914 0.0105687 0.00109168 84415.1 0
: 669 | 33.9149 25.3416 0.0104202 0.00100703 84987.3 1
: 670 Minimum Test error found - save the configuration
: 670 | 33.4673 23.9097 0.0104622 0.00104393 84941.5 0
: 671 Minimum Test error found - save the configuration
: 671 | 32.8694 23.3998 0.0104953 0.00103815 84591.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.398 23.2554 0.0105074 0.00105825 84663.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 31.9849 22.8902 0.0104757 0.0010483 84859.1 0
: 674 | 31.6266 22.9346 0.0104825 0.00101504 84500.3 1
: 675 Minimum Test error found - save the configuration
: 675 | 31.2076 22.3671 0.010511 0.00103874 84457.1 0
: 676 Minimum Test error found - save the configuration
: 676 | 30.7811 21.8383 0.0108513 0.00106813 81773.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.4049 21.4082 0.0104913 0.00105613 84788.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.2127 21.1784 0.0104388 0.0010274 85003.3 0
: 679 | 30.0141 21.7201 0.0105179 0.000993517 83995.3 1
: 680 Minimum Test error found - save the configuration
: 680 | 29.749 20.6786 0.0104581 0.00107045 85218.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.1051 20.4662 0.0104803 0.00102522 84610.5 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.6453 20.0368 0.0105316 0.00104052 84289.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.3502 19.6104 0.0105346 0.00107164 84540.5 0
: 684 Minimum Test error found - save the configuration
: 684 | 27.9631 19.2091 0.0104647 0.00102497 84748.4 0
: 685 Minimum Test error found - save the configuration
: 685 | 27.5215 18.671 0.0105196 0.00103558 84352.5 0
: 686 | 27.1578 19.0698 0.0104515 0.000992066 84571.9 1
: 687 Minimum Test error found - save the configuration
: 687 | 26.7451 18.2701 0.0105177 0.0010671 84650.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.4453 18.0138 0.0105554 0.00103476 84027.9 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.027 17.6298 0.0105449 0.00102814 84061.9 0
: 690 Minimum Test error found - save the configuration
: 690 | 25.7536 17.091 0.0104073 0.00102638 85279.5 0
: 691 | 25.4688 17.2096 0.0104743 0.00103401 84743.2 1
: 692 Minimum Test error found - save the configuration
: 692 | 25.1155 16.6309 0.0103775 0.00102978 85582.4 0
: 693 Minimum Test error found - save the configuration
: 693 | 24.8023 16.4604 0.0103616 0.00103485 85775.1 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.4014 16.2328 0.0104088 0.00102896 85289.6 0
: 695 | 24.2772 16.9853 0.0104087 0.0010042 85065.2 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.3365 15.5559 0.0105704 0.00105964 84115.3 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.5989 15.4632 0.0104415 0.00103953 85088.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.189 15.2272 0.0104496 0.00102908 84920.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 22.8837 14.9514 0.0104101 0.00102914 85279.3 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.4422 14.8709 0.0104567 0.00104921 85039 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.2542 14.3658 0.0103927 0.00102637 85412 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.0647 14.2943 0.0103506 0.00102833 85815.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.584 13.74 0.0105274 0.00103817 84306.1 0
: 704 | 21.41 13.9457 0.0104752 0.00102091 84617.6 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.145 13.4448 0.0103774 0.0010393 85670.4 0
: 706 Minimum Test error found - save the configuration
: 706 | 20.7981 13.286 0.0104984 0.00105978 84758.4 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.5068 12.8637 0.0104232 0.00103837 85243.9 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.2724 12.7771 0.0104799 0.00106715 84991.3 0
: 709 | 20.0307 12.7931 0.0104129 0.00102523 85218.2 1
: 710 Minimum Test error found - save the configuration
: 710 | 19.9134 12.478 0.0103727 0.00102983 85627 0
: 711 | 19.4508 12.9133 0.0104642 0.00106083 85076 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.2661 12.241 0.0105386 0.00106313 84428.2 0
: 713 | 19.1361 12.6098 0.0104706 0.000995246 84429.3 1
: 714 Minimum Test error found - save the configuration
: 714 | 18.921 11.478 0.0104179 0.00102717 85190.5 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.4139 11.2306 0.0104515 0.00105285 85118.6 0
: 716 | 18.1201 11.7638 0.0104656 0.00100603 84570.2 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.0677 11.1899 0.010475 0.00106016 84972.6 0
: 718 Minimum Test error found - save the configuration
: 718 | 17.8224 11.0188 0.0104921 0.00104253 84660 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.5588 10.6059 0.0104794 0.00103725 84726.8 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.2718 10.3726 0.0105093 0.001054 84608.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 16.979 10.2807 0.0105182 0.00103626 84370.5 0
: 722 Minimum Test error found - save the configuration
: 722 | 16.7713 10.2593 0.010546 0.00107774 84493.1 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.6776 9.95957 0.0108436 0.00104241 81622.9 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.5686 9.861 0.010339 0.00102567 85898.8 0
: 725 | 16.5025 9.96135 0.010366 0.000990616 85329.8 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.2332 9.13866 0.0105078 0.00106935 84759.9 0
: 727 Minimum Test error found - save the configuration
: 727 | 15.6094 9.114 0.0105055 0.00105916 84688.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 15.7526 8.99951 0.010596 0.00103607 83682.4 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.6206 8.99193 0.0105018 0.00105071 84646 0
: 730 | 15.4587 9.23001 0.0104386 0.00101243 84870.4 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.2325 8.77176 0.0105218 0.0010269 84256.1 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.8155 8.10413 0.0105225 0.00104236 84386.6 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.4073 8.05147 0.0104118 0.0010485 85439.9 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.1909 7.64894 0.0103599 0.0010268 85716.1 0
: 735 | 14.0415 7.8522 0.010443 0.00100536 84766.6 1
: 736 | 13.9996 7.72572 0.0103296 0.000989686 85654.2 2
: 737 Minimum Test error found - save the configuration
: 737 | 13.6822 7.32004 0.0104988 0.00106318 84784.7 0
: 738 | 13.4759 7.57381 0.0104249 0.000995016 84836.9 1
: 739 Minimum Test error found - save the configuration
: 739 | 13.3433 7.08642 0.0104327 0.0010357 85133.4 0
: 740 | 13.1666 7.37308 0.0104727 0.0010212 84642.5 1
: 741 | 13.2038 7.31223 0.0103978 0.000994596 85077.2 2
: 742 Minimum Test error found - save the configuration
: 742 | 12.7913 6.32266 0.0105481 0.00105663 84285.9 0
: 743 | 12.5778 6.47136 0.0104769 0.000998246 84400.5 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.3768 6.28159 0.0105881 0.00104335 83815.4 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.1078 6.17631 0.0105818 0.00107036 84109.3 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.0574 6.06306 0.0106289 0.00106301 83630.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 11.9736 5.75062 0.0106125 0.00105436 83698.7 0
: 748 | 11.8159 6.2655 0.0105932 0.00101585 83530.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 11.5502 5.63931 0.0105792 0.00104664 83922.7 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.3914 5.38358 0.0105105 0.00104842 84548.1 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.1642 5.20697 0.0106216 0.00104851 83567.8 0
: 752 | 11.2449 5.61394 0.0105844 0.00101267 83579.6 1
: 753 | 11.2965 5.78859 0.0105906 0.00100866 83490 2
: 754 | 10.8665 5.67467 0.0104512 0.00101407 84771.9 3
: 755 | 11.0067 5.33367 0.0105093 0.00100384 84161.9 4
: 756 Minimum Test error found - save the configuration
: 756 | 10.867 5.1221 0.0105975 0.00105305 83818.3 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.5053 4.64985 0.0104782 0.00102546 84631.7 0
: 758 | 10.3403 4.86591 0.010528 0.00100656 84021 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.2432 4.62766 0.0105371 0.00104872 84313.7 0
: 760 | 10.2628 4.94603 0.0105081 0.00100869 84215.5 1
: 761 | 10.0229 4.63899 0.0104394 0.00101812 84914.4 2
: 762 Minimum Test error found - save the configuration
: 762 | 9.79702 4.24643 0.0105504 0.00105369 84239.5 0
: 763 | 9.70452 4.84036 0.010435 0.001011 84889.4 1
: 764 | 9.5631 4.66187 0.0104885 0.00100396 84348.2 2
: 765 Minimum Test error found - save the configuration
: 765 | 9.41163 4.16189 0.0105526 0.00109075 84549.7 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.22621 4.05251 0.0105588 0.00104924 84125.6 0
: 767 | 9.14148 4.20974 0.0106471 0.00100891 83002.7 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.05703 4.03335 0.0105168 0.00106859 84672 0
: 769 | 8.99302 4.15842 0.0104862 0.00100135 84344.7 1
: 770 Minimum Test error found - save the configuration
: 770 | 8.93229 4.00607 0.0105072 0.00104038 84505.4 0
: 771 | 8.67872 4.02491 0.0106846 0.00103365 82893 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.74635 3.69128 0.0105173 0.0010537 84534.4 0
: 773 | 8.64456 4.13477 0.0105086 0.00102148 84324.5 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.40961 3.36106 0.0105367 0.0010477 84308.5 0
: 775 | 8.40958 3.68001 0.0105271 0.00101072 84065.9 1
: 776 | 8.20785 4.34134 0.0105584 0.00102637 83927.8 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.11506 3.3169 0.0105503 0.00105097 84216 0
: 778 | 8.01558 3.66467 0.0105814 0.0010248 83711.5 1
: 779 Minimum Test error found - save the configuration
: 779 | 7.81339 3.09159 0.0104944 0.00104493 84660.8 0
: 780 | 7.77987 3.81689 0.0104974 0.00100479 84276.2 1
: 781 | 7.61802 3.47479 0.0104883 0.00100597 84367.7 2
: 782 | 7.58385 3.25177 0.0104962 0.00100802 84315.4 3
: 783 | 7.46534 3.12274 0.0105492 0.00102539 84000.3 4
: 784 | 7.30449 3.37901 0.0105237 0.00100731 84065.2 5
: 785 Minimum Test error found - save the configuration
: 785 | 7.27665 3.02887 0.0105732 0.00106487 84136.9 0
: 786 | 7.03295 3.31929 0.0105083 0.00102573 84365.7 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.13893 3.01118 0.0106993 0.00108012 83167.5 0
: 788 | 6.92861 3.34453 0.0104996 0.00101516 84349.1 1
: 789 | 6.82872 3.246 0.010545 0.00102765 84056.6 2
: 790 | 6.69648 3.57216 0.0105285 0.00101891 84125.9 3
: 791 | 6.73816 3.03535 0.0104792 0.000992015 84324.2 4
: 792 | 6.89602 3.30059 0.0104664 0.00100637 84566.6 5
: 793 Minimum Test error found - save the configuration
: 793 | 6.5666 2.95076 0.0105431 0.00105078 84278.6 0
: 794 | 6.46889 3.15008 0.0104919 0.00102742 84526.9 1
: 795 | 6.37554 3.45597 0.0105079 0.00101109 84239.1 2
: 796 Minimum Test error found - save the configuration
: 796 | 6.35883 2.89542 0.0104927 0.00107619 84957.3 0
: 797 | 6.26163 3.05326 0.0104441 0.000990616 84625.2 1
: 798 | 6.12824 3.32853 0.0104462 0.00102429 84908.2 2
: 799 | 6.14703 3.01178 0.0104686 0.00100359 84521.9 3
: 800 Minimum Test error found - save the configuration
: 800 | 5.92993 2.85075 0.0104655 0.0010464 84934 0
: 801 | 5.99276 3.18736 0.0105061 0.00103772 84491.6 1
: 802 | 5.94172 3.3552 0.0104394 0.00100121 84762.2 2
: 803 | 5.81002 2.91315 0.0104891 0.00102417 84522.5 3
: 804 | 5.75891 3.16469 0.0104572 0.00100677 84651.8 4
: 805 | 5.88006 2.90844 0.0105382 0.00100017 83874.5 5
: 806 | 5.66869 3.3145 0.0105196 0.0010228 84238.8 6
: 807 Minimum Test error found - save the configuration
: 807 | 5.53088 2.77873 0.0106212 0.00105089 83591.6 0
: 808 | 5.52485 3.3558 0.0105004 0.00100966 84292.6 1
: 809 | 5.5257 2.92309 0.010443 0.00100274 84743 2
: 810 | 5.54496 3.57635 0.0104843 0.000999926 84348.9 3
: 811 | 5.41324 3.21832 0.0103922 0.000990266 85088.7 4
: 812 | 5.31772 3.27645 0.0104279 0.00104316 85244.3 5
: 813 | 5.39057 2.95084 0.0104261 0.000988386 84766.6 6
: 814 | 5.13166 3.10457 0.010461 0.00101765 84715.4 7
: 815 | 5.11253 3.68086 0.0104805 0.0010218 84578.4 8
: 816 | 5.1082 3.47307 0.0103982 0.000993495 85064.2 9
: 817 | 4.99865 3.61584 0.0104735 0.00100624 84501.8 10
: 818 | 5.0546 3.36093 0.0104425 0.00103644 85051.9 11
: 819 | 4.92144 3.33246 0.0105299 0.00102093 84130.8 12
: 820 | 4.69359 3.02717 0.0104954 0.00102787 84499.2 13
: 821 | 4.69811 3.36523 0.0104363 0.000990496 84693.7 14
: 822 | 4.86322 3.30301 0.010512 0.00101085 84200.3 15
: 823 | 4.80019 3.83777 0.0104886 0.0010244 84529.1 16
: 824 | 4.47779 3.88981 0.0104882 0.00101902 84484.4 17
: 825 | 4.51881 3.50549 0.0104751 0.00101193 84538 18
: 826 | 4.4394 3.38989 0.0104647 0.00100733 84589.9 19
: 827 | 4.40289 3.22843 0.0105421 0.00100189 83855.2 20
: 828 | 4.32937 3.01837 0.0104618 0.00102439 84769.4 21
:
: Elapsed time for training with 1000 events: 8.66 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: 0.011 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: 0.817 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.157 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= 3.23913e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.01929e+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: 0.0319 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: 0.0365 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: 0.00135 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: 0.095 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: 0.0206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00257 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: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00426 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: 0.00213 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000355 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: 0.0939 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0106 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: 0.878 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0974 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 : -0.759 0.122 5.91 1.62 | 3.216 3.224
: 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 : 0.00207 0.230 2.22 1.13 | 3.345 3.336
: 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.