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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:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.261 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00242 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: 0.000781 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00391 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: 0.000223 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000296 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 = 31521.1
: --------------------------------------------------------------
: 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 | 33076.8 31120.8 0.0103574 0.00114138 86805 0
: 2 Minimum Test error found - save the configuration
: 2 | 32569.2 30525.4 0.0101808 0.00102504 87376.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31822.3 29844.7 0.0101907 0.00101955 87230.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31072.5 29231.7 0.0101739 0.00101762 87371.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30355 28560 0.0101916 0.00102069 87232.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29565.1 27685.1 0.0103026 0.00103778 86348.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28801.4 26953.5 0.0101624 0.00102841 87584.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28293.1 26549.1 0.00991748 0.000981862 89529.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 27924.9 26220.5 0.010045 0.000988983 88339.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27594.2 25925 0.00987264 0.000978062 89942.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27298.7 25634.4 0.00989996 0.000987412 89761.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27004.1 25363.8 0.0100237 0.00100861 88739.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26724.5 25103.6 0.00994232 0.000993902 89401.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26455.2 24849.8 0.00987391 0.000979491 89944.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26194.2 24600.5 0.00986968 0.000984012 90032.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 25935.6 24359.9 0.009894 0.000978632 89732.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25689.3 24118.5 0.00985973 0.000975602 90048.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25440.5 23886.7 0.0100458 0.00101008 88537.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25199.9 23658.7 0.0106351 0.0010373 83352.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 24964.6 23432.6 0.00989898 0.000980782 89704.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24729.4 23213.5 0.00989248 0.000987572 89838.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24500 22997.6 0.00989904 0.000985712 89753.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24272.6 22786.7 0.00990196 0.000978582 89652.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24051.7 22575.2 0.00996836 0.000987492 89078.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 23834.3 22363.3 0.00994471 0.000986483 89303.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23613.8 22159.4 0.00993049 0.000984523 89425.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23399.4 21958.2 0.00993511 0.000985143 89385.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23189.5 21756.9 0.010253 0.00101923 86638.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 22981.4 21557 0.0102597 0.000996283 86361.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 22771.8 21364 0.0101982 0.00102049 87167.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22567.8 21172.9 0.0101902 0.00104464 87474.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22368.5 20980.1 0.0100988 0.00101684 88086.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22167.1 20792.3 0.010056 0.00102645 88598 0
: 34 Minimum Test error found - save the configuration
: 34 | 21970.9 20605.1 0.0100993 0.00102167 88128.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21776.4 20419 0.0100526 0.00100521 88423.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21580.5 20239.1 0.0101477 0.00100279 87480.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21393.9 20054.2 0.0100725 0.00101001 88276.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21199.9 19876.9 0.0101145 0.0010449 88206.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21012.7 19698.2 0.0101366 0.00100808 87637.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20826.9 19520 0.0100659 0.000996452 88207.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20641.7 19345.4 0.0101085 0.000998222 87812.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20458.5 19173.9 0.0100587 0.000993162 88246.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20277.6 19005.8 0.0100885 0.000999112 88014.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20099.2 18839.8 0.010113 0.00102636 88041 0
: 45 Minimum Test error found - save the configuration
: 45 | 19924.2 18670.1 0.0101555 0.00103401 87705.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19748.2 18503.3 0.0101525 0.00102701 87666.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19573.7 18342.4 0.010152 0.00104786 87872 0
: 48 Minimum Test error found - save the configuration
: 48 | 19400 18179.8 0.0102227 0.00102156 86945.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19231.9 18018.9 0.0102247 0.00104923 87188.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19063 17857.4 0.0103846 0.00104184 85627.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18892.2 17700.4 0.0102154 0.00103929 87182.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18731.4 17540.3 0.0101119 0.00100871 87881.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18562.8 17384.9 0.0100766 0.00100172 88155.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18398.8 17228.3 0.0100828 0.00100218 88099.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18235.6 17076.9 0.0100799 0.00100416 88146.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18073.7 16924.4 0.0100907 0.00100596 88060 0
: 57 Minimum Test error found - save the configuration
: 57 | 17916.3 16768.5 0.0101203 0.00100958 87809.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17756.3 16616.3 0.010171 0.00101045 87331 0
: 59 Minimum Test error found - save the configuration
: 59 | 17598.2 16468 0.0101973 0.00102957 87262.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17441.7 16319 0.0101274 0.00100903 87734.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17285.5 16174.6 0.0101289 0.00100796 87710.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17132 16027.4 0.010165 0.00101034 87387.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 16979.8 15882.4 0.0101472 0.00101052 87559.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16829.7 15738.2 0.0101257 0.00100651 87727 0
: 65 Minimum Test error found - save the configuration
: 65 | 16680.9 15592.4 0.010141 0.00101025 87615.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16527.1 15451.1 0.0101634 0.00101101 87408.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16380.2 15311.4 0.0101407 0.00101962 87709.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16230.3 15173.6 0.0101627 0.00101259 87430.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16085.3 15034.5 0.0102141 0.00102869 87095.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 15942.1 14895.3 0.0101815 0.00101094 87235.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 15797.6 14759.3 0.0102715 0.00102138 86485.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15653.5 14627.8 0.0103013 0.00104749 86450.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15515.6 14493.3 0.0101906 0.00101631 87199.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15375.7 14360.8 0.0102218 0.00102935 87027.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15236.7 14231.4 0.0105129 0.00101402 84220.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 15102.1 14099.9 0.0102297 0.00101735 86839.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 14963.3 13975.3 0.0102077 0.00102589 87128.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14832.6 13846.2 0.0102336 0.0010277 86900.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14697.3 13721.6 0.0102093 0.00103303 87181.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14565 13599 0.01019 0.00102861 87323.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14436.9 13473.5 0.0102334 0.0010131 86765.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14305.9 13351.6 0.0102657 0.00103398 86657.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14178.4 13230.3 0.0102789 0.00101496 86356.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 14049.7 13111.4 0.0104995 0.00103186 84498.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 13923.8 12994.3 0.0102509 0.00103298 86787.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13802.3 12872.6 0.0106106 0.00101608 83381.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13675.7 12756.3 0.0113667 0.00103572 77437.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13552.7 12641.8 0.0104307 0.00102279 85035.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13431.1 12528.2 0.0105848 0.00102229 83659.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13313 12412.2 0.0103442 0.00101989 85797.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13192.3 12298.5 0.0103613 0.00102193 85658.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13070.7 12190.8 0.0103259 0.00101744 85943.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 12956.1 12079.8 0.0103268 0.00101843 85944 0
: 94 Minimum Test error found - save the configuration
: 94 | 12840.1 11969.4 0.0102747 0.00101565 86401.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12722.9 11862.4 0.0103909 0.00101828 85354.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12610.8 11753 0.0102847 0.00104969 86627.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12495.7 11647.2 0.0104807 0.00110588 85335 0
: 98 Minimum Test error found - save the configuration
: 98 | 12384.6 11540.5 0.0105314 0.00112493 85047.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12271.5 11437.5 0.0104226 0.00109762 85791.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12160.8 11335.8 0.0108881 0.00102404 81102.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12053 11232.3 0.0103635 0.00101796 85602.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 11944.5 11129.7 0.0104875 0.0010277 84568.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11837.3 11027.6 0.0102863 0.00102293 86362.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11730.5 10926.7 0.0102644 0.00102009 86539.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11623.6 10828.5 0.010234 0.00101726 86798.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11520 10729.4 0.0102306 0.00101972 86854.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11414.9 10633.2 0.0103237 0.00101719 85961.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11313.1 10536.1 0.0102555 0.00103058 86721.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11211.6 10439.1 0.0102843 0.00103851 86525.9 0
: 110 Minimum Test error found - save the configuration
: 110 | 11109.4 10344.6 0.0109054 0.00102218 80945.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 11010.4 10249.4 0.0103371 0.00102608 85919.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 10909.9 10156.5 0.0102691 0.00102362 86528.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10810.5 10066.1 0.0102531 0.00101685 86615.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10714.6 9973.47 0.0102454 0.00103042 86814.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10616.4 9883.94 0.0102459 0.0010186 86699.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10521.4 9793.67 0.0105515 0.00127941 86280.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10426.3 9704.07 0.0106822 0.00102059 82802 0
: 118 Minimum Test error found - save the configuration
: 118 | 10331 9616.88 0.0104924 0.00101948 84450.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10239.5 9527.72 0.0112175 0.00164279 83553.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10146 9440.33 0.01049 0.0010602 84837.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10054.7 9353.3 0.0102673 0.00103304 86633.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9961.3 9270.52 0.0104669 0.0010254 84732.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9872.62 9185.88 0.0114633 0.00108374 77074.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9783.25 9101.84 0.010262 0.00102007 86561.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9694.99 9018.13 0.0103504 0.00101996 85740.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9606.27 8936.32 0.0102786 0.00102283 86433 0
: 127 Minimum Test error found - save the configuration
: 127 | 9518.93 8855.46 0.0102537 0.00102553 86691.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9433.3 8774.3 0.0102974 0.00102257 86255.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9347.85 8694.05 0.0102703 0.00104055 86676.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9263.64 8612.79 0.0103749 0.00102499 85562.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9178.75 8533.82 0.0103916 0.00109796 86080.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9094.39 8457.53 0.010201 0.00102512 87185.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9012.64 8379.88 0.0102077 0.00101659 87040.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 8930.44 8303.24 0.0103728 0.00105984 85901.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8849.44 8227.11 0.0104768 0.00102574 84646.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8768.27 8152.91 0.0102875 0.00102041 86326.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8689.58 8077.41 0.010306 0.00108057 86716.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8610.3 8002.89 0.0102424 0.00102008 86746 0
: 139 Minimum Test error found - save the configuration
: 139 | 8531.54 7929.97 0.0105226 0.00104301 84391.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8453.57 7857.58 0.0102818 0.00112287 87346.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8378.9 7782.64 0.0102247 0.00101786 86891.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8299.45 7712.93 0.0102147 0.00101461 86956.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8225.07 7641.77 0.0102128 0.00102054 87029.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8150.12 7571.16 0.0102728 0.0010372 86621.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8075.47 7501.48 0.0102146 0.00102667 87070.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8001.69 7432.87 0.0102231 0.00101781 86906.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7929.1 7364.15 0.0102591 0.00102542 86639.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7856.72 7295.88 0.0102606 0.00103154 86683.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7784.91 7228.36 0.010234 0.0010347 86962.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7712.93 7162.63 0.0102615 0.00101991 86564.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7642.38 7097.94 0.0102945 0.00102402 86295.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7572.53 7033.81 0.0101836 0.00101744 87277.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7505.72 6966.29 0.0101987 0.00102043 87162.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7434.94 6902.58 0.0101911 0.00101875 87218.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7367.68 6838.33 0.0102762 0.0010187 86416.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7299.98 6775.01 0.0103116 0.00109032 86755.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7233.26 6712.62 0.0102323 0.00101985 86838.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7166.28 6651.52 0.0102292 0.00101967 86866.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7101.58 6589.7 0.0102382 0.00103475 86924.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7036.72 6528.38 0.0102233 0.00102416 86964.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 6972.07 6467.92 0.0102463 0.00102265 86733.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6907.68 6408.47 0.0103889 0.00107661 85908.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6843.83 6350.47 0.0102563 0.00101811 86597.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6782.67 6290.54 0.0102784 0.00101753 86385.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6720.09 6231.03 0.0102065 0.00102019 87086.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6658.09 6173.16 0.0103528 0.00102381 85753.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6596.63 6116.66 0.0101987 0.00101646 87124.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6536.01 6060.43 0.0102317 0.00102577 86900.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6476.82 6003.4 0.0103986 0.00106105 85676 0
: 170 Minimum Test error found - save the configuration
: 170 | 6416.57 5947.84 0.0102741 0.00103927 86629 0
: 171 Minimum Test error found - save the configuration
: 171 | 6358.07 5891.99 0.0104307 0.00104407 85227.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6298.77 5838.26 0.0102438 0.00101682 86702.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6241.64 5783.79 0.0102405 0.00101982 86761.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6183.73 5730.26 0.0103721 0.00102349 85574.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6127.84 5675.66 0.0103237 0.00104521 86221.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6069.75 5624.53 0.0102931 0.00103229 86385.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6015.07 5571.8 0.0101959 0.00101478 87135.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 5959.45 5519.9 0.0102357 0.00102118 86819.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5904.27 5468.45 0.0102804 0.00102076 86396.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5850.19 5417.41 0.0102746 0.0010426 86655.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5796.11 5366.98 0.0103651 0.00103377 85733 0
: 182 Minimum Test error found - save the configuration
: 182 | 5743.05 5316.57 0.0103285 0.00102723 86009.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5689.46 5267.86 0.0102086 0.00101929 87057.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5636.94 5219.24 0.010316 0.00102757 86128.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5586.46 5168.83 0.0102527 0.00103415 86781.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5534.59 5120.11 0.0102583 0.00102252 86620 0
: 187 Minimum Test error found - save the configuration
: 187 | 5482.21 5073.89 0.010203 0.00101771 87096 0
: 188 Minimum Test error found - save the configuration
: 188 | 5431.86 5026.75 0.0103916 0.00102633 85421.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5382.92 4978.78 0.0102748 0.0010237 86475.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5332.36 4933.07 0.0104673 0.0010409 84868.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5283.22 4887.18 0.0104058 0.00102468 85277.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5234.63 4841.18 0.010216 0.00102172 87010.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5185.65 4797.2 0.010371 0.00102998 85643.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5138.89 4751.5 0.0103133 0.00102119 86094.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5091.03 4707.16 0.0103142 0.00103231 86189.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5043.94 4663.4 0.0102351 0.00102158 86828.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 4997.57 4619.76 0.0102191 0.00101991 86964.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 4951.24 4576.93 0.0102557 0.00101975 86618.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4905.49 4534.84 0.0104625 0.00103563 84864.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4860.86 4491.81 0.0105525 0.00106793 84347.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4816.08 4449.63 0.0103239 0.00102872 86066 0
: 202 Minimum Test error found - save the configuration
: 202 | 4771.51 4408.1 0.0103639 0.00102299 85645 0
: 203 Minimum Test error found - save the configuration
: 203 | 4727.5 4367.23 0.010376 0.00103586 85651.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4683.47 4326.75 0.0103074 0.00103614 86288.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4640.21 4287.3 0.0104182 0.00102901 85204.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4597.9 4247.35 0.0102862 0.00101923 86328.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4555.72 4207.41 0.0104061 0.0010306 85328.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4514.09 4167.87 0.0103163 0.00103481 86193.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4471.73 4129.34 0.0103829 0.00105692 85782.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4431.01 4090.82 0.010432 0.00109176 85650.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4390.6 4052.32 0.0103844 0.00103318 85550.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4350.57 4014.15 0.0103689 0.00108307 86152.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4309.8 3977.77 0.0103546 0.00106666 86133.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4270.5 3940.7 0.0106235 0.00109131 83926.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4231.03 3903.95 0.0104789 0.00102773 84645.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4192.44 3867.38 0.010435 0.00105555 85292.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4154.95 3831.01 0.0104226 0.00102843 85158.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4115.08 3795.87 0.0103882 0.00102083 85402.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4078.43 3760.68 0.0105528 0.00109206 84560.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4040.58 3725.95 0.0104444 0.00104393 85101.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4004.23 3690.58 0.0105423 0.00102641 84069.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3966.91 3656.96 0.0104985 0.0010275 84468.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3931.01 3622.4 0.0105119 0.00102688 84343.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3895.29 3588.75 0.0103422 0.00102283 85842.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3859.89 3554.38 0.0104132 0.00107965 85712.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3824.13 3521.4 0.0105056 0.00102559 84387.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3788.87 3489.89 0.0104199 0.00102611 85163 0
: 228 Minimum Test error found - save the configuration
: 228 | 3755.11 3456.45 0.0103293 0.00103779 86099.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3720.16 3424.94 0.0102581 0.0010492 86872.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3686.92 3392.7 0.0102897 0.00103766 86467.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3652.8 3361.71 0.0103278 0.00102604 86005.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3620 3330.4 0.0102978 0.00102459 86270.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 3587.85 3298.98 0.0102962 0.00102547 86293 0
: 234 Minimum Test error found - save the configuration
: 234 | 3554.21 3267.46 0.010349 0.00102419 85793.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3521.96 3237.27 0.0102587 0.00102016 86593.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3489.46 3208.48 0.0103542 0.00113502 86775.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3458.97 3178.92 0.0105002 0.00102705 84449.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3426.91 3149.12 0.010639 0.00103187 83271.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3395.37 3119.37 0.0102218 0.0010201 86940.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3365.39 3089.75 0.0103998 0.0010552 85611 0
: 241 Minimum Test error found - save the configuration
: 241 | 3334.18 3061.53 0.0103923 0.00103903 85531.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3304.14 3032.74 0.0102641 0.0010324 86658.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3274.35 3004.22 0.0102322 0.00102067 86847.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3243.49 2977.26 0.0103041 0.00102467 86211.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3214.66 2950.06 0.010221 0.00101663 86915.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3186 2922.17 0.0102403 0.00102095 86774.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3156.97 2894.54 0.0103493 0.00102539 85800.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3128 2867.56 0.0103087 0.00102764 86197.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3099.29 2841.53 0.0103331 0.00103576 86046.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3071.52 2815.26 0.0108953 0.00105021 81258.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3044.07 2788.68 0.0105312 0.00103348 84231 0
: 252 Minimum Test error found - save the configuration
: 252 | 3015.64 2763.37 0.0116296 0.00148443 78855.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 2988.7 2737.5 0.0107886 0.00102947 81974.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2961.91 2712.12 0.0102787 0.00102698 86470.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2935.02 2686.25 0.0102494 0.00102425 86719.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2907.75 2661.79 0.0102572 0.00102855 86686.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2881.89 2637.06 0.0103415 0.00102985 85914 0
: 258 Minimum Test error found - save the configuration
: 258 | 2855.77 2612.57 0.0102664 0.00102146 86534.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2829.8 2588.43 0.0102105 0.00101788 87026.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2803.82 2564.97 0.0104059 0.00104749 85484.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2779.41 2540.63 0.0102063 0.00102062 87091.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2753.72 2517.18 0.0103364 0.00105874 86228.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2728.2 2494.91 0.0102708 0.00101951 86474.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2704.46 2471.43 0.0103899 0.00102659 85439.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2679.87 2448.48 0.0103256 0.00103132 86074.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2655.52 2425.86 0.0104161 0.00102472 85184.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2631.2 2403.6 0.0103034 0.00102201 86194.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2607.15 2382.5 0.0102817 0.00102061 86382.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2583.98 2360.34 0.0102687 0.00101681 86469.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2561.2 2337.58 0.0103822 0.00104584 85686.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2537.22 2315.89 0.0105118 0.00103719 84435.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2514.55 2294.22 0.0105507 0.00116437 85230.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2491.31 2273.5 0.0104067 0.00106688 85654.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2468.19 2254.17 0.0102926 0.00102631 86334.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2447.43 2232.02 0.0102135 0.00101985 87016.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2424.25 2211.53 0.0103611 0.00104724 85893.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2402.15 2191.47 0.0103856 0.00104727 85668.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2380.56 2170.93 0.0102337 0.00102053 86832 0
: 279 Minimum Test error found - save the configuration
: 279 | 2359 2150.92 0.0103185 0.0010257 86088.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2336.95 2131.64 0.0104019 0.00106032 85639 0
: 281 Minimum Test error found - save the configuration
: 281 | 2315.43 2112.87 0.0104765 0.00103067 84693.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2295.33 2092.69 0.0102984 0.00102293 86249.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2273.5 2074.24 0.0103083 0.00102385 86165.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2253.29 2054.96 0.0102281 0.00102081 86887.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2232.39 2036.02 0.0102831 0.00103263 86481.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2212.12 2016.8 0.0102218 0.00102102 86948.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2191.7 1998.49 0.0106775 0.00104274 83032.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2171.49 1980.52 0.0105465 0.00103036 84067.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2151.27 1962.41 0.0103776 0.0010256 85543 0
: 290 Minimum Test error found - save the configuration
: 290 | 2131.89 1944.33 0.0104391 0.00105771 85275.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2112.55 1926.29 0.0105607 0.00111136 84661.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2092.72 1908.54 0.0104027 0.00106266 85652.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2073.58 1890.84 0.0103701 0.00102527 85609.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2053.79 1874.36 0.0103829 0.00102589 85497.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2035.48 1857.2 0.010377 0.00104725 85746.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2016.7 1839.47 0.0104165 0.00102552 85188.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 1997.48 1823.07 0.01039 0.0010244 85418.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1979.21 1806.49 0.0104373 0.00108934 85580.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1960.97 1789.69 0.0103846 0.00102695 85491.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1942.44 1773.49 0.0104844 0.00104474 84749 0
: 301 Minimum Test error found - save the configuration
: 301 | 1924.8 1757.37 0.0103993 0.00102521 85341.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1906.02 1741.86 0.0103005 0.00104069 86394.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1888.83 1725.5 0.010356 0.00102533 85738.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1871.58 1709.16 0.0102988 0.00102651 86278.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1853.09 1694.18 0.0103808 0.00106261 85853.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1836.36 1678.77 0.0102526 0.00102478 86694.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1819.2 1662.89 0.010256 0.00103091 86720.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1802.1 1647.52 0.0102545 0.00101766 86609.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1784.74 1633.38 0.0102895 0.00103754 86468 0
: 310 Minimum Test error found - save the configuration
: 310 | 1768.5 1617.51 0.0103445 0.00103895 85970.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1751.1 1603.19 0.0103962 0.00102941 85408 0
: 312 Minimum Test error found - save the configuration
: 312 | 1735.16 1588.17 0.0102539 0.00101771 86615.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1718.48 1573.75 0.0103068 0.00102246 86166.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1702.45 1559.13 0.0103121 0.00106094 86475.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1685.72 1545.37 0.0103402 0.00103786 85999.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1670.41 1531.22 0.0104366 0.0010739 85445.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1654.71 1516.52 0.0103423 0.00103243 85930.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1638.38 1503.34 0.0104265 0.00102467 85089.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1623.24 1489.47 0.0103797 0.00102411 85510.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1607.69 1475.26 0.0103364 0.00104526 86103.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1592.11 1461.82 0.010334 0.00103982 86075.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1577.04 1448.24 0.0103408 0.00108913 86470.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1561.69 1435.24 0.0104662 0.00104621 84926.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1547.26 1421.72 0.0102668 0.00102116 86527.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1532.36 1409.37 0.0103205 0.00102971 86107.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1517.52 1396.56 0.0104222 0.00102662 85146.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1503.38 1383.07 0.0103477 0.00102924 85851.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1488.53 1370.33 0.010255 0.00102463 86670.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1474.32 1358.24 0.0102898 0.00101961 86297.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1459.98 1345.47 0.0104377 0.00105428 85256.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1446.4 1332.52 0.0103787 0.00112516 86453.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1432.09 1320.33 0.0103883 0.00102507 85441.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1418.57 1308.14 0.0102603 0.00102663 86639.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1404.82 1296.39 0.0103438 0.00101967 85799 0
: 335 Minimum Test error found - save the configuration
: 335 | 1391.65 1283.92 0.0105425 0.00102867 84088.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1377.8 1272.45 0.0104308 0.00102891 85089.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1365.07 1260.49 0.0103006 0.00102367 86235.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1351.55 1249.16 0.0102772 0.00103066 86519.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1338.37 1237.76 0.0110485 0.00112574 80622.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1325.79 1225.98 0.0103962 0.00106193 85705.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1312.78 1213.96 0.0102606 0.00102504 86621.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1300.34 1202.44 0.0109211 0.00102943 80876.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1287.49 1191.63 0.0102752 0.00102838 86516.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1275.49 1180.36 0.0102623 0.00102867 86639.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1262.9 1169.33 0.0102514 0.00102369 86695.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1250.22 1158.86 0.0108963 0.00103764 81146.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1238.7 1147.63 0.0103012 0.00102601 86251.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1226.46 1136.89 0.0104305 0.00108303 85584.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1214.72 1125.87 0.0104385 0.00102273 84963.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1202.86 1115.7 0.0104005 0.00104673 85527.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1191.1 1105.31 0.0104114 0.00103965 85363 0
: 352 Minimum Test error found - save the configuration
: 352 | 1179.75 1094.88 0.0102368 0.00102581 86852.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1168.33 1084.39 0.0102517 0.00102093 86667.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1157.06 1073.66 0.0102458 0.00102379 86749 0
: 355 Minimum Test error found - save the configuration
: 355 | 1145.08 1064.31 0.0102555 0.00102172 86638.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1134.91 1053.64 0.0102191 0.00101965 86961.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1123.33 1043.85 0.0102658 0.00103124 86631.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1112.62 1034.28 0.0102908 0.00102458 86335.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1101.77 1024.15 0.0102442 0.00102121 86740.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1090.66 1014.59 0.010416 0.00104875 85403.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1080.75 1004.51 0.0102363 0.00102432 86843.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1069.3 995.339 0.0102918 0.00103086 86384.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1059.59 985.593 0.0102546 0.00102553 86682.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1048.71 976.264 0.0102647 0.00102248 86559.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1038.48 968.028 0.0102405 0.00102051 86768.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1029.2 957.662 0.0102227 0.00101776 86909.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1018.28 948.687 0.0102476 0.00101887 86685.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1008.72 939.525 0.0102513 0.00105413 86983.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 998.762 930.192 0.0102448 0.00101797 86703.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 988.51 921.638 0.0102568 0.00104081 86805.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 979.052 912.747 0.0102205 0.00103018 87048.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 969.485 903.794 0.0103004 0.00102161 86218.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 959.879 895.448 0.0102434 0.00102264 86760.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 950.809 886.335 0.0102447 0.00101892 86713.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 941.294 877.418 0.0102135 0.00101948 87013.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 931.534 869.524 0.0102067 0.00101588 87043.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 922.758 861.042 0.0102446 0.00102268 86750.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 913.355 852.742 0.0103222 0.00102403 86038.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 904.501 844.347 0.010218 0.00102078 86982.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 895.873 836.019 0.0103099 0.00103263 86232.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 886.505 828.027 0.0102691 0.00102241 86517.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 877.891 820.05 0.0102364 0.00102119 86813.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 869.432 811.954 0.010234 0.0010245 86866.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 860.6 804.618 0.0103139 0.00102109 86088.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 852.161 796.603 0.010229 0.00101949 86867.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 844.024 788.503 0.0102577 0.00102331 86633.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 835.514 779.967 0.0102123 0.00101956 87024.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 827.071 773.702 0.0102209 0.00101523 86903.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 818.537 765.356 0.0102119 0.00101696 87004.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 810.796 757.377 0.0102511 0.0010372 86825.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.957 750.129 0.0102375 0.00101839 86776.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 794.388 743.143 0.0102948 0.00101927 86248.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 786.282 735.687 0.0102492 0.00102979 86773.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 778.708 727.808 0.0102039 0.00102231 87131.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 770.835 720.249 0.0102355 0.00102116 86820.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.78 713.593 0.0102076 0.00101731 87048.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 755.355 706.655 0.0102241 0.00101597 86879.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 747.891 699.686 0.0102272 0.00101776 86867.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 740.267 692.223 0.0102158 0.00102319 87026.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 733.031 685.002 0.010251 0.00105163 86962.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 725.436 678.221 0.0102229 0.00101744 86904.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 718.445 670.94 0.0102088 0.00101695 87034.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.869 664.574 0.0102597 0.00105578 86919.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.563 658.034 0.0102127 0.00101779 87004.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 696.538 651.324 0.0102503 0.00101913 86663.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 689.639 644.441 0.0102694 0.00107197 86980.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 682.344 638.036 0.0104437 0.00103275 85007.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 675.785 631.59 0.0102904 0.00102272 86321.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 668.659 625.209 0.0102495 0.00101937 86672.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 662.155 619.099 0.0102452 0.00102131 86731.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 655.111 612.521 0.0103542 0.00104966 85980 0
: 412 Minimum Test error found - save the configuration
: 412 | 648.884 605.642 0.0103071 0.00102089 86149.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 641.741 600.102 0.0103511 0.00102826 85810.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 635.373 593.804 0.010367 0.00103125 85692 0
: 415 Minimum Test error found - save the configuration
: 415 | 629.018 587.28 0.010246 0.00103078 86812.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 622.616 581.112 0.0102503 0.00102343 86703.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.98 575.282 0.0102307 0.00102172 86871.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.861 569.179 0.0102456 0.00104027 86906 0
: 419 Minimum Test error found - save the configuration
: 419 | 603.698 563.628 0.0102199 0.00102068 86964.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 597.55 557.238 0.0107355 0.00104013 82513.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 591.139 551.384 0.0102915 0.00105454 86609.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.923 546.03 0.01022 0.00101993 86956.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 579.264 539.888 0.010312 0.00102487 86140.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 573.064 534.509 0.0102681 0.0010506 86791.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 567.483 529.118 0.0103085 0.00101945 86123 0
: 426 Minimum Test error found - save the configuration
: 426 | 561.42 523.81 0.0102845 0.00105939 86719.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 555.705 518.014 0.010236 0.00102548 86857.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.955 512.695 0.0113303 0.00116166 78673.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 544.312 507.1 0.0118345 0.00102788 74028.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 538.453 501.953 0.0103074 0.00105933 86504.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.808 496.415 0.0102481 0.00104864 86961.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 527.5 491.046 0.0116604 0.00174058 80646.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.957 485.653 0.0111053 0.00102813 79387.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.527 480.338 0.0115762 0.00104697 75978.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 511.343 474.973 0.0103317 0.00104407 86135.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.863 469.74 0.0102546 0.00102175 86647.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.532 465.211 0.0102425 0.00104618 86991.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 495.46 460.027 0.0102246 0.00102017 86914.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 490.168 455.459 0.0102475 0.00103542 86842.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.818 450.465 0.0102827 0.0010608 86750.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 480.279 445.262 0.0103377 0.00102639 85917 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.919 441.22 0.0105215 0.0010987 84900.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 470.149 436.801 0.0110528 0.00103502 79858.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 465.89 432.041 0.0102075 0.00101948 87070.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.435 426.239 0.0102485 0.00102092 86696.3 0
: 446 Minimum Test error found - save the configuration
: 446 | 455.439 422.617 0.0102527 0.00102376 86683.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.782 417.638 0.0102006 0.00101652 87107.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.987 412.516 0.0103211 0.00102977 86102 0
: 449 Minimum Test error found - save the configuration
: 449 | 441.408 408.31 0.0104252 0.00104038 85243.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.675 403.512 0.010283 0.00103968 86549 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.961 399.506 0.0102547 0.00102602 86686.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.63 394.919 0.0103316 0.00103531 86055.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.032 390.291 0.0102998 0.00102553 86260.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.473 387.595 0.0102328 0.00102489 86881.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 414.427 382.819 0.0103822 0.00102596 85504.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 410.017 377.741 0.0102596 0.00102355 86617.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.685 373.698 0.0102012 0.00101726 87108.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 401.088 369.579 0.0103008 0.00102477 86244.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.138 366.162 0.0102281 0.00102144 86893.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.757 361.256 0.0102489 0.00103559 86831.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.689 357.065 0.0104193 0.00102846 85189.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.556 353.698 0.0106052 0.00103435 83587 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.492 349.23 0.0103443 0.0010265 85856.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.344 345.148 0.0105784 0.00103 83783.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.278 341.646 0.0103207 0.00102441 86056.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.446 337.86 0.0102775 0.00102343 86448.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.428 333.946 0.0102846 0.00103247 86466.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.925 330.449 0.0103233 0.00106221 86382.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.757 326.644 0.0102897 0.00102692 86367 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.112 323.339 0.0102726 0.00108193 87044.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.355 319.312 0.0102364 0.0010182 86785.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.67 316.495 0.010291 0.00102089 86298.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.061 312.044 0.0104178 0.00109008 85766.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.857 308.51 0.0102855 0.00102242 86364.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.436 305.106 0.0102462 0.00102168 86725.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.095 301.639 0.0103287 0.00105514 86266.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.356 298.66 0.0102216 0.00101781 86920.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.252 295.396 0.0102189 0.00101877 86955.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.457 291.441 0.0103612 0.00115382 86887 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.961 289.296 0.0102715 0.0010208 86479.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.944 284.98 0.0111952 0.00123263 80300.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.134 282.082 0.0105922 0.00106732 83990.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.774 278.296 0.0102986 0.00105664 86561.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.557 275.217 0.0102503 0.00102057 86676.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.129 272.4 0.0102889 0.00103732 86471.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.307 269.328 0.0103272 0.00102722 86021.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.783 265.763 0.0102472 0.00101863 86687.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.461 262.854 0.0103361 0.00104048 86062.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.418 259.533 0.0103377 0.00102102 85867.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.216 256.765 0.0102964 0.00105883 86602.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.066 253.762 0.0102658 0.00104178 86730.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.365 250.677 0.0106528 0.00103335 83165.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.822 247.496 0.0102917 0.00105284 86591 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.184 244.676 0.0102548 0.00105233 86933.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.784 241.911 0.0102931 0.00102793 86345.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.004 239.186 0.0104008 0.00102467 85323.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.195 236.374 0.0102317 0.00101892 86836.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.017 234.059 0.0102507 0.00102126 86679.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.475 230.901 0.0102555 0.00102127 86633.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.518 228.125 0.0102521 0.00102382 86689.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.732 226.112 0.0102424 0.00103612 86897.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.258 223.231 0.010227 0.00102159 86905.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.264 220.524 0.0102325 0.00102445 86880.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.657 218.294 0.0102707 0.00102337 86511.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.943 215.61 0.0103333 0.00103499 86037.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.421 212.964 0.0102388 0.00102117 86790.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.634 210.73 0.0102309 0.00101984 86852.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.152 207.842 0.0102709 0.0010268 86542.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.48 205.711 0.0102198 0.00102334 86990.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.989 203.741 0.0102766 0.00102661 86487 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.561 200.762 0.0104027 0.00104693 85509.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 222.929 198.389 0.0103599 0.0010287 85733.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.465 195.995 0.0103215 0.00105053 86290.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.984 193.471 0.0102881 0.00103593 86466.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.628 191.731 0.0102086 0.00101692 87035.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.406 189.131 0.0102366 0.00102365 86834.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.932 186.805 0.0102291 0.0010209 86879.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.529 184.795 0.0102277 0.00102832 86962.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.124 182.538 0.0102812 0.00102614 86439.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.93 180.48 0.010267 0.00102423 86554.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.044 177.992 0.0102715 0.00103997 86659.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.659 175.773 0.0101941 0.00101785 87181.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.414 174.372 0.0103103 0.00102375 86146.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.373 172.836 0.0103389 0.00103848 86017.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.892 170.379 0.0102525 0.00102549 86702.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.783 167.575 0.0102933 0.00103832 86439.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.41 165.65 0.0102576 0.00102284 86629 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.438 163.898 0.0102689 0.00102314 86525.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.339 161.913 0.0103956 0.001035 85464.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.423 159.929 0.0102731 0.00102716 86524.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.22 158.786 0.010361 0.00106739 86080.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.025 156.022 0.0105109 0.00115573 85514.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.945 154.257 0.0102443 0.00101929 86720.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.951 152.629 0.0114647 0.00103834 76728.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.16 151.335 0.0102866 0.00102258 86355.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.549 150.116 0.010375 0.00106032 85885.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.356 147.26 0.0103119 0.00102441 86137.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.429 145.097 0.0104259 0.00102316 85081.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.108 143.614 0.010251 0.00102223 86685.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.533 141.971 0.0102484 0.0010192 86681.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.752 140.303 0.0102798 0.00104086 86590.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.643 138.514 0.0105341 0.0010341 84211 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.885 136.723 0.010277 0.00102137 86433.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.312 135.399 0.0102461 0.00101701 86682.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.41 133.54 0.0102378 0.00101756 86765.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.387 132.074 0.0103483 0.00102122 85772.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.803 130.306 0.0102661 0.0010192 86515.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.691 129.261 0.0102433 0.00102308 86766 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.261 127.226 0.0102326 0.00101933 86831.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.63 125.544 0.0102273 0.00101698 86859.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.85 124.741 0.0102544 0.00103601 86782.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.031 122.768 0.0103085 0.00103658 86281.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.329 121.471 0.0103858 0.00105146 85705.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.667 120.011 0.0103036 0.00106191 86564.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.233 119.399 0.0102685 0.00105237 86804.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.663 117.675 0.0103429 0.00105589 86141.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.991 115.627 0.01027 0.00105263 86792.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.257 115.459 0.0102768 0.00104305 86639.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.819 113.589 0.0102562 0.00104989 86896.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.339 112.098 0.0102702 0.00105279 86792.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.786 110.638 0.0102946 0.00107 86724.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.322 108.829 0.0103991 0.0010264 85353.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.863 107.748 0.010268 0.00102273 86530.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.284 106.161 0.0102466 0.00102226 86727 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.891 105.214 0.0103287 0.00105521 86267.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.469 103.441 0.0102846 0.00101827 86334.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.945 102.505 0.0102635 0.00101913 86539.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.45 101.159 0.0102817 0.00103137 86483.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.15 99.6834 0.0102601 0.00101937 86572.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.895 99.0064 0.0102598 0.00102191 86599.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.53 97.1864 0.0103209 0.0010585 86370.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.213 96.0493 0.0102458 0.00102048 86717.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.088 95.4015 0.0103566 0.00102756 85753.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.67 93.9427 0.0102624 0.00102746 86627.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.573 92.6864 0.0103517 0.00102399 85765.9 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.096 91.8845 0.0102792 0.00102115 86411.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.65 90.4536 0.0102702 0.00102032 86487.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.52 88.8332 0.0102931 0.00102578 86325.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.357 87.9459 0.0102606 0.0010444 86804.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.905 86.6026 0.0102598 0.00102546 86633.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.8241 86.2104 0.0102887 0.00104452 86541.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.3871 84.7778 0.0103379 0.00102981 85946.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.4804 83.6028 0.0102646 0.0010238 86572.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.111 82.9575 0.0102949 0.00102922 86340 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.0582 81.8679 0.0104134 0.00103453 85298.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.9665 80.5867 0.0102338 0.00102104 86836.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.6767 79.5952 0.0102411 0.00102084 86765.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.6747 78.5938 0.0102258 0.00103108 87006 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.6046 77.1408 0.0103266 0.00103401 86090.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.4054 76.0782 0.0102254 0.00101748 86881.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.391 75.7519 0.0104203 0.00105652 85436 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.3679 74.6783 0.0102208 0.00101978 86947.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.3606 73.5186 0.0102969 0.00101982 86233.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.2565 72.7506 0.0102877 0.00103368 86448.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.3407 71.9684 0.0102411 0.00102233 86779.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.314 71.3865 0.0102024 0.00101553 87081.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.3778 70.1462 0.0102252 0.00102264 86932 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.5177 68.9266 0.0102519 0.00102275 86681.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.5493 68.3497 0.0102334 0.00101799 86811.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.6664 67.2131 0.0102112 0.00102076 87047.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.8859 66.3436 0.0102976 0.00105249 86532.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.6358 65.1549 0.0102635 0.00101999 86547.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.5824 64.1347 0.0102149 0.00101899 86995.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.6229 63.438 0.0102416 0.00102034 86755.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.7669 62.3656 0.0102553 0.00101952 86620 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.2659 61.8408 0.0102066 0.00102075 87090.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.2492 61.2442 0.0103054 0.0010218 86173.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.2926 60.0652 0.010228 0.00101837 86865.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.3081 59.3416 0.010238 0.00101728 86761.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.478 58.52 0.0102764 0.00101788 86407.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.6853 57.6856 0.0102054 0.00101814 87077.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.9271 56.9989 0.0102348 0.00103439 86952.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.9874 56.2236 0.0103105 0.00102157 86124.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.1173 55.4108 0.0102189 0.00102135 86979.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.6064 54.7378 0.0102504 0.00102478 86715 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.7296 54.124 0.0102612 0.00101875 86556.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.8211 53.3879 0.0102263 0.00102036 86900.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.2487 52.3899 0.0102013 0.00101793 87113.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.3314 51.3523 0.0102306 0.00101773 86835.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.5422 51.2411 0.0102948 0.00102137 86268.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.6943 50.675 0.0102296 0.00101599 86828.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.8456 49.5125 0.0102593 0.00103676 86743.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.1693 48.937 0.0101997 0.00101592 87110.4 0
: 624 | 59.6884 49.1334 0.0101855 0.000984411 86946.4 1
: 625 Minimum Test error found - save the configuration
: 625 | 59.1453 47.3419 0.0103093 0.00102437 86160.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.9869 47.1474 0.0102834 0.00102165 86377.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.4435 46.2918 0.0102086 0.0010187 87051.7 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.8142 45.7664 0.0102374 0.00102124 86804.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.9924 45.0801 0.0102232 0.00101646 86892.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.3346 44.5373 0.0102237 0.00102275 86947.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.7319 43.5262 0.0102923 0.00102458 86321.4 0
: 632 | 53.9905 43.8872 0.0102539 0.000985193 86312.4 1
: 633 Minimum Test error found - save the configuration
: 633 | 53.3655 42.5235 0.0103163 0.00110417 86842.1 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.8423 42.5233 0.0102747 0.00102162 86457.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.087 41.7503 0.0102182 0.00101895 86963.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.5287 40.919 0.0102164 0.00101662 86959 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.3913 40.6082 0.0102309 0.00101599 86815.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.3956 39.5323 0.0102131 0.00102095 87031.1 0
: 639 | 49.878 39.6757 0.0103598 0.00100621 85528.4 1
: 640 Minimum Test error found - save the configuration
: 640 | 49.2887 39.0255 0.0102336 0.00102087 86836.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.4472 37.6596 0.0102434 0.0010223 86758 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.1436 37.3955 0.0103182 0.00108181 86614.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.363 37.0288 0.0112344 0.00104572 78518.7 0
: 644 | 46.7201 37.0401 0.0103041 0.00102415 86207.6 1
: 645 Minimum Test error found - save the configuration
: 645 | 46.2256 36.2392 0.0102952 0.00104925 86524 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.4809 35.4071 0.0103039 0.00105959 86539.4 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.0833 34.9731 0.0102681 0.00102129 86516.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.3293 34.5194 0.0102378 0.00102074 86795.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.1651 34.0616 0.0102844 0.00102763 86423.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.3329 33.3591 0.0102887 0.00102888 86394.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.8828 32.8602 0.0103065 0.00102309 86175.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.3794 32.3527 0.0103367 0.00105007 86145.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.7458 32.0474 0.0103336 0.00106553 86318.3 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.1945 31.2891 0.0103854 0.00103101 85521.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.9354 30.794 0.0102641 0.00102594 86597.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.2749 30.3707 0.0102447 0.00102062 86729.9 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.8171 29.8983 0.0103168 0.00102419 86089.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.4021 29.6034 0.0114763 0.00104716 76708 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.8243 28.8718 0.0105184 0.00106594 84634.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.2362 28.7733 0.0105261 0.00103532 84292.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.8785 28.191 0.0103746 0.00104934 85788.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.4584 27.6969 0.0129969 0.00106539 67049.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.9971 27.3233 0.0102838 0.00103193 86469.1 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.7194 26.8853 0.0102365 0.00102488 86846.9 0
: 665 | 36.1207 26.9572 0.0101827 0.000986881 86995.9 1
: 666 Minimum Test error found - save the configuration
: 666 | 35.8132 26.465 0.0102929 0.00102834 86350.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.261 25.5204 0.0102376 0.0010209 86798.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.7622 25.34 0.0102834 0.0010214 86374.3 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.2648 24.7651 0.0103321 0.00102668 85971.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.8551 24.3224 0.0102698 0.00102075 86495.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.3626 23.9061 0.0102366 0.00102769 86872 0
: 672 | 33.052 24.0051 0.0102147 0.000986521 86691.4 1
: 673 | 32.7044 24.2001 0.0102998 0.00106678 86645.9 2
: 674 Minimum Test error found - save the configuration
: 674 | 32.4085 23.0832 0.010243 0.00103245 86856.8 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.8681 22.6808 0.0102193 0.00101911 86954.5 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.436 22.3224 0.0112853 0.00174344 83841.4 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.0814 21.7613 0.0161876 0.00174413 55388.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.7167 21.5102 0.0158597 0.00143476 55459.5 0
: 679 | 30.2421 22.1847 0.0107409 0.000996412 82097.5 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.0029 20.9068 0.0111155 0.0010364 79372.5 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.7076 20.7755 0.0134268 0.00103638 64566.1 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.4136 20.6575 0.0105461 0.00103215 84087.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.9824 20.0172 0.0102324 0.00101892 86829.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.4976 19.677 0.0102336 0.00102165 86843.5 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.0001 19.3629 0.0108092 0.00103866 81879 0
: 686 | 27.6773 19.4695 0.0136314 0.0010654 63663.7 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.3839 18.9627 0.0105815 0.00116391 84947.1 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.0776 18.4116 0.015299 0.00174831 59037.5 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.6404 18.1397 0.0118048 0.0010523 74401.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.3258 17.9893 0.0102352 0.00103347 86940.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.0152 17.6947 0.0102911 0.00102748 86359.4 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.5856 17.6498 0.0102321 0.00102417 86881.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.3628 17.3745 0.010234 0.00102179 86841.2 0
: 694 | 25.4823 17.8045 0.0102097 0.000986591 86738.3 1
: 695 Minimum Test error found - save the configuration
: 695 | 24.8202 16.5617 0.0102427 0.00102665 86805.1 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.4103 16.34 0.0108623 0.00104459 81485.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.0138 16.2383 0.0103311 0.00105371 86231.3 0
: 698 | 23.7511 16.2568 0.0102103 0.000989002 86756 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.4998 15.6316 0.010303 0.00105832 86536.6 0
: 700 | 22.9994 15.9834 0.0102499 0.000988662 86381.1 1
: 701 Minimum Test error found - save the configuration
: 701 | 22.8447 15.5649 0.0102438 0.00103781 86900.2 0
: 702 | 22.7129 15.812 0.0101905 0.000987333 86926.6 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.1679 14.9738 0.0102314 0.00102182 86865.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.9202 14.9332 0.0103141 0.00102247 86099.1 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.6835 14.682 0.0102217 0.00101939 86934.8 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.2857 14.1417 0.0102212 0.00101718 86918.6 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.8579 13.7344 0.0102413 0.00102289 86783.2 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.5479 13.5854 0.0102351 0.00102562 86867.3 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.2626 13.4784 0.01029 0.00105188 86597.4 0
: 710 | 20.1289 13.6857 0.0102547 0.000985111 86304 1
: 711 Minimum Test error found - save the configuration
: 711 | 19.8944 13.1943 0.0103203 0.00102698 86083.6 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.6762 12.8288 0.0102294 0.00101976 86865.5 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.4116 12.8258 0.0102148 0.00101925 86998.8 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.131 12.7346 0.0102767 0.00102299 86451.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.0404 12.1591 0.0102527 0.00102055 86654.1 0
: 716 | 18.5423 12.4068 0.0101894 0.000986602 86929.9 1
: 717 | 18.2452 12.2358 0.0102421 0.000991982 86485 2
: 718 | 18.3349 13.4057 0.0102 0.000989501 86857.4 3
: 719 Minimum Test error found - save the configuration
: 719 | 18.3388 12.0175 0.0102303 0.00101931 86853.3 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.619 11.4984 0.0102662 0.00104649 86770.9 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.2769 11.4259 0.0102138 0.00101897 87005.7 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.0675 10.9607 0.0102225 0.00101907 86923.9 0
: 723 | 16.8034 11.0342 0.0101853 0.000987233 86975 1
: 724 Minimum Test error found - save the configuration
: 724 | 16.5859 10.697 0.010243 0.00101811 86721.8 0
: 725 | 16.4346 10.8149 0.0102913 0.000990012 86010 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.205 10.4886 0.0102489 0.00102765 86756.6 0
: 727 | 15.9363 10.6179 0.0102203 0.000986903 86641.7 1
: 728 | 15.8896 10.5195 0.0102167 0.000986822 86675 2
: 729 Minimum Test error found - save the configuration
: 729 | 15.7339 10.1157 0.0102644 0.00102651 86600 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.379 9.72171 0.0104311 0.00105894 85359 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.2543 9.32819 0.0103689 0.00110559 86362.4 0
: 732 | 15.1147 9.85137 0.0102291 0.000987122 86561.5 1
: 733 | 14.8919 9.36429 0.0103006 0.00102634 86260.7 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.4674 9.21472 0.0103171 0.00103046 86145.5 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.3317 8.88231 0.0103045 0.00102913 86250.4 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.0852 8.85688 0.0102464 0.00102652 86769.4 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.0622 8.54989 0.0103046 0.00102872 86244.8 0
: 738 | 13.773 8.96841 0.0102263 0.000985992 86577.1 1
: 739 Minimum Test error found - save the configuration
: 739 | 13.684 7.9821 0.0102613 0.00102857 86648.7 0
: 740 | 13.3888 8.3547 0.0103419 0.000991852 85561 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.1218 7.74949 0.0102923 0.00104471 86509.5 0
: 742 | 13.0017 7.80896 0.0102052 0.000986332 86778.5 1
: 743 Minimum Test error found - save the configuration
: 743 | 12.9141 7.56101 0.0103471 0.00103029 85866.8 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.5848 7.55489 0.0104308 0.00103408 85136.1 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.5596 7.48457 0.0103997 0.00102712 85355.5 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.3213 7.18578 0.0105127 0.00108313 84839.1 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.3478 7.00253 0.0104189 0.00102454 85157.8 0
: 748 | 12.2076 7.86349 0.0103575 0.000988221 85385.1 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.1805 6.99904 0.0104315 0.00103132 85104.9 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.0513 6.90533 0.0104758 0.00108772 85214.8 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.7022 6.46443 0.0102768 0.00102099 86432 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.4909 5.96793 0.0103758 0.00102548 85558.3 0
: 753 | 11.3262 6.41734 0.0102337 0.000991912 86563.4 1
: 754 | 11.047 6.00751 0.0102299 0.000986171 86545 2
: 755 | 10.8707 6.0232 0.0102626 0.00101093 86470.9 3
: 756 Minimum Test error found - save the configuration
: 756 | 10.6605 5.79981 0.0102797 0.00102249 86419.4 0
: 757 | 10.7733 6.34512 0.0102535 0.000987623 86338.7 1
: 758 | 10.6964 6.04071 0.0101999 0.000987843 86842.5 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.4919 5.17816 0.0102476 0.0010334 86822.7 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.2754 5.07402 0.0102863 0.00103803 86502.6 0
: 761 | 10.1312 5.41929 0.0101926 0.000986392 86898.1 1
: 762 | 9.96904 5.38884 0.0101825 0.000987622 87005 2
: 763 Minimum Test error found - save the configuration
: 763 | 9.99177 4.96358 0.0102342 0.00101856 86809 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.74842 4.45387 0.010225 0.00101764 86887.3 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.51409 4.41621 0.0102531 0.00102209 86664.5 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.34631 4.14633 0.0102249 0.0010211 86920.3 0
: 767 | 9.32815 4.57582 0.0101835 0.000983752 86959 1
: 768 | 9.16774 4.27903 0.0101891 0.000990542 86969.8 2
: 769 | 9.06676 4.14859 0.0101855 0.000986531 86966.7 3
: 770 Minimum Test error found - save the configuration
: 770 | 8.86304 3.66518 0.0102492 0.00103823 86852.9 0
: 771 | 8.72874 3.999 0.0102054 0.000983762 86752.3 1
: 772 | 8.6965 3.7892 0.0102696 0.000987161 86184.7 2
: 773 | 8.64693 3.90323 0.0101816 0.000985992 86998.1 3
: 774 | 8.51142 4.06934 0.0102111 0.000991812 86774.9 4
: 775 Minimum Test error found - save the configuration
: 775 | 8.3258 3.5933 0.0102713 0.00102739 86543.1 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.22538 3.39315 0.010253 0.00102436 86687 0
: 777 | 8.02064 3.49214 0.0101875 0.000987813 86959.7 1
: 778 Minimum Test error found - save the configuration
: 778 | 7.95889 3.02286 0.0102159 0.0010211 87005.8 0
: 779 | 7.92279 3.4786 0.0102227 0.000987322 86623 1
: 780 | 7.98213 3.16972 0.0102198 0.000998343 86753.8 2
: 781 | 7.93129 3.66466 0.0102092 0.000992212 86796.3 3
: 782 Minimum Test error found - save the configuration
: 782 | 8.02151 2.99591 0.0102513 0.00102499 86708.7 0
: 783 | 7.77083 3.14676 0.010231 0.000989482 86565.5 1
: 784 | 7.78843 3.52952 0.0101918 0.000983551 86878.4 2
: 785 | 7.58724 3.01702 0.0102302 0.000987592 86555.7 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.48092 2.99104 0.0102101 0.00101939 87044.5 0
: 787 | 7.37485 3.22828 0.0101684 0.000984702 87110.7 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.19907 2.53525 0.0102477 0.00104794 86958.7 0
: 789 | 7.40721 3.2346 0.0102152 0.000984052 86662.9 1
: 790 | 7.04112 3.27606 0.0101872 0.000986482 86949.9 2
: 791 Minimum Test error found - save the configuration
: 791 | 7.00924 2.43961 0.0102225 0.00103456 87070.8 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.74011 2.24299 0.0102948 0.00102242 86277.9 0
: 793 Minimum Test error found - save the configuration
: 793 | 6.66029 2.17571 0.010228 0.00101924 86873.8 0
: 794 | 6.5813 2.19077 0.0101816 0.000989101 87027.4 1
: 795 | 6.64874 2.29383 0.0101828 0.000984952 86977.1 2
: 796 | 6.50596 2.25308 0.0102052 0.000984732 86763.6 3
: 797 | 6.3351 2.18525 0.0101877 0.000986953 86949.9 4
: 798 | 6.33534 2.5589 0.0101922 0.000986432 86902 5
: 799 | 6.2605 2.32594 0.010179 0.000984002 87004.2 6
: 800 | 6.17786 2.47386 0.010183 0.000985033 86975.4 7
: 801 | 6.21394 2.30549 0.0102178 0.000985512 86652.6 8
: 802 | 6.29663 2.24101 0.010213 0.000986122 86703.6 9
: 803 Minimum Test error found - save the configuration
: 803 | 6.00929 1.94845 0.0102458 0.00104104 86911.9 0
: 804 | 5.69663 2.15716 0.0101813 0.000984843 86989.8 1
: 805 | 5.78379 2.15871 0.0102294 0.000986772 86555.1 2
: 806 | 5.8531 2.41435 0.0102512 0.000990332 86385.1 3
: 807 | 5.73917 2.06404 0.0102331 0.0010396 87017.9 4
: 808 | 5.63564 2.26374 0.0104966 0.000992091 84170.2 5
: 809 | 5.59783 2.06619 0.0104088 0.000986611 84906 6
: 810 Minimum Test error found - save the configuration
: 810 | 5.3891 1.85455 0.0102222 0.00102345 86968.2 0
: 811 | 5.33057 1.88068 0.0102869 0.000985742 86011.3 1
: 812 | 5.25415 2.14285 0.0102526 0.00105138 86944.9 2
: 813 Minimum Test error found - save the configuration
: 813 | 5.2166 1.85229 0.0102474 0.00102227 86719.4 0
: 814 | 5.19893 1.89432 0.0101824 0.000987812 87007.9 1
: 815 Minimum Test error found - save the configuration
: 815 | 5.11289 1.83143 0.0102361 0.00102271 86830.2 0
: 816 Minimum Test error found - save the configuration
: 816 | 5.01775 1.78546 0.0102073 0.00101776 87055.1 0
: 817 Minimum Test error found - save the configuration
: 817 | 4.93342 1.76387 0.0102056 0.00101895 87083.3 0
: 818 | 4.94173 2.39281 0.0101957 0.000990361 86906.3 1
: 819 | 4.92426 2.45901 0.0101918 0.000987761 86918.1 2
: 820 | 5.1811 2.50902 0.0101985 0.000988492 86862.1 3
: 821 | 5.11709 1.90776 0.0102208 0.000987622 86644 4
: 822 | 4.88579 1.81492 0.0102126 0.000988442 86729 5
: 823 Minimum Test error found - save the configuration
: 823 | 4.82416 1.70031 0.0102445 0.00103386 86856.6 0
: 824 Minimum Test error found - save the configuration
: 824 | 4.5964 1.61542 0.0102543 0.00102866 86715.1 0
: 825 | 4.48152 1.76655 0.010277 0.000988712 86129.9 1
: 826 Minimum Test error found - save the configuration
: 826 | 4.42695 1.55119 0.0102397 0.0010227 86796.3 0
: 827 | 4.36968 2.02991 0.0101812 0.000985801 87000.4 1
: 828 | 4.58191 2.18538 0.0101882 0.000986533 86941.1 2
: 829 | 4.60307 1.97142 0.0101892 0.000985433 86920.6 3
: 830 | 4.6371 2.24979 0.0102164 0.000987773 86686.7 4
: 831 | 4.37273 2.01944 0.0102182 0.000985841 86652.1 5
: 832 | 4.2176 1.70217 0.0101697 0.000987972 87129.8 6
: 833 | 4.35369 1.58288 0.0102522 0.000985033 86326.4 7
: 834 | 4.42938 2.12544 0.0101855 0.000986921 86969.9 8
: 835 | 4.20411 1.72441 0.0102118 0.000984492 86698.9 9
: 836 | 4.12877 1.63242 0.0102402 0.00100181 86594.7 10
: 837 | 4.27859 1.94585 0.0101827 0.000985762 86985.6 11
: 838 | 4.27394 2.52455 0.0101894 0.000987291 86936.7 12
: 839 | 3.99223 1.84468 0.0101934 0.000987662 86902.1 13
: 840 | 4.02638 1.80349 0.010193 0.000985303 86884.2 14
: 841 | 3.76088 1.94501 0.0101978 0.000985972 86844.9 15
: 842 | 3.767 1.87548 0.0101757 0.000985802 87051.7 16
: 843 | 3.80243 1.74903 0.0101931 0.000986072 86889.9 17
: 844 | 3.62504 1.61131 0.010165 0.000985422 87150.1 18
: 845 Minimum Test error found - save the configuration
: 845 | 3.51844 1.52559 0.0102196 0.0010209 86968.6 0
: 846 | 3.51645 1.56304 0.0101811 0.000984111 86985.5 1
: 847 | 3.59736 2.01178 0.0101917 0.000987822 86920 2
: 848 | 3.50481 1.65134 0.0101824 0.000986533 86996.1 3
: 849 | 3.45939 1.66343 0.0101729 0.000983893 87060.8 4
: 850 | 3.43694 1.7303 0.0102958 0.000988792 85956.9 5
: 851 | 3.59523 1.75918 0.0101865 0.000985152 86943.9 6
: 852 | 3.31285 2.06926 0.0103813 0.00101577 85420 7
: 853 | 3.36688 1.72392 0.0103359 0.000986352 85566 8
: 854 | 3.30307 1.57615 0.0102163 0.000997902 86783.4 9
: 855 | 3.15165 1.70419 0.0104128 0.00101 85080.9 10
: 856 | 3.19168 1.62811 0.0102709 0.000988432 86184 11
: 857 | 3.29146 2.10044 0.0101856 0.000986692 86966.5 12
: 858 | 3.20654 1.71271 0.0103441 0.000988852 85513.4 13
: 859 | 3.05068 1.98989 0.0103759 0.00115856 86793.1 14
: 860 | 3.14155 2.00727 0.0102934 0.000986063 85953.6 15
: 861 | 3.18507 2.12111 0.0103302 0.000987122 85624.8 16
: 862 | 2.98921 1.67535 0.0102006 0.000983672 86797.1 17
: 863 | 3.04476 1.94149 0.0103348 0.000986152 85574 18
: 864 | 3.06114 2.13271 0.0102266 0.000986912 86583.2 19
: 865 | 2.86216 1.85921 0.0102189 0.000988822 86672.8 20
: 866 | 2.94581 1.74952 0.0101855 0.000987162 86972.1 21
:
: Elapsed time for training with 1000 events: 8.96 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0111 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.818 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.152 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= 3.28092e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05688e+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: 0.0341 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: 0.0359 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: 0.0013 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: 0.0939 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: 0.885 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: 0.0199 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00255 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: 0.0365 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00421 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00175 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000274 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: 0.0943 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: 0.9 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0993 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 : -0.736 -0.00721 5.19 1.45 | 3.233 3.240
: 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 : -0.103 0.0181 1.73 1.04 | 3.359 3.348
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.