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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 ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
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:4131
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: 0.0035 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: 0.000885 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00428 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: 0.00036 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000338 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 = 31516.3
: --------------------------------------------------------------
: 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 | 33063.5 31182.1 0.010248 0.00109448 87398.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32584.4 30641.8 0.0101376 0.00107967 88319.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31904.7 29958.7 0.0102866 0.00105318 86641.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31146.1 29299.5 0.0102254 0.00102977 86998.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30406.5 28571.8 0.0104681 0.00113321 85700.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29618.6 27701.8 0.0108191 0.00107953 82138.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28932.4 27123.3 0.0105872 0.00129298 86075 0
: 8 Minimum Test error found - save the configuration
: 8 | 28496.7 26757.9 0.0160017 0.0017364 56080.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28150.5 26437 0.0127866 0.00100002 67873.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27827.2 26145.6 0.0100621 0.00101292 88405.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27527.5 25868.2 0.0100302 0.000994886 88541.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27242.7 25599 0.0100844 0.00101138 88173.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26969 25334.6 0.0102345 0.00101055 86731 0
: 14 Minimum Test error found - save the configuration
: 14 | 26699.4 25080.3 0.0099964 0.000994446 88869.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26436.4 24834.9 0.00999825 0.00101617 89066.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 26182 24593.4 0.0100924 0.00100767 88059.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25932 24356.6 0.010293 0.00102306 86300.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25687 24123.8 0.00999169 0.00100114 88982.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25445.6 23895.8 0.0102457 0.00110852 87553.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 25207.3 23673.3 0.0106724 0.00126418 85032.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24977 23449.8 0.0102302 0.000998725 86660.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24745.5 23232.4 0.0107039 0.00121326 84293.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24518.8 23018.2 0.0105006 0.00107968 84917.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24295.1 22807.2 0.0101331 0.00100077 87600.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 24074.2 22599.3 0.010189 0.00110608 88076.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23856.9 22393.5 0.0102199 0.00102344 86990.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23644.3 22186.9 0.0101613 0.00101175 87436 0
: 28 Minimum Test error found - save the configuration
: 28 | 23428.8 21987.4 0.0100197 0.00100286 88722.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23221 21787.1 0.0100535 0.00100167 88379.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 23014.5 21588.4 0.0101466 0.00100496 87511.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22804.4 21399.3 0.00999878 0.00100067 88907.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22606.8 21204.6 0.0107071 0.00115772 83775.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22404.5 21015 0.0109251 0.00110954 81503.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 22204.6 20830 0.0106556 0.00100722 82915.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 22010.9 20643.5 0.0128618 0.00177982 72189 0
: 36 Minimum Test error found - save the configuration
: 36 | 21816.8 20459.4 0.0162064 0.00174644 55325.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21624.1 20278.7 0.0161004 0.00172696 55658.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21433.7 20100.8 0.0160442 0.00174221 55936.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21248.5 19921 0.015728 0.00173273 57162.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 21061.1 19745.6 0.0160038 0.00169374 55904.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 20878 19571 0.0124593 0.00111491 70519.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20696.5 19397.9 0.0113379 0.00119276 78855.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20513.6 19230.6 0.0112713 0.00123606 79719.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20337 19062.8 0.0114809 0.00134626 78937.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20160.1 18897.3 0.0111153 0.00111506 79998.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19986.8 18731.6 0.0110743 0.00123129 81275.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19814.1 18567.6 0.0110806 0.00129307 81736.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19638.7 18411.3 0.0102096 0.00103385 87186 0
: 49 Minimum Test error found - save the configuration
: 49 | 19472.8 18250.6 0.0100455 0.000995516 88398.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19304 18091 0.00999621 0.00101623 89087 0
: 51 Minimum Test error found - save the configuration
: 51 | 19134.8 17929.1 0.0102233 0.0010326 87044.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18960.6 17765.2 0.0102243 0.00103176 87027.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18808.5 17612 0.0110391 0.00129746 82121.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18636.3 17462.5 0.0109787 0.00114367 81341.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18472.2 17306 0.0111134 0.00114727 80271.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18308.6 17149.5 0.0114486 0.00126695 78572.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 18152 16999.2 0.0112196 0.00106987 78820 0
: 58 Minimum Test error found - save the configuration
: 58 | 17989.9 16850.5 0.0113175 0.00114893 78673.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17833.8 16696.5 0.0118242 0.00123498 75548.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17673.9 16551.3 0.0119554 0.00117054 74177.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17522 16402.6 0.0135063 0.00132824 65691.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17366 16249.6 0.0107397 0.00111596 83127.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 17211.2 16104.5 0.0105619 0.00105476 84147.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 17054.6 15959.7 0.010448 0.00105138 85137 0
: 65 Minimum Test error found - save the configuration
: 65 | 16909.8 15817 0.0106601 0.0011322 83963.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16757.3 15669.9 0.0106658 0.00106018 83284.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16605.2 15529.7 0.010332 0.00105068 86194.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16459.2 15390.3 0.0116329 0.00109675 75928.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16312.6 15248.2 0.0114252 0.00124398 78575.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16164.9 15109.4 0.0112843 0.00112801 78768.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16020.9 14971.6 0.0106952 0.00109283 83312.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15874.7 14837.1 0.0110245 0.00105081 80211.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15732.5 14702.6 0.0101572 0.00103381 87686.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15593.6 14567.8 0.0102263 0.00103094 87000.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15453.6 14431.9 0.010684 0.00111732 83623.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15310.9 14302.3 0.0131809 0.00128846 67269.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15175.6 14170 0.0114406 0.00121824 78259.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 15036.1 14043.9 0.0132026 0.0013965 67761.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14902.9 13916.1 0.0130139 0.00125268 68020.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14768.6 13790.5 0.0112905 0.00110403 78535.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14637 13664.6 0.0105002 0.00106704 84807.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14504.7 13541.5 0.0104569 0.00103661 84922.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14376.1 13417.4 0.0115944 0.00128921 77630.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14246.1 13296.7 0.01151 0.00130285 78376.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 14119.6 13174.4 0.0124332 0.00110872 70643.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13992.2 13055.2 0.013092 0.00122006 67385.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13866.1 12937.7 0.0122303 0.00114032 72137 0
: 88 Minimum Test error found - save the configuration
: 88 | 13743.5 12818.9 0.0117087 0.00141738 77735.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13618.4 12704.3 0.0122291 0.00118995 72469.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13497.6 12588.5 0.0121182 0.00116526 73039.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13375.2 12476.7 0.0124122 0.00138644 72557 0
: 92 Minimum Test error found - save the configuration
: 92 | 13256.1 12363.9 0.0124565 0.00120223 71084.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13138.6 12250 0.0122547 0.00124527 72664.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13020.1 12138.8 0.0152629 0.00142176 57798.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12901.7 12030.6 0.0113586 0.00126407 79250.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12789 11918.8 0.0102446 0.00103691 86884.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12672.1 11811.3 0.0107923 0.00113461 82835.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 12559.5 11703.3 0.0106423 0.00103186 83242.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12445.2 11598.4 0.0106662 0.00112196 83820.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12333.8 11494 0.0135189 0.00110711 64455.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 12223.5 11389.8 0.0111015 0.00128079 81460.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12112.1 11289.1 0.0123753 0.00104108 70582.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 12005.9 11185.2 0.0120853 0.00171022 77107.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11897.8 11082.7 0.0116755 0.00127292 76904.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11790.9 10981.1 0.0112996 0.0010401 77976.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11682.6 10883.7 0.0122618 0.00106121 71424.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11579.6 10784 0.0114638 0.0011579 77625.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11474.5 10686.5 0.0108416 0.0010611 81795 0
: 109 Minimum Test error found - save the configuration
: 109 | 11372.3 10588.4 0.0119279 0.00111708 73999.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11268.1 10494 0.0107469 0.00109146 82854.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 11168.2 10397.9 0.0105884 0.00104126 83794.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11066 10305.1 0.010805 0.00104066 81931.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10967.6 10211.1 0.0107112 0.00106961 82973.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10869.9 10116.3 0.0103494 0.00103936 85928.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10769.1 10026.4 0.0110355 0.00113601 80812.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10673.6 9934.9 0.0108205 0.00104213 81813.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10578.5 9842.39 0.0107716 0.00111202 82819.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10481 9753.84 0.0104829 0.00105659 84868.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10385.2 9667.83 0.0109625 0.00106273 80809.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10294 9578.77 0.0107488 0.00112053 83088.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10200.3 9491.19 0.0123931 0.00108554 70749.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10107.4 9405.66 0.011615 0.00109026 76011.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 10017 9319.33 0.0117324 0.00110635 75286.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9926.02 9234.5 0.010741 0.0010483 82536.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9837.33 9148.81 0.010296 0.00102504 86291.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9746.7 9066.36 0.0103448 0.00105082 86077.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9657.99 8985.41 0.0102947 0.00103078 86356.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9573.34 8901.01 0.0103486 0.00106616 86184 0
: 129 Minimum Test error found - save the configuration
: 129 | 9484.76 8820.13 0.0104474 0.00104949 85125.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9398.58 8740.26 0.0105869 0.00110429 84364.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9314.38 8659.82 0.0105585 0.00105882 84213.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9230.39 8579.48 0.0105217 0.00111824 85074.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9144.68 8502.91 0.0102978 0.00103431 86360.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 9062.43 8426.01 0.0103319 0.00105486 86234.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8981.53 8347.58 0.010429 0.00105062 85302.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8899.63 8270.53 0.0104074 0.00105203 85512.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8817.64 8195.87 0.0105529 0.00107456 84403 0
: 138 Minimum Test error found - save the configuration
: 138 | 8737.34 8122.24 0.0107688 0.00107881 82559.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8660.32 8045.89 0.0115522 0.00111477 76647.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8580.72 7971.51 0.0107855 0.00131358 84460.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8501.16 7899.99 0.0106853 0.00104989 83027.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8424.85 7827.86 0.010607 0.00107964 83969 0
: 143 Minimum Test error found - save the configuration
: 143 | 8348.6 7755.66 0.0105342 0.00108147 84631.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8272.38 7684.49 0.0105158 0.00105122 84526.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8196.64 7614.64 0.0102993 0.00103393 86343.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8123.34 7543.21 0.0103972 0.00104075 85502.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 8048.12 7474.48 0.0103093 0.00103333 86243.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7975.24 7405.5 0.0104489 0.00107591 85351.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7902.56 7337.1 0.0117891 0.00174023 79610.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7829.49 7271.06 0.0112982 0.00104726 78041.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7759.62 7203.27 0.0103785 0.00103739 85642.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7687.34 7138.05 0.0103095 0.00105275 86423.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7619.13 7070.71 0.0103063 0.00103017 86242.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7548.56 7005.28 0.0104701 0.00104205 84853.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7477.68 6943.85 0.0103199 0.00102952 86110.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7412.68 6877.69 0.010415 0.00104125 85344.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7344.07 6813.32 0.0103869 0.00104112 85599.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7275.68 6751.69 0.010348 0.0010356 85906.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7210.69 6688.32 0.0104285 0.00106302 85420.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7143.82 6627.13 0.0103446 0.00103463 85929.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7078.99 6565.67 0.0105175 0.00103717 84385.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 7014.27 6504.58 0.0105166 0.00111111 85056.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6949.87 6444.51 0.0107182 0.00109027 83091.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6885.33 6386.3 0.0104846 0.00104557 84754.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6824.28 6325.83 0.0109908 0.00108994 80801.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 6761.19 6266.91 0.0104114 0.00104036 85369.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6698.98 6208.68 0.0103403 0.00103758 85996.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6637.02 6152.06 0.0105192 0.00107738 84729.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6576.62 6095.22 0.0106903 0.00106151 83084.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6517.35 6037.37 0.0107436 0.00106984 82697.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6456.04 5982.24 0.010484 0.00106304 84916.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6397.13 5927.33 0.0104375 0.00103279 85063.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6338.93 5871.99 0.0104415 0.00103319 85031.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6280.26 5817.75 0.0105409 0.00109586 84700.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 6223.45 5762.91 0.0124645 0.00108805 70320.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6164.84 5711.03 0.0104545 0.00105253 85088.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6109.56 5656.9 0.0104938 0.00105812 84784.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 6052.4 5604.99 0.0107238 0.00113872 83463 0
: 179 Minimum Test error found - save the configuration
: 179 | 5997.92 5552.12 0.0105064 0.00108409 84904.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5942.04 5500.68 0.0105521 0.0010426 84126.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5887.49 5449.28 0.0104558 0.00106588 85198.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5832.85 5399.05 0.0106297 0.00104394 83456.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5780.53 5347.54 0.0104471 0.00104087 85050.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5725.87 5298.42 0.0106597 0.00117729 84366.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5672.75 5250.35 0.0104493 0.00105576 85165 0
: 186 Minimum Test error found - save the configuration
: 186 | 5621.91 5200.75 0.0106453 0.00107663 83606.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5569.73 5151.94 0.0106939 0.00106624 83093.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5518.23 5104.49 0.0105144 0.0010908 84893.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5467.63 5056.3 0.0104824 0.00106565 84955.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5416.82 5009.71 0.0107457 0.00106837 82667.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5367.48 4962.74 0.0109773 0.00105591 80634.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5317.88 4916.23 0.0105572 0.00105627 84202.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5268.76 4870.63 0.0106155 0.00105714 83695.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5219.47 4826.01 0.0108754 0.00111162 81935.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5172.21 4780.82 0.0107244 0.00106649 82833.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5124.04 4736.81 0.0104024 0.00104098 85457 0
: 197 Minimum Test error found - save the configuration
: 197 | 5078.49 4690.62 0.0105695 0.00105116 84048.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5029.86 4647.65 0.0103259 0.00102944 86054.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4983.24 4605.63 0.0102919 0.00103017 86377.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4938.4 4562.19 0.0104322 0.00105432 85307.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4893.14 4519.03 0.0103693 0.00103897 85741.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4847.44 4477.5 0.0102913 0.00103122 86392.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4802.79 4435.74 0.0104093 0.00111691 86091.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4758.82 4394.35 0.0104626 0.00108531 85312.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4715.13 4353.3 0.0107215 0.00105071 82723.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4671.01 4313.28 0.0106494 0.00107146 83525.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4627.83 4274.21 0.0103659 0.0010316 85705 0
: 208 Minimum Test error found - save the configuration
: 208 | 4586.4 4234.09 0.0104136 0.00103865 85334 0
: 209 Minimum Test error found - save the configuration
: 209 | 4543.64 4194.75 0.0102887 0.00104978 86590.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4502.69 4154.92 0.0103142 0.00103347 86199.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4460.58 4116.29 0.0103224 0.00103711 86157.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 4419.82 4077.82 0.0104156 0.00110885 85959 0
: 213 Minimum Test error found - save the configuration
: 213 | 4379.26 4039.67 0.0103064 0.00102984 86238.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4338.82 4001.92 0.0102945 0.00103047 86355 0
: 215 Minimum Test error found - save the configuration
: 215 | 4298.29 3966.27 0.0103242 0.00103766 86145.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4260.41 3928.22 0.0104766 0.00117309 85988.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4220.44 3891.97 0.0103229 0.00103496 86132.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4181.87 3856.2 0.0105068 0.00104604 84560 0
: 219 Minimum Test error found - save the configuration
: 219 | 4143.43 3820.89 0.0103094 0.00102984 86211 0
: 220 Minimum Test error found - save the configuration
: 220 | 4106.09 3784.7 0.0103417 0.00103452 85955.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4068.67 3748.77 0.0103193 0.00104186 86230.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 4030.36 3714.6 0.0103268 0.00102939 86045.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3994.15 3679.7 0.0102914 0.00103479 86424.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3957.94 3645.01 0.0106478 0.00105587 83403.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3921.03 3611.81 0.0106109 0.00105931 83755.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3885.48 3578.17 0.0106336 0.001078 83720.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3850.02 3545 0.0105933 0.00104841 83814.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3815.49 3511.51 0.0105549 0.00106876 84333.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3779.86 3479.29 0.0108178 0.00118484 83048.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3746.02 3446.6 0.0105214 0.00105529 84511.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3711.83 3414.46 0.010598 0.00106678 83934.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3677.27 3383.81 0.0107439 0.0010927 82891.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3644.93 3351.42 0.0108401 0.00111069 82224.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3611.29 3320.42 0.0112929 0.00106383 78208.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3578.49 3289.32 0.0105764 0.00106238 84086.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3545.93 3258.83 0.0104153 0.00104919 85414.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3513.3 3229.18 0.0105968 0.00108018 84063.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3482.03 3199.05 0.0107427 0.00108305 82818.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3450.51 3168.84 0.0105535 0.00107274 84381.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3418.37 3140.21 0.0104441 0.00104654 85128.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3388.12 3110.53 0.0104485 0.00104695 85092.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3356.64 3082.42 0.0103693 0.00103448 85700.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3326.78 3053.71 0.0104834 0.00109008 85166.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3296.41 3024.83 0.0103978 0.00106401 85709.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3266.37 2997.02 0.0104527 0.00105914 85165.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3236.68 2969.42 0.0109234 0.00107785 81254.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3207.55 2941.7 0.0107458 0.00108031 82768.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3178.41 2913.96 0.010582 0.00106572 84066.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3149.22 2887.35 0.0116514 0.00111858 75952.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3120.82 2860.49 0.0107183 0.00109429 83125.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3092.56 2833.89 0.010875 0.00117705 82492 0
: 252 Minimum Test error found - save the configuration
: 252 | 3064.2 2808.28 0.0111376 0.00131055 81408.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3037.26 2781.7 0.0104385 0.00104326 85149.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 3009.63 2755.34 0.0103075 0.00103715 86296.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2982.09 2729.57 0.014076 0.00183971 65379.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2954.56 2704.81 0.0168271 0.00189243 53566.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2927.86 2680.32 0.0165736 0.00150611 53094.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2901.76 2655.57 0.0103675 0.00104247 85790.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2875.8 2630.53 0.0104059 0.00103795 85397.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2849.12 2606.53 0.010559 0.00109449 84526.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2823.76 2582.45 0.0108905 0.00110626 81764.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2798.26 2560.4 0.0109012 0.0011556 82088.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2773.11 2535.29 0.0105655 0.00107734 84315.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2748.21 2511.06 0.0118238 0.00110284 74619.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2722.76 2488.09 0.0104582 0.00106622 85178.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2697.63 2465.75 0.0108523 0.00109681 82005.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2673.94 2442.89 0.0109981 0.00114926 81227.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2649.6 2420.01 0.0114178 0.00106584 77280.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2625.46 2397.77 0.0104889 0.00117767 85917.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2601.91 2375.44 0.0106871 0.00106538 83144.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2578 2353.9 0.0109292 0.00106528 81103.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2554.74 2332.5 0.0104619 0.00106057 85093.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2531.7 2311.12 0.0103547 0.00104176 85902.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2508.76 2290.87 0.0105734 0.00104604 83968.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2486.74 2269.55 0.0103395 0.00103465 85976.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2464.13 2247.48 0.0102971 0.00103283 86352.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2440.74 2226.91 0.0103222 0.00103203 86112.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2418.7 2207.04 0.0102776 0.00102809 86490.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2396.97 2186.64 0.0103188 0.00103341 86156.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2375.07 2167.02 0.0125136 0.00110533 70124.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2353.73 2146.65 0.0106815 0.00103943 82970.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2332.04 2127.24 0.0116924 0.0014036 77754.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2311.25 2107.21 0.01175 0.00110507 75153.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2289.58 2087.75 0.0103996 0.00104441 85513.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2268.29 2069.09 0.011049 0.00134328 82425.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2247.86 2050.21 0.0104912 0.00106569 84875.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2227.49 2030.78 0.0126734 0.00112897 69297.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2206.7 2012.3 0.0116513 0.00124111 76848.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2186.26 1994.02 0.0115504 0.00118672 77192.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2166.5 1975.62 0.0116563 0.00117356 76315.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2146.48 1957.49 0.0126319 0.00139557 71197.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2126.73 1939.49 0.0106161 0.0010462 83595.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2107.03 1921.98 0.0110226 0.00105631 80270.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2087.87 1904.03 0.0103245 0.00103492 86118.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2068.37 1886.73 0.0103774 0.00107664 86014.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2049.01 1869.68 0.0103737 0.0011012 86276.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2030.39 1852.34 0.010511 0.00112928 85272.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 2011.23 1835.84 0.0106734 0.00107892 83381.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1992.61 1819.4 0.0104721 0.00105672 84967.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1974.72 1802.08 0.0104374 0.00106201 85329.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1955.79 1785.79 0.0104895 0.00104748 84727.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1938.22 1769.08 0.010599 0.00119926 85108.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1919.85 1752.93 0.0104196 0.00104887 85372.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1902.31 1736.3 0.010331 0.00103311 86040.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1883.62 1720.83 0.0103379 0.00103322 85978.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1866.3 1705.08 0.0105951 0.0010521 83831.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1848.88 1689.62 0.0109618 0.00113673 81424.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1831.69 1674.04 0.0105658 0.00108026 84339.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1814.42 1658.99 0.0108182 0.00110207 82336.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 1797.37 1643.48 0.0113012 0.00115278 78830 0
: 311 Minimum Test error found - save the configuration
: 311 | 1780.4 1628.5 0.0111948 0.00118759 79942.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1763.54 1614.08 0.011957 0.00108399 73576.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1747.23 1599.03 0.0119005 0.00110253 74088.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1730.73 1584.04 0.0105933 0.00109333 84210.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1714.28 1569.56 0.0107908 0.00112559 82771.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1697.97 1555.24 0.0108752 0.00120356 82715.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1682 1540.79 0.0105815 0.00107059 84113.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1666.02 1526.53 0.010616 0.00108109 83901.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1649.84 1513.01 0.0105438 0.00105853 84341.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1634.61 1499.17 0.0104166 0.00104345 85350.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1619.09 1485.37 0.0104663 0.00105585 85011.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 1603.23 1472.3 0.0104294 0.00106539 85433.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1588.57 1458.29 0.010397 0.00105794 85661.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1572.99 1444.98 0.0105223 0.00107888 84715.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1558.18 1431.53 0.0112372 0.00136034 80997.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1543.13 1418.59 0.011722 0.00132622 76954.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1528.49 1405.33 0.0110315 0.00120698 81428.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1513.86 1392.12 0.0106909 0.0010601 83066.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1499.29 1379.91 0.0107359 0.0011037 83055.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1484.72 1367.36 0.011146 0.00105688 79293.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1471.14 1354.06 0.0106725 0.00107909 83390.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1456.85 1341.96 0.0104164 0.00105123 85422.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1442.28 1329.81 0.0105944 0.00105901 83897.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1428.97 1317.72 0.0104665 0.00105614 85012.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1415.32 1304.86 0.0104245 0.00105149 85351 0
: 336 Minimum Test error found - save the configuration
: 336 | 1401.38 1292.79 0.0104096 0.00103874 85370.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1388.32 1280.86 0.0103643 0.00104589 85851.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1374.65 1268.74 0.0105392 0.00105936 84389.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1361.51 1256.95 0.0103133 0.00104178 86285.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1347.92 1245.8 0.0103992 0.00104189 85494.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1335.23 1233.84 0.0103948 0.00105165 85624.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1322.18 1222.31 0.0103567 0.00104705 85932.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1309.43 1211.24 0.0103562 0.00103675 85842.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1296.94 1199.79 0.0103836 0.00104868 85699.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1284.19 1188.89 0.0103361 0.0010334 85996.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1272.25 1177.28 0.0104708 0.00104062 84833.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1259.77 1166.49 0.010389 0.00103774 85549.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1247.79 1155.2 0.0103454 0.00105774 86135.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1235.13 1144.69 0.0103932 0.00104246 85554.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1223.62 1133.75 0.0103937 0.00104868 85606.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1211.91 1122.85 0.0104777 0.00108717 85191.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1199.77 1112.76 0.0103362 0.00104218 86076.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1188.32 1102.81 0.0103942 0.00109121 85994.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1177.01 1092.46 0.0104606 0.00103888 84910.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1165.72 1081.58 0.0105245 0.00104532 84395.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1153.99 1071.82 0.0106372 0.00104623 83411.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1142.69 1061.53 0.0104207 0.00104627 85338.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1131.82 1051.32 0.0104352 0.00106307 85359.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1120.77 1040.98 0.0107853 0.00137557 85018.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1109.52 1031.63 0.0111412 0.00108178 79527.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1098.92 1022.03 0.0105735 0.00107706 84241.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1088.49 1012.78 0.0108012 0.00109452 82417.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1077.86 1002.51 0.0108199 0.00106262 81989.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1066.99 992.99 0.010493 0.00109341 85109.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1056.74 983.42 0.0106928 0.00112445 83609 0
: 366 Minimum Test error found - save the configuration
: 366 | 1046.15 974.207 0.0107292 0.00109986 83079.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1035.87 965.189 0.0106111 0.00106837 83833.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1026.4 955.132 0.0107323 0.00114831 83472.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1015.59 946.357 0.0109302 0.00107218 81152.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1005.83 937.766 0.0103997 0.00105119 85574.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 996.512 928.606 0.0104813 0.00106842 84990 0
: 372 Minimum Test error found - save the configuration
: 372 | 986.408 919.502 0.0106411 0.00107898 83663.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 976.833 910.264 0.0106252 0.0010599 83635.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 966.927 901.904 0.0111879 0.00162917 83693.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 957.796 893.25 0.010867 0.00123102 83022.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 948.098 884.353 0.0122039 0.00110224 72061.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 938.56 876.635 0.0106804 0.00108738 83394 0
: 378 Minimum Test error found - save the configuration
: 378 | 929.755 867.659 0.0105211 0.00106505 84601.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 920.919 858.997 0.0114736 0.00171936 82015.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 911.046 850.807 0.0159421 0.00174538 56350.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 902.622 842.188 0.0161285 0.00175169 55645 0
: 382 Minimum Test error found - save the configuration
: 382 | 893.196 834.148 0.0135545 0.00113984 64439.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 884.536 826.043 0.0111984 0.00145841 82135.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 875.685 818.144 0.0115086 0.00110039 76862.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 867.24 809.7 0.0107666 0.00107759 82567.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 858.484 801.817 0.0142927 0.00173309 63696 0
: 387 Minimum Test error found - save the configuration
: 387 | 849.713 794.163 0.012558 0.00110204 69832.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 841.701 786.384 0.0113051 0.00108247 78257.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 833.236 778.523 0.0106597 0.00106915 83415.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 824.901 770.856 0.0104845 0.00106576 84937 0
: 391 Minimum Test error found - save the configuration
: 391 | 816.476 763.435 0.0104596 0.00108103 85300.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 808.719 755.755 0.0103206 0.00103621 86166.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 800.418 747.8 0.0103673 0.00103204 85696.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 792.473 740.264 0.0104386 0.00106731 85367.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 784.24 733.743 0.010489 0.00103604 84629.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 776.92 726.24 0.0106653 0.00109862 83623.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 768.611 718.812 0.0105979 0.00105813 83859.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 761.219 711.54 0.0108319 0.00105472 81823.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 753.196 704.698 0.0103213 0.0010395 86190.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 746.065 697.689 0.0103643 0.00103581 85759.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 738.492 690.251 0.0103207 0.00103173 86123.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 730.833 683.806 0.0104475 0.00117443 86271 0
: 403 Minimum Test error found - save the configuration
: 403 | 723.679 676.485 0.012096 0.0010539 72449.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 716.33 669.369 0.0104551 0.00106883 85231.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 709.1 662.555 0.0105845 0.00105246 83927.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 701.69 656.326 0.0104313 0.00106223 85387.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 694.931 649.417 0.0109358 0.00110575 81382.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 687.789 642.709 0.0106847 0.00115018 83905.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 680.904 636.463 0.0125045 0.00168502 73940.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 673.832 630.429 0.0106531 0.00105822 83377.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 667.315 623.338 0.0104326 0.001086 85592.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 660.359 616.673 0.0115533 0.00117716 77099.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 653.658 610.294 0.0107771 0.00105124 82255.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 647.015 604.481 0.0106514 0.00108649 83639.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 640.242 598.061 0.0105892 0.00106357 83984.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 633.879 591.976 0.0105958 0.00108874 84148.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 627.291 585.424 0.0109896 0.00107323 80674.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 620.846 579.342 0.0105928 0.00108183 84113.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 614.485 573.437 0.0105701 0.0010754 84257.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 608.338 567.391 0.0107104 0.00108439 83107.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 601.844 561.571 0.010539 0.00106565 84447.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 595.783 555.379 0.0107617 0.00112794 83041.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 589.396 549.914 0.010607 0.00107776 83951.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 583.713 544.184 0.0104495 0.00107941 85377.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 577.546 538.197 0.0105807 0.00105986 84026.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 571.544 532.696 0.0107605 0.00109094 82733.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 565.435 526.956 0.0109062 0.00114932 81993.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 559.875 521.607 0.0105476 0.00108262 84521.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 553.997 516.039 0.0105182 0.00106619 84638 0
: 430 Minimum Test error found - save the configuration
: 430 | 548.16 510.81 0.0104815 0.00104064 84738.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 542.895 505.253 0.0104673 0.00103965 84856.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 536.998 500.047 0.0103773 0.00104824 85753.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 531.531 494.468 0.0105008 0.00105796 84720.5 0
: 434 Minimum Test error found - save the configuration
: 434 | 526.09 489.065 0.0103757 0.00103922 85685.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 520.331 484.067 0.0103588 0.00103986 85846.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 515.012 478.668 0.0103441 0.00103351 85923.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 509.64 473.46 0.0104943 0.00106835 84872.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 504.128 468.612 0.0103471 0.00102639 85830.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 499.032 463.441 0.0103688 0.00104179 85772.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 493.669 459.008 0.0107362 0.0010781 82832 0
: 441 Minimum Test error found - save the configuration
: 441 | 488.811 453.618 0.0104178 0.00105862 85477.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 483.824 448.546 0.010677 0.00107001 83272.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 478.323 444.185 0.0105359 0.00106765 84493 0
: 444 Minimum Test error found - save the configuration
: 444 | 473.752 439.217 0.0103593 0.00103735 85818.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 468.584 434.335 0.0110335 0.00118749 81250.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 463.91 429.566 0.0104943 0.00107397 84923 0
: 447 Minimum Test error found - save the configuration
: 447 | 458.775 424.992 0.0103641 0.00103999 85798.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 453.898 420.775 0.0107301 0.00108991 82986.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 449.538 415.705 0.0105436 0.00116503 85300.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 444.762 410.865 0.0104235 0.00104983 85345.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 439.999 406.688 0.0108679 0.0011616 82420.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 435.257 402.239 0.0104812 0.00106172 84930.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 430.843 397.983 0.010363 0.00103648 85776.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 426.363 393.411 0.0103021 0.00102806 86261.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 421.588 389.612 0.0103573 0.00103875 85850 0
: 456 Minimum Test error found - save the configuration
: 456 | 417.617 384.889 0.0103316 0.00103185 86024.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 412.946 380.848 0.0103234 0.0010417 86191 0
: 458 Minimum Test error found - save the configuration
: 458 | 408.526 376.675 0.0104444 0.00104818 85140.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 404.163 372.811 0.0104418 0.00104858 85168.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 399.942 368.58 0.010429 0.0010523 85317.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 395.846 364.178 0.0105322 0.00106159 84471.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 391.678 359.899 0.0106747 0.00107142 83304.7 0
: 463 Minimum Test error found - save the configuration
: 463 | 387.62 356.868 0.0110913 0.00112453 80266.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 383.365 352.335 0.0111973 0.00107611 79041.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 379.314 348.292 0.011929 0.00109729 73857.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 375.175 344.236 0.0105895 0.00106153 83963.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.272 340.343 0.0104864 0.00105733 84844.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 367.368 336.284 0.0108708 0.00126361 83270.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 363.367 332.942 0.0115071 0.0012118 77705.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 359.45 329.642 0.0105766 0.0010391 83879 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.778 325.499 0.011151 0.00108736 79493.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 351.918 321.51 0.0106754 0.00108182 83389.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 348 318.58 0.0104629 0.00104799 84971.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 344.484 315.876 0.0105688 0.00108739 84375.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.287 311.445 0.0104618 0.00105375 85033.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.346 307.656 0.0104075 0.00103813 85384.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.405 303.924 0.010526 0.00105237 84444.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 329.934 300.331 0.0105732 0.00104596 83969.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.344 297.434 0.0107616 0.00114598 83197.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 322.933 293.47 0.0103597 0.00104616 85896.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.497 290.338 0.0104066 0.00104555 85460.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.066 287.928 0.0105203 0.00109881 84912 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.741 284.211 0.0105074 0.00105101 84598.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.3 280.223 0.0103395 0.00103908 86017.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 305.716 277.429 0.0103703 0.00104091 85750.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.499 274.067 0.0105421 0.00105585 84332.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.428 270.911 0.0104312 0.00106894 85449.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 295.851 267.92 0.0103244 0.00103343 86105.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 292.78 264.456 0.0103623 0.0010408 85822.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.356 261.842 0.0103434 0.00104279 86016 0
: 491 Minimum Test error found - save the configuration
: 491 | 286.526 258.689 0.0104942 0.0011695 85793.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.417 255.866 0.0106693 0.00104875 83155.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.355 253.504 0.0114039 0.00175786 82935.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.26 250.06 0.0107565 0.00109464 82799.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.171 247.178 0.0109831 0.00108188 80797.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.344 243.738 0.0105281 0.00105235 84426.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.325 241.383 0.010593 0.00114974 84716.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.645 238.279 0.0103432 0.00103135 85911.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.711 235.506 0.0104914 0.00106212 84841.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.478 232.976 0.0103885 0.00104548 85625.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.874 230.275 0.0103132 0.00103396 86213.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.023 227.479 0.0103316 0.00103695 86071 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.227 224.7 0.0103918 0.00103686 85516.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.395 222.568 0.010389 0.00103918 85563.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.691 219.675 0.0103681 0.00104587 85816.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.22 217.492 0.0103455 0.0010427 85995.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.562 214.8 0.0103789 0.00104317 85692.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.802 212.262 0.0103124 0.00102866 86172.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.087 210.331 0.010313 0.00103553 86230.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.726 207.732 0.0103305 0.00104083 86117.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.018 205.131 0.0105828 0.00125228 85739.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.561 202.714 0.0103654 0.00104057 85792.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.12 201.076 0.0104728 0.00108075 85178.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.56 197.718 0.0104365 0.00106052 85324.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.959 195.634 0.0104013 0.00104891 85539.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.904 193.437 0.0103393 0.00104642 86087.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.551 192.782 0.0103478 0.00103822 85932.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.21 189.996 0.0104059 0.00104889 85497 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.727 186.682 0.0104638 0.00107914 85245 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.328 184.777 0.0104453 0.00105966 85236.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.84 182.794 0.0104402 0.00104714 85169.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.699 180.777 0.0109809 0.00110585 81012.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.78 178.969 0.0105972 0.00109211 84165.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.354 176.707 0.0106305 0.0010686 83665.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.547 174.045 0.0153777 0.00143078 57360.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.029 173.608 0.0128514 0.00176648 72170.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.878 170.461 0.0161887 0.00179812 55592.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.044 169.019 0.0127447 0.00104523 68378.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.713 167.435 0.0108083 0.00107483 82190.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.539 165.432 0.0106001 0.00124596 85523.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.363 162.309 0.0105203 0.00105424 84512 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.907 161.187 0.0103614 0.00103682 85794.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.997 158.827 0.0106513 0.00112279 83958.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.785 157.373 0.010608 0.00106564 83836.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.878 155.2 0.0106195 0.00110097 84046.3 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.789 153.367 0.0103839 0.00105084 85717.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.973 151.734 0.0104024 0.00105014 85540.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.873 149.853 0.0104177 0.00104575 85360.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.092 148.118 0.0105519 0.0011965 85512.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.146 146.6 0.0105265 0.00108865 84764.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.253 144.826 0.0105798 0.00108457 84252.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.562 143.691 0.0106083 0.00106775 83852.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.743 141.784 0.0106956 0.00106309 83051.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.63 140.091 0.0105348 0.00110251 84814.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.193 138.21 0.0105987 0.00107173 83972.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.396 136.418 0.0104337 0.00104888 85244.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.34 134.303 0.0106113 0.00106273 83782 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.589 132.812 0.0103903 0.00104893 85640.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.779 132.21 0.0107981 0.00110514 82534.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.286 130.228 0.0108612 0.00115819 82448.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.182 128.529 0.0105581 0.00106141 84240 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.453 127.034 0.0105281 0.00105454 84445.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.806 125.589 0.0106249 0.00106834 83711.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.164 125.147 0.0109342 0.00108903 81258.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.606 123.693 0.0108114 0.00109729 82354 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.915 120.969 0.0109098 0.00107885 81375.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.53 118.976 0.0108622 0.001101 81956.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.691 118.013 0.011444 0.00114552 77681 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.067 116.92 0.0126958 0.00108617 68908.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.876 115.581 0.0106115 0.00106552 83805 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.206 114.361 0.0104724 0.00107923 85168.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.56 112.72 0.0106584 0.00107154 83447.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.952 111.348 0.010618 0.00105874 83688.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.272 110.046 0.0105692 0.00107116 84227.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.889 108.822 0.0104071 0.00104486 85449.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.537 107.883 0.0105616 0.0011385 84897.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.984 106.228 0.0109913 0.00108097 80723.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.246 104.737 0.0103723 0.00105048 85820.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.166 103.759 0.0106522 0.00115506 84235.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.899 102.058 0.0109561 0.00109568 81132.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.369 101.596 0.0104295 0.00106092 85391.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.928 99.7397 0.010487 0.00109575 85185.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.327 98.5146 0.0105248 0.00105125 84445.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.061 97.0018 0.010983 0.00107445 80738.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.785 95.9445 0.0105561 0.00105131 84167.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.628 94.9376 0.0104975 0.00106743 84834.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.099 93.6019 0.010529 0.00105883 84475.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.936 92.9065 0.0104208 0.00104316 85309.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.632 92.1359 0.0104519 0.00105311 85117.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.615 90.6437 0.0103746 0.00106904 85970.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.378 89.9166 0.0103718 0.00104422 85767 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.924 88.0093 0.0112655 0.00110793 78759.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.717 87.3731 0.0127047 0.00107397 68783.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.7721 86.6338 0.0103713 0.00104572 85785.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.6674 84.7803 0.0105995 0.00112041 84396.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.1367 83.3568 0.0143226 0.00179885 63878.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.051 82.0488 0.0127249 0.00110582 68852.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.9035 81.634 0.0106247 0.00105334 83582.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.8491 81.021 0.0103699 0.00104682 85808.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.7366 79.7559 0.0106881 0.00135654 85730.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.717 78.7017 0.0104645 0.00107153 85169.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.7039 77.5318 0.0103901 0.00107894 85918.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.5998 76.5444 0.0104242 0.00109255 85730.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.4931 75.9945 0.0106923 0.00110457 83439.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.3373 74.3709 0.010775 0.00107477 82471.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.4565 74.0044 0.0105053 0.00107297 84814.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.5033 72.0946 0.010592 0.00107653 84073.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.5198 71.4686 0.0104262 0.00105734 85389.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.4606 70.5329 0.0107629 0.00107025 82536.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.6264 69.7645 0.0109584 0.00108296 81009.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.621 68.6032 0.0109554 0.00148964 84515.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.6291 67.8785 0.01116 0.00109273 79465.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.6663 67.2681 0.0121177 0.00117982 73140.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.7375 65.8953 0.0120611 0.00112189 73131.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.9958 65.3975 0.0107263 0.00106901 82839 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.8772 64.0125 0.0107885 0.00110875 82646.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.0744 63.5474 0.0107625 0.00105253 82389.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.0953 63.0335 0.0104486 0.00108134 85404 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.2184 61.903 0.0105343 0.00106017 84440.1 0
: 610 | 72.4323 61.9708 0.0110546 0.00100283 79588.3 1
: 611 Minimum Test error found - save the configuration
: 611 | 71.7987 60.8989 0.0104383 0.00106771 85373.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.7279 59.9302 0.0108044 0.00108197 82283.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.8177 58.5105 0.0105764 0.00108236 84263.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.0491 58.3201 0.0106213 0.0010876 83913.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.205 57.1854 0.0105923 0.00110513 84324.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.3668 56.4774 0.0112608 0.00108872 78646.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.6138 55.8855 0.0108599 0.00109151 81896.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.7714 55.45 0.0108148 0.00115709 82835.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.0648 54.3946 0.0111326 0.00117172 80313.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.1873 53.8523 0.0112274 0.00119972 79779 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.3639 53.6214 0.0108361 0.00109877 82158.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.7535 52.9178 0.0107964 0.00112964 82758 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.0251 51.4568 0.010913 0.00112639 81744.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.1562 51.1571 0.0108357 0.00110369 82203.1 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.3703 50.3554 0.010543 0.00105599 84325.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.8497 49.6452 0.0106362 0.00109844 83877.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.2087 49.2321 0.0108102 0.00110068 82393.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.5168 48.3665 0.0110594 0.00108127 80175.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.9179 47.0694 0.0109005 0.00115883 82121.2 0
: 630 | 57.0428 47.3928 0.0111327 0.00108058 79585.4 1
: 631 Minimum Test error found - save the configuration
: 631 | 56.2649 46.7448 0.0116061 0.00119075 76809.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.4851 45.4485 0.012785 0.00116701 68858.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.9381 45.1945 0.0110002 0.00109136 80735.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.3826 44.3987 0.0107694 0.00111165 82834.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.7006 43.9596 0.0108383 0.00109351 82094.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.8266 42.9239 0.011025 0.00110622 80655.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.2209 42.9007 0.0108274 0.00108699 82131.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.639 42.2768 0.0108301 0.0010542 81834 0
: 639 | 51.3069 42.7835 0.0106881 0.00104275 82941.5 1
: 640 Minimum Test error found - save the configuration
: 640 | 50.5723 41.7043 0.0108514 0.00117359 82662.9 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.8329 40.7112 0.0109901 0.00112266 81074.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.1479 40.0484 0.0108411 0.00112031 82297.8 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.5874 39.051 0.0106601 0.00106055 83336.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.8477 38.6531 0.0116445 0.00112686 76062.3 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.2995 38.2646 0.0108508 0.00110347 82074 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.0331 37.9935 0.0107918 0.00109499 82501.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.4815 37.4089 0.0108246 0.00107864 82085.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.8799 37.1657 0.0111744 0.00112137 79578 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.2384 36.0256 0.0108691 0.00107971 81721.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.5069 36.0033 0.0107608 0.0010862 82690.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.0968 35.0382 0.0108966 0.00106206 81345.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.8339 34.5573 0.0105982 0.00105715 83848.2 0
: 653 | 43.2438 34.8993 0.0106328 0.000998986 83040.4 1
: 654 Minimum Test error found - save the configuration
: 654 | 42.6501 33.826 0.0104944 0.00107605 84940.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.9981 33.2017 0.0107227 0.00111612 83276.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.3814 32.5246 0.0118056 0.00110787 74782.3 0
: 657 | 40.8048 32.5492 0.010907 0.00107645 81379.1 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.4204 32.1623 0.0107788 0.00110053 82659 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.1594 31.2582 0.0106618 0.00109947 83661.7 0
: 660 | 39.5529 31.3796 0.0105447 0.001023 84018.5 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.148 30.2637 0.01052 0.00113574 85249.1 0
: 662 | 38.5188 30.4217 0.0113079 0.00113997 78678.7 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.0124 29.5905 0.0112188 0.00118309 79715.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.6084 29.2851 0.0107531 0.00105568 82496.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.1428 28.8536 0.0106923 0.00105472 83008.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.8592 28.6357 0.0108811 0.0012466 83034.5 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.375 27.7832 0.0110199 0.0010516 80254.8 0
: 668 | 36.0683 28.6704 0.0106802 0.0010039 82676.1 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.4888 27.0092 0.0106352 0.00105976 83546.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.9103 26.2825 0.011723 0.00133562 77016.5 0
: 671 | 34.6593 26.866 0.0117669 0.00135628 76844.5 1
: 672 | 34.1632 26.3218 0.0113946 0.00112444 77895.8 2
: 673 Minimum Test error found - save the configuration
: 673 | 33.7796 25.9444 0.0116752 0.00118939 76293.3 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.4921 25.0175 0.0127632 0.00139336 70361.8 0
: 675 | 33.0475 25.7481 0.0144054 0.00169432 62937.1 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.5698 24.2281 0.015601 0.00126854 55817.2 0
: 677 | 32.196 24.2938 0.0114459 0.00107563 77143.8 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.6451 23.1982 0.0111586 0.00111421 79646.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.1876 22.7195 0.0112742 0.00121425 79523.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.7466 22.3163 0.0112338 0.00117646 79544 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.478 22.3039 0.0113069 0.00112494 78570 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.1131 21.8864 0.0112767 0.00111983 78764.7 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.648 21.6677 0.0110419 0.00115192 80890.1 0
: 684 | 29.4599 22.8561 0.011325 0.00112655 78443.4 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.2173 20.8475 0.0112326 0.00112751 79168.3 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.5605 20.6171 0.0113577 0.00115721 78427.9 0
: 687 | 28.1178 20.7542 0.0122246 0.00114404 72198.6 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.996 19.9912 0.0115372 0.00116536 77131.6 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.3405 19.4754 0.0119466 0.00123179 74663 0
: 690 | 27.0412 19.6699 0.0114836 0.00107161 76834.2 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.6979 19.0988 0.011721 0.00112174 75477.3 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.3448 18.4923 0.0114978 0.00115483 77347.5 0
: 693 | 26.1238 18.5431 0.011812 0.00117439 75205.1 1
: 694 | 25.7263 18.5147 0.0115903 0.00116491 76735.9 2
: 695 Minimum Test error found - save the configuration
: 695 | 25.4114 17.399 0.0114195 0.00119362 78232.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.0826 17.3753 0.0112365 0.00115032 79316.2 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.5716 17.2598 0.0113255 0.00121689 79140.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.4423 17.2036 0.011334 0.00110212 78187 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9782 16.9675 0.0109306 0.00111998 81544 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.6111 16.1482 0.0113865 0.00114713 78129.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.4365 16.0116 0.0118504 0.0012331 75349 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.0682 15.659 0.0124297 0.00130202 71892.7 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.8504 15.2502 0.0112243 0.00113891 79322.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.4162 15.0139 0.0114644 0.00117693 77764.8 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.0355 14.6616 0.0115303 0.00114695 77046.7 0
: 706 | 21.838 15.2554 0.0122019 0.00117878 72574.7 1
: 707 | 21.5986 14.6671 0.0116712 0.00109817 75664.4 2
: 708 Minimum Test error found - save the configuration
: 708 | 21.3896 14.1882 0.0126523 0.0014941 71696.3 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.0635 13.9638 0.011263 0.00113554 78993.3 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.7722 13.5337 0.0111299 0.00124827 80958.3 0
: 711 | 20.6969 14.6057 0.0128474 0.00105145 67819.9 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.8444 13.2281 0.0122469 0.00120718 72465.3 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.0159 12.5513 0.012909 0.00143687 69734.3 0
: 714 | 19.6642 13.2579 0.0118106 0.00112158 74843.2 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.5732 12.5394 0.0111155 0.00112558 80080.8 0
: 716 | 19.2555 12.7737 0.0111224 0.00104597 79392.9 1
: 717 | 19.1724 12.6393 0.0138773 0.00111784 62698.4 2
: 718 | 18.8373 12.5931 0.0113458 0.00109786 78064.6 3
: 719 Minimum Test error found - save the configuration
: 719 | 18.3238 11.4683 0.0115467 0.00119406 77274.6 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.1342 11.1853 0.0114086 0.00115381 78012 0
: 721 | 17.878 11.4632 0.0115445 0.00104842 76219.2 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.6744 11.1532 0.0114317 0.00113907 77725.1 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.4214 10.6921 0.0120505 0.00137635 74947.6 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.1273 10.567 0.0149189 0.00167879 60422.5 0
: 725 | 17.1926 11.2124 0.0130393 0.00110508 67034.3 1
: 726 | 16.8132 11.0389 0.0115407 0.00116644 77113.8 2
: 727 Minimum Test error found - save the configuration
: 727 | 16.6228 10.3622 0.0118936 0.00126469 75266.3 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.308 9.99626 0.012017 0.00120452 73988.2 0
: 729 | 16.0861 10.1852 0.0118506 0.00120802 75169.5 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.9328 9.48957 0.0118214 0.00114133 74905.9 0
: 731 | 15.7559 9.56571 0.0112446 0.00104178 78409.4 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.4765 9.21425 0.0112016 0.0011445 79545.9 0
: 733 | 15.3397 9.51136 0.0112211 0.00114126 79366.6 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.0526 8.92196 0.0113264 0.00114697 78590 0
: 735 | 14.8898 10.1627 0.0109934 0.00108094 80706.4 1
: 736 | 14.9419 9.24528 0.0111301 0.00107625 79571.1 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.5081 8.45073 0.0115524 0.00116063 76984.2 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.2468 8.15166 0.0115561 0.00114101 76811.9 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.1338 8.01735 0.0106547 0.00105285 83317.2 0
: 740 | 13.878 8.24075 0.0112076 0.00143862 81892.2 1
: 741 | 13.6535 8.19097 0.0105605 0.00103199 83958.4 2
: 742 | 13.6449 8.1634 0.0103801 0.00100186 85303.5 3
: 743 | 13.7505 8.20772 0.0105248 0.00100309 84018.8 4
: 744 | 13.2495 8.02411 0.0103449 0.000994955 85561.7 5
: 745 Minimum Test error found - save the configuration
: 745 | 13.0778 7.04802 0.0105525 0.00108384 84488.9 0
: 746 | 12.953 7.39172 0.0106622 0.00103419 83090.4 1
: 747 | 12.7968 7.81461 0.0104262 0.000996245 84836.1 2
: 748 Minimum Test error found - save the configuration
: 748 | 12.5449 6.85668 0.0107543 0.00108221 82712.4 0
: 749 | 12.3174 7.05724 0.0106579 0.00112052 83880.7 1
: 750 | 12.1651 6.93627 0.0103197 0.000994206 85786.4 2
: 751 | 11.9486 6.9645 0.0102963 0.000994026 86000 3
: 752 Minimum Test error found - save the configuration
: 752 | 11.7473 6.66337 0.0104669 0.00106079 85050.7 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.6466 6.5472 0.0108681 0.00111543 82029 0
: 754 | 12.0375 8.14806 0.0106647 0.00103825 83104.2 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.7197 6.36441 0.0108438 0.001155 82569.4 0
: 756 | 11.3361 7.03166 0.010697 0.00105732 82990.6 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.2635 6.01467 0.0109046 0.00108789 81494 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.0674 5.91744 0.0108948 0.00109457 81630.6 0
: 759 | 10.7713 5.95315 0.0105539 0.0010241 83947.2 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.6406 5.71459 0.0104913 0.0010375 84621.6 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.5199 5.59962 0.0104658 0.00105667 85024 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.3062 5.50812 0.010527 0.00105059 84419.9 0
: 763 | 10.1532 5.91663 0.0105787 0.000998475 83505.3 1
: 764 Minimum Test error found - save the configuration
: 764 | 10.1755 5.35335 0.0104051 0.00104768 85494 0
: 765 | 9.98537 5.62936 0.0106632 0.00106637 83360.6 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.77707 5.33862 0.0109106 0.001076 81345.6 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.72277 5.03468 0.0105777 0.00104599 83930 0
: 768 | 9.55004 5.38791 0.010481 0.00102305 84585.3 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.45383 4.66947 0.0106882 0.00109443 83387.1 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.32199 4.65459 0.010669 0.00103896 83072.9 0
: 771 | 9.26965 5.40146 0.010525 0.00104009 84344.2 1
: 772 Minimum Test error found - save the configuration
: 772 | 9.06942 4.48992 0.0106516 0.00105766 83385.7 0
: 773 | 9.03326 4.71497 0.0109478 0.0011363 81537.1 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.88845 4.15531 0.0114998 0.00119625 77643.2 0
: 775 | 8.6567 4.56712 0.0106015 0.000997556 83299.3 1
: 776 | 8.78286 5.36631 0.0109957 0.00102184 80209.9 2
: 777 | 8.8748 4.43581 0.0106917 0.0010697 83142.5 3
: 778 | 8.48735 4.56455 0.011257 0.00107676 78583.6 4
: 779 Minimum Test error found - save the configuration
: 779 | 8.37578 4.03552 0.0113926 0.00134174 79595.4 0
: 780 | 8.11277 4.17918 0.0114437 0.00102699 76799.8 1
: 781 Minimum Test error found - save the configuration
: 781 | 8.03012 3.68177 0.0136186 0.001775 67546.9 0
: 782 | 8.19835 4.08495 0.011371 0.000998425 77126.5 1
: 783 | 7.94132 3.88042 0.0102801 0.00101694 86363.5 2
: 784 Minimum Test error found - save the configuration
: 784 | 7.77306 3.64148 0.0114603 0.00174825 82372.2 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.63497 3.63832 0.0110444 0.00108129 80296.5 0
: 786 | 7.58062 3.75149 0.0105038 0.00101555 84314.5 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.43691 3.45734 0.0108308 0.00105903 81868.8 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.33326 3.43237 0.0121924 0.00109428 72084.5 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.30918 3.15431 0.0107546 0.00104272 82373.4 0
: 790 | 7.37401 3.88086 0.0108569 0.00108084 81832.8 1
: 791 Minimum Test error found - save the configuration
: 791 | 7.10332 3.08131 0.0114899 0.00121051 77825.9 0
: 792 | 7.03909 3.30181 0.0107155 0.00103771 82663.6 1
: 793 | 6.88965 3.51126 0.0104999 0.00101893 84379.6 2
: 794 | 6.79787 3.61084 0.0105435 0.00101611 83968.2 3
: 795 | 6.95481 3.28188 0.0105207 0.00103327 84322.5 4
: 796 | 6.64233 3.21931 0.0105472 0.00101668 83940.7 5
: 797 Minimum Test error found - save the configuration
: 797 | 6.61541 2.95854 0.0104928 0.0010578 84790.5 0
: 798 | 6.423 3.08727 0.0104854 0.00101725 84493.5 1
: 799 | 6.31151 3.03454 0.0104622 0.00101793 84707.3 2
: 800 | 6.38781 3.38818 0.0104401 0.00101608 84889 3
: 801 | 6.23067 3.0003 0.0104424 0.0010248 84946.9 4
: 802 | 6.44591 3.16915 0.0104403 0.00100668 84803 5
: 803 Minimum Test error found - save the configuration
: 803 | 6.10799 2.88581 0.010566 0.00110969 84599.2 0
: 804 | 5.96092 3.43111 0.0122787 0.0010689 71366.3 1
: 805 Minimum Test error found - save the configuration
: 805 | 6.02661 2.52035 0.0109627 0.00106051 80790.2 0
: 806 | 5.83525 3.16289 0.010812 0.00101519 81659.4 1
: 807 Minimum Test error found - save the configuration
: 807 | 5.83192 2.44183 0.0107648 0.00112359 82976.9 0
: 808 | 6.04159 3.27654 0.0139648 0.00169732 65213.2 1
: 809 Minimum Test error found - save the configuration
: 809 | 5.81865 2.40741 0.0126786 0.00107749 68958.6 0
: 810 | 5.62458 2.88584 0.0108551 0.0010178 81323.2 1
: 811 | 5.61896 2.64264 0.0119632 0.00111023 73712.3 2
: 812 | 5.50946 2.75216 0.0137066 0.00100802 62999 3
: 813 | 5.50348 2.7905 0.0109668 0.00100081 80272.7 4
: 814 | 5.24786 2.54672 0.0124716 0.00102644 69898.5 5
: 815 | 5.15527 2.79458 0.0114082 0.0010035 76888.6 6
: 816 | 5.18895 3.70723 0.0119444 0.00169814 78077 7
: 817 | 5.28186 3.11311 0.0113844 0.00119162 78486.8 8
: 818 | 5.1837 2.53907 0.0136287 0.00136537 65235.3 9
: 819 | 5.09255 2.74815 0.0119156 0.00129847 75350.2 10
: 820 | 4.94793 3.00559 0.0147281 0.00123977 59310.5 11
: 821 | 4.86227 2.82926 0.0116082 0.00115866 76558.6 12
: 822 | 4.81899 2.55402 0.0115797 0.00102387 75787.4 13
: 823 | 4.72707 2.41727 0.0105632 0.00101011 83742.7 14
: 824 | 4.74904 2.79103 0.0104678 0.00101905 84667.1 15
: 825 | 4.64273 2.79086 0.0114069 0.00102476 77055.2 16
: 826 | 4.59545 2.93744 0.0106343 0.00106679 83616.2 17
: 827 | 4.60828 3.06397 0.0118148 0.00109574 74633.6 18
: 828 | 4.4991 2.91205 0.0120428 0.0015443 76201.3 19
: 829 | 4.67036 2.71899 0.0120246 0.000999457 72561.4 20
: 830 | 4.49611 2.65674 0.0107475 0.00107668 82722.8 21
:
: Elapsed time for training with 1000 events: 9.13 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0114 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.87 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.166 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= 3.32239e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09617e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0457 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0386 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: 0.00137 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: 0.101 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: 0.934 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: 0.022 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0029 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: 0.0395 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00442 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: 0.00238 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000382 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: 0.0983 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0118 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: 0.938 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.103 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 : -0.912 -0.0860 5.86 1.68 | 3.222 3.215
: 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 : -0.222 0.00218 2.23 1.19 | 3.372 3.364
: 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.