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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.263 sec
: Elapsed time for training with 1000 events: 0.267 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00266 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: 0.000748 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00386 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000212 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000352 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 = 31541
: --------------------------------------------------------------
: 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 | 33140.9 31188 0.00999933 0.00103227 89215.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32668.8 30680.1 0.0102472 0.00102988 86792.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 32022.2 30066.5 0.010444 0.00104948 85155.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 31333.1 29485.1 0.0103854 0.001052 85714 0
: 5 Minimum Test error found - save the configuration
: 5 | 30657.1 28840.6 0.0105193 0.0010547 84525.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29902.4 28026.7 0.0104838 0.00108572 85124.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 29170.5 27317.6 0.0103313 0.00105122 86206.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28671.9 26907.8 0.0106756 0.00105197 83128.8 0
: 9 Minimum Test error found - save the configuration
: 9 | 28301.6 26577.5 0.0100639 0.00100752 88335.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27969.8 26279.4 0.00998929 0.000984499 88841.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27667.1 25992.8 0.0101347 0.00104837 88044.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27371.4 25722 0.0100949 0.000984688 87814 0
: 13 Minimum Test error found - save the configuration
: 13 | 27094.6 25454 0.0100735 0.00101737 88338.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26820.6 25196.4 0.0100952 0.00100436 88001.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26555.8 24945.4 0.0102427 0.00102663 86804.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26293.6 24705 0.0102013 0.00100694 87010 0
: 17 Minimum Test error found - save the configuration
: 17 | 26046.4 24461.3 0.0101731 0.00100656 87274.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25796.9 24225.1 0.0101725 0.00100505 87265.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25550.5 23997.4 0.0101759 0.00101188 87298 0
: 20 Minimum Test error found - save the configuration
: 20 | 25312.8 23771.2 0.0100643 0.0009855 88117.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25078.8 23546.6 0.0101801 0.000996868 87115.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24845.9 23327.2 0.0100501 0.000997199 88369.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24618.7 23109.7 0.0102869 0.00101435 86276 0
: 24 Minimum Test error found - save the configuration
: 24 | 24393.1 22896.3 0.0101433 0.0010119 87609.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 24169.6 22687.9 0.010019 0.000989729 88600.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23952.9 22478.9 0.0100484 0.000992648 88342.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23736.5 22273.2 0.00997559 0.000985128 88983.2 0
: 28 Minimum Test error found - save the configuration
: 28 | 23519.9 22074.6 0.0100014 0.000982779 88705.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23313.6 21871.6 0.0101173 0.00106194 88345.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 23103.5 21673.9 0.0101955 0.000990608 86910.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22895.5 21481.5 0.0102347 0.00100874 86711.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22694.4 21287.4 0.0101211 0.000992678 87638.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22491.8 21097.7 0.0103035 0.00121179 87991.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22293 20909.5 0.0101327 0.000995518 87554.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 22095.4 20724.4 0.0100047 0.000985939 88704.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21900.9 20540.8 0.0100468 0.000992598 88357.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21708.1 20359.1 0.0100002 0.000989129 88779.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21520.1 20175.6 0.0100515 0.000992068 88306.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21328.7 19998 0.0101314 0.00102344 87835.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21142.2 19822.1 0.0100455 0.000994468 88387.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20957.4 19648.1 0.0101812 0.00101029 87232 0
: 42 Minimum Test error found - save the configuration
: 42 | 20774.7 19475.7 0.0102989 0.00102629 86275.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20595.3 19303.1 0.0102757 0.00100581 86300.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 20412.9 19136.7 0.0101901 0.00101029 87147.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 20238 18968.2 0.0101334 0.00103657 87942.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 20061.8 18801.1 0.0102056 0.00100069 86910.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19885.3 18634.9 0.0101654 0.00100967 87377.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19708.4 18467.9 0.0101529 0.00100333 87436 0
: 49 Minimum Test error found - save the configuration
: 49 | 19536.7 18307.2 0.0104538 0.0010206 84807.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19363.5 18147 0.0102037 0.0010642 87532.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 19195.5 17984.8 0.0102001 0.00101464 87093.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 19031.5 17829.5 0.0102887 0.00103529 86454.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18863.5 17676.3 0.0101904 0.00101303 87171.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18696.1 17514.6 0.0106572 0.00124113 84961.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18538 17358.7 0.0102734 0.00101188 86378.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18371.1 17211.9 0.0101225 0.00100439 87737.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18210.6 17052.9 0.0101955 0.00105557 87527.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 18051.7 16898 0.0102102 0.00103704 87210.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 17892 16752 0.0101557 0.0010116 87488.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17729.7 16597 0.010193 0.0010242 87251.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17578.6 16447.2 0.0102549 0.00101889 86617.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17418.5 16298.2 0.0103034 0.00103022 86269.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17263.1 16153.2 0.0101705 0.00100787 87311.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 17113.5 16005.2 0.0106358 0.00109368 83838.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16958.4 15858.9 0.0107863 0.00102976 81996.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16806.1 15719.2 0.0101828 0.00101325 87244.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16659.5 15574.8 0.0103495 0.00102449 85791.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16507.9 15434.8 0.0102907 0.0010173 86268.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16361.6 15293.9 0.0101664 0.00100776 87349.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16214.6 15154.1 0.0102822 0.00105587 86708.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 16067.7 15018.6 0.0105659 0.00101433 83756.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15925.2 14882.3 0.010155 0.00100848 87465.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15782.3 14747.1 0.0106803 0.0011957 84347.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15641 14613.3 0.0102238 0.00101186 86843.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15501 14481.3 0.010381 0.00102272 85485.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15363.6 14348.6 0.0102108 0.00102582 87098.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15224.7 14219.3 0.0102169 0.00101243 86913.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 15087.9 14091.7 0.0103346 0.00102847 85964.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14955.2 13962.3 0.0102299 0.00102926 86950.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14820.5 13835.7 0.0102566 0.00101898 86601.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14686.6 13712.3 0.0103609 0.00101815 85627.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14556.6 13588.3 0.0105468 0.00102508 84018.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14425.5 13467.1 0.0102156 0.00101608 86960.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14297.9 13344.6 0.0102267 0.00105365 87212.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 14170.6 13222.6 0.0102711 0.00102398 86513.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 14042 13104.1 0.0104385 0.00103588 85082.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13917.5 12985.5 0.0102502 0.00101876 86660.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13792 12869.6 0.0102349 0.00102864 86897.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13671.3 12751.1 0.0103426 0.00102247 85835.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13548.3 12634 0.0102534 0.0010203 86644.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13425.1 12521.6 0.0104062 0.00103093 85331 0
: 92 Minimum Test error found - save the configuration
: 92 | 13305.5 12409 0.0103811 0.00103502 85597 0
: 93 Minimum Test error found - save the configuration
: 93 | 13186.3 12297.5 0.0104024 0.0010217 85281.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 13068.3 12186.8 0.0106614 0.00106857 83395.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12952.1 12075.9 0.010375 0.0010199 85515.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12834.9 11968.3 0.0102715 0.00101818 86455 0
: 97 Minimum Test error found - save the configuration
: 97 | 12720.8 11859.3 0.0104262 0.00102095 85059.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12607.1 11751 0.0103203 0.00104441 86244.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12492.5 11646 0.0106376 0.00110781 83947.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12381.3 11540.6 0.0103504 0.00103237 85855.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12269.6 11436.8 0.0103208 0.00105041 86296.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12159.9 11333.5 0.0103984 0.00102651 85361.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 12050.5 11231.6 0.0103657 0.00102948 85687.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11944.9 11126.4 0.0104137 0.0010757 85671.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11833.8 11028 0.0108264 0.00126521 83671.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11730.3 10926.5 0.0103558 0.00107882 86235.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11625.2 10825.3 0.0105344 0.00104438 84298.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11518.2 10728.8 0.0103058 0.00107386 86655.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11415.8 10631.5 0.010539 0.00104659 84277.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11312.7 10535.7 0.0102998 0.0010561 86545.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11210.8 10441.1 0.0103186 0.00104573 86273 0
: 112 Minimum Test error found - save the configuration
: 112 | 11110 10347.1 0.0103716 0.00102321 85576.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 11010.8 10252.7 0.0103815 0.00106963 85912 0
: 114 Minimum Test error found - save the configuration
: 114 | 10911.9 10158.8 0.0105265 0.00108469 84729.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10812.3 10067.8 0.0105613 0.0010766 84346.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10715.3 9976.91 0.0104658 0.0010599 85053.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10618.8 9886.72 0.0105604 0.00104276 84054.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10523.3 9796.94 0.0105008 0.00104716 84623.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10429.3 9706.47 0.0104318 0.00107214 85472.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10333.6 9619.38 0.0103817 0.00104298 85664.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10242 9530.52 0.0103976 0.00104362 85525.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10149.5 9442.54 0.0104085 0.00104333 85423 0
: 123 Minimum Test error found - save the configuration
: 123 | 10056.3 9357.81 0.0105394 0.00105114 84314.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9966 9272.96 0.0103805 0.00103661 85617.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9876.25 9188.39 0.0103618 0.00102528 85685.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9786.16 9106 0.0103996 0.00102861 85369.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9698.73 9022.6 0.0103248 0.00102447 86018.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9611.55 8939.17 0.0103914 0.0010493 85633.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9522.64 8859.47 0.0103599 0.00103775 85816.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9438.48 8777.23 0.0103004 0.00102248 86226.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9352.95 8695.98 0.0103309 0.001022 85939 0
: 132 Minimum Test error found - save the configuration
: 132 | 9267.15 8617.07 0.0103042 0.00105556 86499 0
: 133 Minimum Test error found - save the configuration
: 133 | 9183.12 8538.98 0.0103445 0.00102619 85852 0
: 134 Minimum Test error found - save the configuration
: 134 | 9100.53 8460.66 0.0102817 0.00101642 86344 0
: 135 Minimum Test error found - save the configuration
: 135 | 9017.43 8383.92 0.0102573 0.00101789 86585.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8936.78 8306.2 0.0104054 0.00103702 85393.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8855.28 8229.94 0.0103384 0.00102453 85893.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8774.18 8155.43 0.0104514 0.00112064 85737.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8694.94 8080.99 0.0106978 0.00109591 83317.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8616.54 8006.39 0.0102795 0.00103897 86575.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8537.33 7933.91 0.0103225 0.0010375 86160.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8460.7 7860.6 0.0103493 0.00106191 86138.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8382.68 7789.66 0.0103009 0.00101925 86191.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8308.15 7716.83 0.0103253 0.00102863 86052.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8231.95 7645.87 0.0103351 0.00103537 86024.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8156.13 7576.62 0.0103283 0.00102486 85989.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 8083.5 7505.71 0.0103192 0.00103286 86147.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 8008.25 7437.83 0.0103825 0.00106766 85884.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7936.93 7368.43 0.0102918 0.00104265 86494.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7862.87 7301.92 0.0103205 0.00103339 86140.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7791.96 7234.9 0.0102739 0.00101957 86445.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7721.51 7167.68 0.0104011 0.00103012 85369.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7649.79 7102.93 0.010343 0.00102097 85818.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7581.58 7036.37 0.0103034 0.00102342 86207.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7511.19 6972.26 0.0104465 0.00103995 85047.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7443.32 6907.68 0.0103442 0.00104128 85994.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7376.06 6842.75 0.010383 0.00103345 85565.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7306.81 6781.25 0.0106277 0.00102826 83338.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7240.85 6719.1 0.0102769 0.00102082 86429.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7175.7 6656.06 0.01028 0.00101871 86380.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7109.74 6594.22 0.0103811 0.00105693 85798.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 7043.53 6534.9 0.0103456 0.00103072 85883.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6981.09 6473.17 0.0103659 0.00104502 85828.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6915.61 6414.48 0.0104955 0.00102771 84497.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6854.24 6353.58 0.0103284 0.00105297 86249.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6789.74 6295.8 0.0105539 0.00106863 84341.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6728.69 6237.08 0.0103595 0.00102646 85716.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6667.51 6178.31 0.0103341 0.00102688 85954.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6605.74 6121.26 0.0103943 0.00104557 85572.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6544.67 6065.58 0.0104222 0.00102975 85174.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6484.64 6010.52 0.0104026 0.00105201 85556.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6426.74 5953.53 0.0103504 0.00102777 85813 0
: 173 Minimum Test error found - save the configuration
: 173 | 6366.41 5899.13 0.0103327 0.00103033 85999.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6308.98 5843.78 0.0103472 0.00102551 85821.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6251.07 5789 0.0103731 0.0010287 85612.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6192.93 5736.01 0.01043 0.0010534 85318.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6137.05 5681.88 0.0109053 0.00104898 81165.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 6080.12 5629.28 0.0103324 0.00104145 86105.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 6024.04 5577.44 0.0103301 0.00102805 86002.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5970.2 5523.99 0.0103748 0.00102849 85595.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5913.36 5473.88 0.0105021 0.00104001 84547.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5858.59 5425.17 0.0104737 0.00103773 84781.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5806.66 5373.6 0.0105025 0.00104061 84549.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5753.02 5323.22 0.0106176 0.00104828 83600.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5699.15 5274.52 0.0105512 0.0010968 84616.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5647.74 5225.23 0.0104932 0.00107638 84954.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5595.77 5175.55 0.0105438 0.00107301 84470.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5543.37 5128.29 0.010544 0.00108433 84569.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5492.24 5081.88 0.0106145 0.00111677 84230.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5444.12 5031.93 0.0105734 0.00106216 84110.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5390.8 4987.1 0.0113821 0.00117194 78353.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5343.21 4939.96 0.0111882 0.00106981 79064.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5292.51 4895.44 0.0112037 0.00107649 78994.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5246.09 4847.56 0.0108475 0.00127981 83614.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5196.2 4803.17 0.0109715 0.00122689 82096.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5148.49 4757.9 0.0112566 0.00107783 78595.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 5100.61 4714.54 0.0103967 0.00104632 85558.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 5054.1 4670.46 0.0105144 0.00107129 84718.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 5007.96 4626.49 0.0105343 0.00106499 84483.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4961.28 4583.94 0.010525 0.00105495 84477.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4915.82 4541.6 0.0105985 0.00105096 83790.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4870.66 4499.09 0.0104444 0.00104187 85083.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4825.32 4458.23 0.0104958 0.00104808 84676.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4782.23 4415.6 0.0105635 0.00106058 84184.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4737.33 4374.36 0.0105807 0.00105449 83978.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4694.02 4333.48 0.0105048 0.00105263 84636.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4650.79 4293.36 0.0104768 0.00104424 84812.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4607.91 4253.45 0.0104866 0.00103433 84636 0
: 209 Minimum Test error found - save the configuration
: 209 | 4565.2 4214.45 0.0110828 0.00147754 83287.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4524.2 4175.13 0.0109025 0.0011097 81693 0
: 211 Minimum Test error found - save the configuration
: 211 | 4481.58 4137.01 0.0104321 0.00104246 85200.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4441.27 4098.3 0.0119189 0.00107523 73775.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4399.95 4060.5 0.0104023 0.00104139 85462 0
: 214 Minimum Test error found - save the configuration
: 214 | 4359.58 4023.19 0.0103441 0.0010304 85894.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4320.48 3986.5 0.0103872 0.00103857 85574.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4280.98 3947.28 0.0102974 0.00102442 86271.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4240.39 3911.65 0.0103075 0.0010242 86176.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4202.11 3875.64 0.0103403 0.00103005 85926.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4164.04 3838.65 0.0102999 0.00102751 86277.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4125.8 3803.05 0.0103035 0.00102439 86215.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4088.23 3767.46 0.0103493 0.00103707 85908.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4050.77 3731.73 0.0103842 0.00103044 85527.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 4013.23 3697.48 0.0103005 0.0010286 86282.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3976.13 3664.24 0.0103006 0.00102268 86225.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3941.02 3629.63 0.0103091 0.00102446 86163.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3904.5 3596.51 0.0103072 0.00102723 86206.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3869.18 3562.49 0.0102928 0.00102511 86321.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3833.48 3529.84 0.0103093 0.0010293 86206.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3799.26 3496.13 0.0103606 0.00106975 86106.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3763.73 3464.28 0.0102954 0.00102304 86278.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3729.78 3432.3 0.0103726 0.00106166 85920.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3695.93 3400.27 0.0104358 0.0010362 85110 0
: 233 Minimum Test error found - save the configuration
: 233 | 3662.88 3368.42 0.0103565 0.00103233 85798.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3629.24 3336.57 0.0103427 0.00103035 85907.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3595.47 3307.13 0.0102903 0.00103246 86412.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3564.16 3275.84 0.0103125 0.00102549 86141.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3531.45 3245.02 0.0103291 0.00106543 86359.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3499.32 3214.98 0.0103581 0.00104564 85906.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3467.46 3184.56 0.0103377 0.00102732 85925.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3435.39 3156.21 0.0103631 0.00103132 85728.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3404.84 3126.78 0.0104772 0.00104644 84828.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3374.43 3096.98 0.0104141 0.00103799 85323.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3343.43 3067.65 0.0103602 0.00104358 85868.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3312.15 3040.26 0.0103238 0.00103037 86082.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3283.24 3011.69 0.0103098 0.00102652 86176.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3253.35 2983.7 0.0103213 0.00103919 86187.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3223.94 2955.6 0.0104227 0.0010396 85259.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3193.54 2929.31 0.0103374 0.00103009 85954.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3165.94 2901.14 0.0103348 0.0010253 85933.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3136.28 2875.39 0.0103157 0.00103858 86233.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3108.62 2848.07 0.0103279 0.00102752 86017.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3080.41 2821.89 0.0104118 0.00109735 85887.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 3052.08 2795.86 0.0114552 0.00129954 78774 0
: 254 Minimum Test error found - save the configuration
: 254 | 3024.73 2769.68 0.0110348 0.00105253 80142.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2997.97 2744.66 0.0104109 0.0010363 85336.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2969.83 2718.72 0.0103189 0.00102416 86070.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2942.61 2694.53 0.0104283 0.00103556 85171.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2916.65 2668.51 0.0103518 0.00105652 86065.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2890.05 2643.79 0.0103068 0.00102868 86224.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2863.36 2619.69 0.0103404 0.00104373 86052.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2837.9 2595.38 0.0103853 0.00106331 85818.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2812.39 2571.29 0.0103178 0.00105642 86379.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2786.83 2547.38 0.0102796 0.00102178 86413.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2761.48 2524.2 0.0102963 0.00102132 86253.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2736.6 2500.94 0.0102978 0.00102246 86250.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2712.17 2477.41 0.0103482 0.00103118 85864.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2687.01 2455.42 0.0104026 0.00103097 85364.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2663.19 2433.69 0.0103183 0.00103446 86171.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2639.38 2411.22 0.0103329 0.00106574 86326.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2615.71 2387.44 0.0104802 0.00104284 84769.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2591.26 2365.72 0.0103467 0.00102756 85845.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2568.03 2344.13 0.0104598 0.00102775 84816.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2544.74 2322.24 0.0102919 0.00102156 86296.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2521.46 2301.37 0.0103088 0.00102498 86171.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2498.38 2281.21 0.0103049 0.00102137 86174.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2476.86 2259.32 0.0103169 0.0010296 86138.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2453.84 2238.58 0.0104084 0.00106283 85602.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2431.29 2218.79 0.0103063 0.00103521 86289.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2409.84 2197.84 0.0103418 0.00102989 85911.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2387.74 2177.51 0.0103444 0.00103143 85901.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2365.82 2157.29 0.0105038 0.00118648 85861.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2344.04 2138.2 0.0120681 0.00106409 72701.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2323.42 2118.51 0.0110297 0.00104683 80137.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2301.85 2098.78 0.0106324 0.00103418 83348.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2280.9 2079.46 0.0118174 0.00168821 78979.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2260.05 2059.85 0.0120528 0.00105782 72760.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2239.13 2041.54 0.0103913 0.00103106 85468.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2218.61 2022.38 0.0103058 0.00102148 86166.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2197.95 2004.73 0.0104421 0.00104736 85153.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2178.46 1985.81 0.010396 0.00105006 85598.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2158.23 1967.42 0.0103907 0.00103274 85488.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2138.24 1949.79 0.0102832 0.00102506 86410.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2118.61 1931.91 0.0104391 0.00103809 85097.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2099.35 1913.51 0.0107365 0.00105319 82616 0
: 295 Minimum Test error found - save the configuration
: 295 | 2079.19 1896.76 0.0130617 0.00169852 70402.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2060.81 1879.14 0.010972 0.00107445 80828 0
: 297 Minimum Test error found - save the configuration
: 297 | 2041.12 1861.99 0.0103418 0.00103475 85956.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 2022.66 1844.86 0.0103451 0.00103991 85973.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 2004 1827.98 0.0104179 0.00104201 85325 0
: 300 Minimum Test error found - save the configuration
: 300 | 1985.2 1811.2 0.0103411 0.00102646 85886.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1967.05 1794.69 0.0104275 0.00104445 85260 0
: 302 Minimum Test error found - save the configuration
: 302 | 1948.55 1777.93 0.010369 0.00102616 85626.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1930.19 1762.03 0.0103431 0.00102621 85865.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1912.06 1746.43 0.0102918 0.00102503 86329.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1894.72 1730.21 0.0103245 0.00103065 86078.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1876.92 1714.42 0.0104828 0.00105027 84812.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1859.5 1698.77 0.0105649 0.00108128 84356 0
: 308 Minimum Test error found - save the configuration
: 308 | 1841.69 1683.56 0.0110411 0.00159741 84712.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1825.02 1668.13 0.0128368 0.00106941 67984.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1807.48 1652.1 0.0103901 0.00102802 85451 0
: 311 Minimum Test error found - save the configuration
: 311 | 1790.09 1637.73 0.0104771 0.00106371 84985.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1774 1622.45 0.0103899 0.00103391 85506.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1757.1 1607.51 0.0104705 0.00103584 84793.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1740.4 1593.02 0.0104118 0.00104095 85370.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1724.29 1578.04 0.0104277 0.00104918 85301.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1707.61 1563.74 0.010335 0.00103059 85981 0
: 317 Minimum Test error found - save the configuration
: 317 | 1691.79 1549.14 0.0103773 0.001034 85622.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1675.57 1534.71 0.010615 0.00104624 83605.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1659.3 1520.99 0.0105269 0.00104973 84413.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1643.68 1507.17 0.0104455 0.00103185 84983.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1628.23 1493.14 0.012593 0.00157964 72639.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 1613.05 1479.66 0.0112121 0.00106215 78818.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1597.14 1466.59 0.0103645 0.00102818 85687.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1583.11 1452.31 0.0103396 0.00102826 85916.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1566.95 1438.83 0.0103579 0.00106403 86078.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1551.69 1426.11 0.0103945 0.00103648 85488.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1537.36 1412.74 0.0103995 0.0010281 85366.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1522.35 1399.68 0.0103411 0.00104099 86020.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1508.02 1386.71 0.0102897 0.00102088 86311 0
: 330 Minimum Test error found - save the configuration
: 330 | 1493.4 1373.74 0.0103638 0.00105129 85906 0
: 331 Minimum Test error found - save the configuration
: 331 | 1479.04 1361.15 0.0104347 0.00103177 85080.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1464.73 1348.86 0.0103403 0.00103457 85968.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1451.03 1336.7 0.0103716 0.00104559 85781.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1436.9 1324.29 0.0107296 0.00115417 83547 0
: 335 Minimum Test error found - save the configuration
: 335 | 1423.23 1311.78 0.0123101 0.00106015 71111.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1409.49 1300.14 0.0109418 0.0010866 81175.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1396 1287.75 0.0136867 0.00106371 63376.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1382.09 1275.65 0.0126504 0.00107009 69082.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1368.95 1264.04 0.0108781 0.00105092 81406.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1355.72 1252.55 0.01272 0.00172321 72748.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1343.2 1240.48 0.012758 0.00114748 68903 0
: 342 Minimum Test error found - save the configuration
: 342 | 1329.57 1229.11 0.0103436 0.00102599 85858.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1316.91 1217.63 0.0103807 0.00102491 85508.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1304.46 1205.95 0.0103511 0.00103278 85852.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1292 1194.47 0.0110449 0.00104635 80011.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1279.56 1183.15 0.0107249 0.00109212 83049.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1266.59 1172.47 0.0103882 0.00104048 85582.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1254.83 1161.2 0.0107987 0.00110108 82494.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1242.48 1150.73 0.0116055 0.00104985 75788.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1230.42 1140.1 0.011512 0.001053 76489.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1218.67 1129.16 0.0105605 0.00104755 84096 0
: 352 Minimum Test error found - save the configuration
: 352 | 1206.73 1118.54 0.0107313 0.00122345 84140.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1195.23 1108.07 0.0105198 0.0010415 84403.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1183.68 1097.84 0.0116472 0.00119026 76504.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1171.87 1087.58 0.0122058 0.0010503 71713.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1161 1077.11 0.0116639 0.00148408 78586.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1149.55 1066.95 0.0111536 0.0010397 79099 0
: 358 Minimum Test error found - save the configuration
: 358 | 1138.03 1057.34 0.0106965 0.00105195 82948.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1127.5 1046.96 0.0104657 0.00104132 84886.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1116.24 1037.15 0.0116793 0.0015871 79269.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1105.41 1028.11 0.0121467 0.0012302 73283.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1094.78 1018.07 0.0124842 0.00106941 70084.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1084.3 1008.03 0.0107758 0.0010452 82214.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1073.39 998.657 0.0106866 0.00103903 82922.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1063.14 988.719 0.0104241 0.0010454 85299.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1052.48 979.729 0.0107102 0.00113472 83546.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1042.54 969.945 0.0105899 0.00105245 83880.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1032.08 960.868 0.0139685 0.00160023 64681.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1022.54 951.252 0.01289 0.00109001 67796.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1011.76 942.474 0.0109813 0.00112737 81186.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 1002.11 933.442 0.0104005 0.00105739 85624.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 992.674 924.279 0.0103255 0.00102765 86041.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 982.623 915.599 0.0114541 0.00108613 77160.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 972.97 906.966 0.010909 0.00105334 81171.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 963.446 898.431 0.0103517 0.00103083 85828.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 954.127 889.417 0.0102851 0.00102191 86363.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 944.458 881.161 0.0105088 0.00103386 84433.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 935.402 872.825 0.010335 0.00102479 85926.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 925.974 865.134 0.0119601 0.00106121 73402.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 917.139 856.677 0.0107442 0.00110232 82971.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 908.046 847.58 0.0109195 0.00108641 81358.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 899.331 839.719 0.0111632 0.00109623 79467.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 890.217 830.724 0.0108393 0.00110152 82154 0
: 384 Minimum Test error found - save the configuration
: 384 | 881.068 823.053 0.0113381 0.00118337 78781.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 872.817 814.7 0.0108853 0.00110624 81807.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 863.972 806.761 0.0108211 0.00109016 82211.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 855.39 799.042 0.0110296 0.00112628 80780.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 846.84 791.775 0.0109123 0.00108179 81379.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 838.734 783.119 0.0109125 0.00110939 81606.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 830.021 775.504 0.0108461 0.00108367 81946.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 821.789 768.552 0.0109346 0.00111243 81448.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 813.852 760.75 0.010866 0.00108943 81828.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 805.595 752.917 0.0107705 0.00107429 82506.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 797.641 745.224 0.010941 0.00108184 81142.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 789.217 738.242 0.0108556 0.00107804 81820 0
: 396 Minimum Test error found - save the configuration
: 396 | 781.645 730.759 0.0108057 0.0010709 82179.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 773.874 723.568 0.0108735 0.00109556 81816.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 766.161 716.423 0.0108541 0.00109794 81999.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 758.367 709.098 0.0108477 0.00112935 82318.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 750.646 702.098 0.0110866 0.0011367 80402.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 743.616 694.686 0.010916 0.00109583 81465.3 0
: 402 Minimum Test error found - save the configuration
: 402 | 735.749 687.657 0.0108694 0.00108322 81748.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 728.131 680.958 0.010566 0.00107857 84321.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 721.133 673.936 0.0109182 0.00107949 81311.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 713.57 667.131 0.0109649 0.00107444 80885.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 706.615 660.62 0.0108724 0.0010859 81745.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 699.518 653.598 0.0114559 0.00111915 77393.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 692.265 647.082 0.0108824 0.00109078 81702.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 685.422 640.771 0.0108474 0.00107366 81851.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 678.276 634.022 0.0108033 0.00107231 82211.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 671.762 627.216 0.0109913 0.00110239 80898.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 664.573 620.908 0.0109533 0.00112817 81423.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 658.297 614.038 0.0108296 0.00110404 82257.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 651.084 608.677 0.0108159 0.00107821 82154.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 644.988 601.948 0.010979 0.00109634 80950.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 638.096 595.801 0.0107942 0.00108748 82417.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 631.43 589.697 0.0109092 0.00107972 81388.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 625.278 583.534 0.0110822 0.0011297 80381.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 618.893 577.58 0.0108412 0.00108835 82027.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 612.343 571.93 0.0110024 0.00108671 80680.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 606.296 565.441 0.0108366 0.00107298 81936.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 599.966 559.992 0.0108253 0.00114431 82636.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 593.72 554.238 0.0109195 0.00108901 81379.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 587.856 548.135 0.0109095 0.00115499 82013.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 581.646 542.086 0.0108209 0.00113411 82587 0
: 426 Minimum Test error found - save the configuration
: 426 | 575.429 536.728 0.0108403 0.0010822 81982.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 569.675 531.495 0.0109479 0.00108311 81096.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 563.641 525.775 0.010968 0.0010997 81068 0
: 429 Minimum Test error found - save the configuration
: 429 | 558.103 520.416 0.0104557 0.00102712 84848.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 552.386 514.49 0.0102911 0.00102464 86332.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 546.501 509.265 0.0102852 0.00102114 86355.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 540.887 504.115 0.0102919 0.00102639 86342 0
: 433 Minimum Test error found - save the configuration
: 433 | 535.521 498.028 0.0102816 0.00102029 86380.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 529.866 492.822 0.0103405 0.00102672 85894.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 524.163 487.5 0.0102884 0.0010204 86318.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 518.803 482.576 0.0104494 0.00103245 84953.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 513.754 477.053 0.0103111 0.00102691 86168.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 507.742 472.682 0.0103515 0.00102225 85751.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 503.008 467.249 0.0103004 0.00102393 86240.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 497.407 462.409 0.0102876 0.00102245 86345.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 492.254 457.799 0.010364 0.00104611 85855.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 487.389 452.249 0.0103421 0.0010235 85850.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 481.948 447.823 0.0102763 0.00101929 86420.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 477.382 442.36 0.0103104 0.00102748 86180.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 472.177 437.634 0.0102735 0.00102229 86474.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 467.179 432.956 0.0103606 0.00102876 85728.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 462.363 428.505 0.0103234 0.00102618 86047.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 457.488 423.355 0.0103367 0.00102222 85887.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 452.509 419.108 0.0103419 0.00103488 85956.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 447.872 414.668 0.0102864 0.00102377 86368.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 443.147 410.432 0.0103059 0.0010286 86231.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 438.608 405.443 0.0104119 0.00108833 85803.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 434.193 401.035 0.0103078 0.00102977 86224.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 429.328 396.761 0.0104289 0.00103733 85183 0
: 455 Minimum Test error found - save the configuration
: 455 | 425.023 392.2 0.0103533 0.00106253 86107.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 420.612 388.539 0.0104673 0.00105377 84984.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 416.102 383.904 0.0104101 0.00102606 85250.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 411.998 379.744 0.0103075 0.00102067 86143.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 407.387 375.508 0.0103235 0.0010209 85997.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 402.978 371.427 0.0103798 0.00102709 85536.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 398.777 367.235 0.0103698 0.00102816 85637.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 394.799 362.853 0.0102955 0.00102218 86269.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 390.489 359.359 0.0102903 0.00102136 86310 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.589 355.087 0.0105422 0.00111435 84855.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 382.288 351.42 0.0105162 0.00103287 84358.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 378.203 346.857 0.010421 0.00104395 85314.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 374.28 343.851 0.0104954 0.00102379 84462.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 370.128 339.518 0.0103199 0.00102502 86069.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 366.23 335.473 0.0103243 0.00102221 86002.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 362.436 332.201 0.0102774 0.00102099 86427 0
: 471 Minimum Test error found - save the configuration
: 471 | 358.418 328.134 0.010316 0.00103195 86169 0
: 472 Minimum Test error found - save the configuration
: 472 | 355.058 325.159 0.0103191 0.00102404 86067.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 351.038 320.605 0.0103363 0.0010287 85951.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 347.052 317.5 0.0103429 0.00104054 85999.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 343.367 313.789 0.0103301 0.00102455 85970.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 339.747 310.16 0.0103007 0.00102021 86201.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 336.172 306.413 0.0104093 0.00110924 86021.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.69 302.798 0.0104456 0.00105784 85217 0
: 479 Minimum Test error found - save the configuration
: 479 | 328.929 299.573 0.010645 0.00119507 84656.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.621 296.01 0.0105591 0.00103772 84021.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 321.96 293.001 0.0105074 0.00103165 84426.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 318.812 289.26 0.0104066 0.00102867 85306.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 315.193 286.191 0.0103204 0.00102788 86091 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.699 283.187 0.0103361 0.00104457 86099.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 308.648 280.183 0.0104934 0.00107357 84926.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 305.003 276.812 0.0103683 0.00105609 85908.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.748 274.307 0.0103686 0.00103837 85742.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.709 270.946 0.0102912 0.00101977 86287 0
: 489 Minimum Test error found - save the configuration
: 489 | 295.849 267.443 0.0103311 0.00102648 85979.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 291.968 263.94 0.010569 0.0010647 84172.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 289.129 261.339 0.0109004 0.00106987 81378.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.755 258.021 0.0113013 0.00104106 77970.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.546 255.141 0.01073 0.00103068 82479.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.422 252.514 0.0107073 0.00103586 82718.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.421 249.519 0.0103428 0.00102607 85866.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.812 246.994 0.0103913 0.00104394 85585.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.523 244.35 0.0103849 0.00102201 85443.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.939 240.797 0.0103304 0.00103151 86031.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.705 238.015 0.0103004 0.00102083 86211.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.759 235.433 0.0102688 0.00101833 86481.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.933 232.562 0.0102891 0.00103318 86430.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 256.342 229.531 0.0103691 0.00102854 85648.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.581 227.581 0.0105482 0.00106154 84329 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.502 224.96 0.0105794 0.00106042 84042.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.665 222.082 0.0105134 0.00104918 84528.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 245.105 219.512 0.0104707 0.00104818 84903.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 242.453 216.832 0.0104814 0.00104604 84787.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.654 213.961 0.010605 0.00106927 83894.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 237.009 211.446 0.0105339 0.00104959 84350.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.358 209.703 0.0105661 0.00107016 84246.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 232.019 207.074 0.0104936 0.00104623 84679.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 229.211 204.735 0.0104255 0.00103888 85227.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 227.252 202.229 0.0106401 0.00112062 84037.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.215 199.486 0.0105651 0.00105285 84102.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.796 197.34 0.0103756 0.00103483 85646.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.397 194.906 0.010348 0.00104111 85957.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.839 193.57 0.0103374 0.00103135 85965.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.779 190.657 0.010396 0.00106198 85707.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 212.249 189.735 0.0103785 0.00102914 85567.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.932 186.914 0.0106153 0.00103992 83547.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.902 183.962 0.0103607 0.00102541 85696.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 205.409 182.148 0.0103139 0.00102145 86091.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 203.073 180.248 0.0105706 0.00121514 85511.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.7 178.603 0.0103803 0.00102935 85552.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.714 175.653 0.0102835 0.0010209 86368.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 196.369 173.48 0.0102908 0.00102186 86309.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 194.278 171.902 0.0103 0.00101919 86199.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 192.519 170.316 0.0102955 0.00101934 86242.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 190.055 167.573 0.0104442 0.00102967 84974.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.782 165.634 0.0103295 0.00102735 86001.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.552 163.437 0.0103632 0.00104896 85890 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.454 161.677 0.0103537 0.0010485 85973.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 181.486 159.63 0.0104872 0.00117583 85916.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 179.494 158.291 0.010576 0.00104144 83905.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.577 156.808 0.0103419 0.00102495 85865.3 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.351 154.229 0.0103421 0.00103177 85926.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.35 152.697 0.0103382 0.00105443 86171.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.562 150.425 0.010434 0.00104415 85198.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.849 149.381 0.010394 0.00103223 85454.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.536 147.669 0.0104321 0.0010347 85129.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.681 145.873 0.0104064 0.00104574 85464.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.81 143.922 0.0104343 0.00103631 85124.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.815 142.062 0.0105239 0.00103902 84344.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.917 140.804 0.0104671 0.00106865 85120.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 158.256 138.621 0.0105134 0.00103198 84375.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 156.438 137.979 0.0104321 0.00104102 85187.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.799 135.944 0.0104167 0.0010324 85248.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.778 134.838 0.0104388 0.00106095 85307.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.869 132.254 0.0103779 0.00102728 85555.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.927 130.902 0.0104064 0.00104367 85444.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.62 129.698 0.010396 0.00103824 85490.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.858 128.014 0.0104793 0.00104794 84823.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 144.248 125.579 0.0104008 0.00103551 85421.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 142.473 124.39 0.0103925 0.0010335 85479.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.724 123.601 0.0104723 0.00104274 84839.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 139.522 122.436 0.0104065 0.00103878 85399.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.592 121.532 0.0104601 0.00104097 84933.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.94 119.657 0.0104461 0.00104347 85082.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 134.193 117.931 0.0104599 0.00103466 84878.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.674 116.42 0.010436 0.00105516 85280.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.05 114.597 0.0104554 0.00103982 84965.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.507 114.396 0.0104329 0.00104066 85176.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.877 113.775 0.0104476 0.00103379 84981.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.46 110.72 0.0104049 0.00102989 85333.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 125.047 109.847 0.0104568 0.00103757 84933 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.345 108.727 0.0104132 0.00103436 85298.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.11 107.759 0.0104526 0.00106543 85222.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.718 106.914 0.0104063 0.00105231 85525.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.605 104.438 0.0104269 0.00104032 85228.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 118.07 103.883 0.0105051 0.00103818 84504.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 116.321 102.322 0.0109044 0.00106445 81301.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.963 102.047 0.0103523 0.00102448 85764.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.634 100.363 0.0103125 0.0010233 86121.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.259 98.6676 0.0103754 0.00103536 85653 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.985 98.2335 0.0103242 0.00102437 86023.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.882 95.9634 0.010339 0.0010374 86006.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.471 95.7264 0.0103526 0.00103241 85835.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 107.256 93.5875 0.0103279 0.00102307 85976.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 106.027 92.9997 0.0102973 0.00102132 86244.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.453 91.0463 0.0103314 0.00102675 85978.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.235 90.6023 0.0103999 0.00104484 85514.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 102.014 89.1551 0.0106174 0.00104687 83590.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.877 88.2461 0.01038 0.00104811 85727.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 100.19 86.8687 0.01039 0.00102943 85464.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.3505 85.3737 0.0103971 0.00102553 85364.5 0
: 586 | 97.2817 85.7903 0.0103723 0.000986959 85239.7 1
: 587 Minimum Test error found - save the configuration
: 587 | 96.4224 84.0388 0.0107687 0.00127345 84252.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 95.1832 83.0375 0.0107377 0.00103056 82413.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 94.2671 82.1019 0.0104324 0.00102988 85083.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 93.1537 81.1517 0.0109881 0.0011443 81269.2 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.8425 80.3868 0.0105598 0.00108574 84441.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.741 78.6311 0.0103881 0.00106656 85822.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.6066 77.7293 0.0103765 0.00104781 85757.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.4463 76.5049 0.0103636 0.00103125 85723.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.2029 75.77 0.0104471 0.00103257 84974.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.3024 75.3207 0.0104322 0.00103757 85155.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.3796 73.9623 0.0103649 0.00103019 85701.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.3914 72.8543 0.0106719 0.00105649 83199.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.4485 72.0634 0.0103953 0.00104358 85545.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.3927 71.0521 0.0104749 0.00106331 85002 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.4127 69.7731 0.0105912 0.00103345 83701.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.5472 68.9492 0.010387 0.00102746 85474 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.5604 68.4819 0.010391 0.00103079 85468.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.8592 67.0707 0.0104989 0.00108252 84958.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.7589 66.8611 0.0103617 0.00102587 85691 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.7836 65.6541 0.0103502 0.00104608 85983.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 76.0381 65.3045 0.0103978 0.00104703 85554.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 75.1087 64.4014 0.0105144 0.00103152 84363 0
: 609 Minimum Test error found - save the configuration
: 609 | 74.1919 63.0166 0.0104035 0.00105237 85551.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 73.3223 62.6025 0.0103412 0.00102439 85866.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.4193 61.5124 0.0103794 0.00104692 85722.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.5521 61.3954 0.0103061 0.00102572 86203.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.9321 61.3351 0.0106184 0.00112319 84253.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 70.2777 59.23 0.0104728 0.00104905 84891.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 69.3091 58.5908 0.0103724 0.00106211 85926.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.2316 58.1506 0.0103295 0.00102751 86003.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.4942 56.8841 0.0103484 0.0010296 85848 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.6922 56.3489 0.0104747 0.00104248 84815.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.8734 55.7512 0.0104983 0.00107607 84905.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.9025 54.645 0.0105235 0.00104221 84376.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.403 54.0665 0.0103568 0.00105008 85959.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.9928 53.63 0.010395 0.0010335 85456.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.8104 52.4351 0.0103483 0.0010376 85922.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.8636 51.9467 0.0109344 0.00107634 81151.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 61.3085 51.1078 0.0104159 0.00103579 85287.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.5423 50.8025 0.0107214 0.00103859 82620.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 60.0169 49.9352 0.0104143 0.00103466 85290.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 59.3167 49.7024 0.0103689 0.00107415 86069.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.6235 48.7455 0.010358 0.00103015 85764.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.7695 47.6207 0.0103407 0.00102541 85880.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 57.0004 47.3541 0.0103043 0.00102819 86243 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.4094 47.1572 0.0103231 0.00103298 86113.4 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.5912 45.8109 0.0104048 0.00104276 85451.1 0
: 634 Minimum Test error found - save the configuration
: 634 | 55.0275 45.2681 0.0103091 0.00102094 86130.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.1973 44.4053 0.0103127 0.00103406 86219.5 0
: 636 | 53.4853 44.4931 0.010313 0.000992948 85836.7 1
: 637 Minimum Test error found - save the configuration
: 637 | 53.0297 43.595 0.0103163 0.00102584 86110.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.4214 42.9287 0.0103385 0.00102513 85897.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.6249 42.3578 0.0103002 0.00102465 86248 0
: 640 Minimum Test error found - save the configuration
: 640 | 51.1646 41.4644 0.0103002 0.00102764 86275.8 0
: 641 | 50.4934 42.4322 0.0102912 0.00099027 86012.5 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.8975 40.4568 0.0103549 0.00102311 85728.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.1945 39.7049 0.0102881 0.00102137 86330.4 0
: 644 | 48.7441 39.7408 0.010258 0.000987098 86291.2 1
: 645 Minimum Test error found - save the configuration
: 645 | 48.2657 38.7461 0.0103003 0.00102519 86252.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.7653 38.0275 0.0103159 0.00103803 86227.1 0
: 647 | 47.1091 38.2299 0.0102619 0.00100095 86383.8 1
: 648 Minimum Test error found - save the configuration
: 648 | 46.4565 37.3513 0.0103782 0.00103489 85622.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.8696 37.2491 0.0109763 0.00106301 80699.4 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.3204 36.1807 0.0104457 0.00104076 85061.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.6884 36.1645 0.0119873 0.00119801 74147.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 44.1323 35.2675 0.0131276 0.00176991 70437.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.5181 34.5348 0.0139517 0.00106423 62076 0
: 654 | 43.3473 34.7625 0.0104514 0.00102338 84853.5 1
: 655 Minimum Test error found - save the configuration
: 655 | 42.7059 33.884 0.0104748 0.00107843 85138.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.2272 33.3705 0.0104301 0.001065 85423.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.6686 32.6421 0.0103329 0.00102648 85962.1 0
: 658 | 41.1904 32.6606 0.0103463 0.000991028 85512.8 1
: 659 Minimum Test error found - save the configuration
: 659 | 40.7284 32.3564 0.0104386 0.00105077 85216.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 40.1814 31.4113 0.0104143 0.00103722 85313.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.6864 30.9277 0.010305 0.00102659 86221.6 0
: 662 | 39.1401 31.6174 0.010411 0.00102611 85243.4 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.7938 30.3036 0.0103413 0.00103322 85946.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.6309 30.0799 0.0107529 0.00113228 83154.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.9542 29.4931 0.0105364 0.00104929 84324.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.2755 28.6771 0.0104378 0.00105269 85241.8 0
: 667 | 37.0639 29.9114 0.0105842 0.00101667 83616.5 1
: 668 Minimum Test error found - save the configuration
: 668 | 37.0401 28.1634 0.010512 0.00104928 84542.6 0
: 669 Minimum Test error found - save the configuration
: 669 | 36.2317 27.9579 0.0106466 0.00109373 83744.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.7906 26.9747 0.0104698 0.00103487 84791 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.2887 26.8739 0.010422 0.00102878 85168 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.6764 26.8119 0.0103805 0.00102983 85555.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.4181 25.8482 0.0105349 0.00114572 85204.4 0
: 674 | 33.9808 26.777 0.0103562 0.0010046 85546.7 1
: 675 Minimum Test error found - save the configuration
: 675 | 33.4322 25.704 0.0103 0.00102327 86237 0
: 676 Minimum Test error found - save the configuration
: 676 | 33.1065 24.805 0.0103753 0.00102846 85590.4 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.7132 24.6968 0.010433 0.00102772 85058.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.6148 24.2329 0.0102903 0.00102239 86319.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 32.2281 23.8778 0.010461 0.00103067 84832.7 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.4148 23.2655 0.010504 0.001038 84512.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 31.1568 23.0344 0.0103489 0.0010191 85747.1 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.9033 22.5891 0.0104237 0.00103298 85190.1 0
: 683 | 30.3639 22.9432 0.0102958 0.000987969 85949.4 1
: 684 | 30.2741 23.1417 0.0103105 0.000995128 85879.1 2
: 685 Minimum Test error found - save the configuration
: 685 | 29.8418 22.5335 0.0103425 0.00106598 86239.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 29.2072 21.6304 0.0108887 0.00105514 81354.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.7579 21.3869 0.0102919 0.00102109 86292.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.5622 20.8554 0.0103541 0.0010234 85738.5 0
: 689 Minimum Test error found - save the configuration
: 689 | 28.1162 20.4754 0.0105296 0.0010533 84421.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.7002 19.684 0.010286 0.00102003 86337 0
: 691 | 27.3644 20.2436 0.0103767 0.000987308 85202.1 1
: 692 Minimum Test error found - save the configuration
: 692 | 27.0286 19.2241 0.0104318 0.0010343 85128.6 0
: 693 | 26.5824 20.243 0.010295 0.000987759 85954.5 1
: 694 Minimum Test error found - save the configuration
: 694 | 26.4575 19.0759 0.0103914 0.00103084 85464.5 0
: 695 | 26.046 19.3315 0.0103843 0.000987928 85139.1 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.5803 19.0211 0.0103332 0.00103004 85992.3 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.2568 18.1621 0.0103399 0.00102246 85860.6 0
: 698 | 25.0065 19.0979 0.0102903 0.000987318 85993.8 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.867 17.4229 0.0104424 0.00103791 85065.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.4295 17.2362 0.0103204 0.00102495 86063.4 0
: 701 | 24.0663 18.3024 0.0103036 0.00098464 85846.9 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.6971 16.7325 0.0103113 0.00102558 86153.4 0
: 703 | 23.432 16.737 0.0102621 0.000988128 86263.2 1
: 704 | 23.0934 16.8548 0.0103946 0.000986748 85035.4 2
: 705 Minimum Test error found - save the configuration
: 705 | 22.9011 16.19 0.0102797 0.00101952 86391.4 0
: 706 | 22.5222 16.4404 0.010306 0.000986608 85842.2 1
: 707 | 22.1778 16.2104 0.0102683 0.000986258 86188 2
: 708 Minimum Test error found - save the configuration
: 708 | 21.9192 15.7004 0.0103583 0.00102956 85756 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.6482 15.4992 0.010368 0.00102853 85657.8 0
: 710 | 21.3392 15.5647 0.0103364 0.000989008 85584.9 1
: 711 Minimum Test error found - save the configuration
: 711 | 21.0028 14.6669 0.0103148 0.00102589 86124.6 0
: 712 | 20.721 14.8592 0.0103717 0.000991598 85287.1 1
: 713 Minimum Test error found - save the configuration
: 713 | 20.4109 14.6489 0.0103236 0.00102874 86069.4 0
: 714 Minimum Test error found - save the configuration
: 714 | 20.1485 14.3654 0.0102946 0.00101823 86240.8 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.8445 14.1885 0.0103632 0.00102921 85708 0
: 716 | 19.5617 14.5274 0.0102893 0.00099312 86056.9 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.4846 14.0095 0.0102848 0.00102393 86384.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 19.3153 13.5046 0.0103874 0.0010405 85589.8 0
: 719 Minimum Test error found - save the configuration
: 719 | 19.0697 12.9977 0.0103149 0.00102627 86126.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.7539 12.7403 0.010375 0.00103094 85615.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.5013 12.287 0.0103608 0.00102427 85684.6 0
: 722 | 18.3923 13.2929 0.0109454 0.00143663 84132.6 1
: 723 | 18.047 12.4623 0.0104524 0.00100125 84645.5 2
: 724 | 17.7915 12.4373 0.0106251 0.00119954 84876 3
: 725 | 17.3922 12.9744 0.0103392 0.000988149 85551.9 4
: 726 Minimum Test error found - save the configuration
: 726 | 17.3226 12.0727 0.010393 0.0010542 85664.3 0
: 727 Minimum Test error found - save the configuration
: 727 | 17.036 11.2311 0.0103761 0.00102567 85557.8 0
: 728 | 16.8254 12.0374 0.0103839 0.000989058 85152.8 1
: 729 Minimum Test error found - save the configuration
: 729 | 16.44 10.7191 0.0103034 0.00102184 86192.5 0
: 730 | 16.3456 10.8709 0.0102706 0.00098649 86168.6 1
: 731 | 16.1888 11.132 0.0102487 0.000987529 86381.9 2
: 732 | 16.1856 11.137 0.0102984 0.000987339 85919.2 3
: 733 | 15.6469 10.9723 0.0102744 0.000996218 86224.1 4
: 734 Minimum Test error found - save the configuration
: 734 | 15.7033 10.7177 0.0103515 0.00103078 85829.8 0
: 735 Minimum Test error found - save the configuration
: 735 | 15.4155 10.4248 0.0102782 0.00102068 86416 0
: 736 Minimum Test error found - save the configuration
: 736 | 15.2804 10.3829 0.0117829 0.00107423 74705.8 0
: 737 | 15.1701 10.5397 0.0132755 0.000995318 65145.5 1
: 738 Minimum Test error found - save the configuration
: 738 | 15.1133 9.65934 0.0103973 0.00104653 85554.6 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.6403 9.39747 0.0104687 0.00102972 84754.6 0
: 740 | 14.2623 9.59084 0.0102564 0.00098769 86312.2 1
: 741 | 14.153 10.1302 0.0103761 0.000998158 85306.6 2
: 742 Minimum Test error found - save the configuration
: 742 | 14.1857 8.94177 0.0104771 0.00103893 84762.5 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.8082 8.86795 0.0103376 0.00103951 86039.1 0
: 744 | 13.5942 9.27095 0.0102926 0.000987539 85974.6 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.3864 8.28243 0.0102839 0.00102095 86365.2 0
: 746 Minimum Test error found - save the configuration
: 746 | 13.3069 8.13944 0.0103131 0.00102626 86143.5 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.9937 8.03308 0.0103439 0.00102561 85853 0
: 748 | 12.8895 8.1218 0.0102691 0.000987208 86189.6 1
: 749 | 12.7344 8.25889 0.0104313 0.0010057 84875.4 2
: 750 Minimum Test error found - save the configuration
: 750 | 12.5822 7.21125 0.010474 0.00105237 84910.6 0
: 751 | 12.3209 7.74808 0.010321 0.000990788 85742.6 1
: 752 | 12.378 7.52933 0.0102862 0.000986929 86028.6 2
: 753 | 12.0756 7.31839 0.0102817 0.00098577 86059 3
: 754 Minimum Test error found - save the configuration
: 754 | 11.9403 6.8612 0.0103415 0.00102474 85866.6 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.7156 6.72932 0.0103769 0.00102109 85508.2 0
: 756 | 11.5776 7.46462 0.0102996 0.000987358 85908.2 1
: 757 | 11.5161 6.84834 0.0103276 0.00102174 85967.6 2
: 758 Minimum Test error found - save the configuration
: 758 | 11.3658 6.63756 0.0105527 0.00108414 84489.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 11.2285 6.62666 0.0106821 0.00113935 83833.5 0
: 760 Minimum Test error found - save the configuration
: 760 | 11.028 6.49701 0.0106235 0.00108014 83828.3 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.7953 5.70437 0.0104212 0.00105057 85373.5 0
: 762 | 10.7375 6.28499 0.0102865 0.00099989 86145.9 1
: 763 | 10.5938 6.07555 0.0103055 0.000989449 85873.4 2
: 764 | 10.3702 5.80482 0.0103162 0.000988008 85761.1 3
: 765 Minimum Test error found - save the configuration
: 765 | 10.3907 5.39177 0.0103212 0.0010254 86060.5 0
: 766 | 10.2118 5.7019 0.0103578 0.00101641 85640.4 1
: 767 | 10.1349 5.92982 0.0103487 0.000989289 85475.2 2
: 768 | 10.0352 5.90365 0.0103196 0.000988768 85737 3
: 769 | 9.84436 5.44038 0.0103284 0.00098951 85662.8 4
: 770 Minimum Test error found - save the configuration
: 770 | 9.82931 5.19165 0.0103741 0.00103489 85660.2 0
: 771 | 9.59139 5.62798 0.0104047 0.000987878 84954.7 1
: 772 Minimum Test error found - save the configuration
: 772 | 9.27779 4.79253 0.0103584 0.00104262 85875.6 0
: 773 | 9.23607 5.11801 0.0105776 0.00105637 84022.8 1
: 774 | 9.30601 5.26242 0.0105115 0.00104935 84547.6 2
: 775 | 9.21854 4.8739 0.0107812 0.00113518 82936.1 3
: 776 Minimum Test error found - save the configuration
: 776 | 9.00183 4.66754 0.0106917 0.00104675 82944.7 0
: 777 | 8.73376 4.6955 0.0103218 0.000986788 85699 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.66789 4.04287 0.0104456 0.00102809 84948.5 0
: 779 | 8.47402 4.32522 0.0103552 0.000990389 85426.3 1
: 780 | 8.45787 4.41245 0.0104912 0.00099068 84206 2
: 781 | 8.3595 5.06003 0.0104155 0.001029 85228.6 3
: 782 | 8.3475 4.4377 0.0105822 0.00100611 83541.6 4
: 783 Minimum Test error found - save the configuration
: 783 | 8.05962 3.9892 0.0104804 0.0010672 84986.9 0
: 784 Minimum Test error found - save the configuration
: 784 | 8.00151 3.72185 0.0109239 0.00106358 81133.2 0
: 785 | 7.96592 4.30721 0.0107445 0.00106453 82644.7 1
: 786 | 7.82061 5.02374 0.0104636 0.00100109 84543.9 2
: 787 | 7.90162 4.1482 0.0106385 0.00104179 83362.1 3
: 788 | 7.75339 3.8186 0.0106045 0.00103832 83627.6 4
: 789 | 7.7246 4.49061 0.0105331 0.00106737 84515.2 5
: 790 | 7.63221 4.13025 0.0105693 0.00100428 83637.7 6
: 791 | 7.50086 5.11978 0.010562 0.00101169 83767.1 7
: 792 Minimum Test error found - save the configuration
: 792 | 7.42648 3.45046 0.010429 0.00104989 85296.2 0
: 793 | 7.10567 3.51522 0.0105127 0.000991788 84025.4 1
: 794 | 7.12158 3.78222 0.0104878 0.00100637 84375 2
: 795 | 7.10252 3.93816 0.0106519 0.00100501 82928.4 3
: 796 Minimum Test error found - save the configuration
: 796 | 6.95233 3.31531 0.0105893 0.00104851 83850.5 0
: 797 | 6.7673 3.60075 0.0105089 0.000993559 84074.8 1
: 798 | 6.71995 3.89387 0.0103822 0.00101405 85395.9 2
: 799 | 6.67013 3.54269 0.0104043 0.000988699 84965.1 3
: 800 Minimum Test error found - save the configuration
: 800 | 6.54373 3.3098 0.0105052 0.00107666 84848.7 0
: 801 Minimum Test error found - save the configuration
: 801 | 6.37322 3.20977 0.0105764 0.00107615 84208 0
: 802 | 6.41784 3.51722 0.0104618 0.00106221 85110 1
: 803 | 6.25357 3.60919 0.0104715 0.00102041 84646.3 2
: 804 | 6.19531 3.43711 0.0103605 0.00100425 85504.3 3
: 805 | 6.25746 3.38036 0.0103849 0.000988969 85143.3 4
: 806 | 6.16033 3.6741 0.0104881 0.000991348 84239.7 5
: 807 Minimum Test error found - save the configuration
: 807 | 6.13061 2.91712 0.0104201 0.00105711 85443.1 0
: 808 | 5.90922 3.54217 0.0104197 0.0010505 85386.1 1
: 809 | 5.75556 3.13419 0.0103544 0.0010237 85738.7 2
: 810 | 5.74649 3.03969 0.0103604 0.00104088 85841.4 3
: 811 | 5.80668 3.94216 0.0103181 0.00100985 85945.1 4
: 812 | 5.65623 3.53865 0.010576 0.00101462 83669.9 5
: 813 | 5.84498 3.5022 0.0103326 0.000988628 85616.9 6
: 814 Minimum Test error found - save the configuration
: 814 | 5.58816 2.8549 0.0105357 0.00107325 84544.6 0
: 815 | 5.56463 3.14896 0.0110281 0.00113725 80883 1
: 816 | 5.33383 3.36972 0.0105733 0.00100131 83577.4 2
: 817 | 5.30883 3.38692 0.0109649 0.00133593 83082.7 3
: 818 | 5.38126 2.90711 0.0131509 0.00171047 69927.5 4
: 819 | 5.17734 3.74576 0.0125842 0.00103532 69270.8 5
: 820 | 5.10767 3.23073 0.0109446 0.00102666 80661.5 6
: 821 | 5.13137 3.5754 0.0103694 0.000989699 85290.6 7
: 822 | 4.97043 3.25963 0.0102489 0.000988509 86389.7 8
: 823 | 4.91788 3.6616 0.0103637 0.00101985 85617.4 9
: 824 | 4.9665 3.85569 0.0103338 0.000986349 85584.9 10
: 825 | 4.81706 2.98885 0.0102887 0.000985817 85995.2 11
: 826 | 4.88851 3.19114 0.010258 0.000988068 86300.5 12
: 827 | 4.80596 3.60378 0.0102872 0.000985898 86009.8 13
: 828 | 4.68229 3.07314 0.0102813 0.000988328 86086.5 14
: 829 Minimum Test error found - save the configuration
: 829 | 4.62983 2.85331 0.0103842 0.00105513 85753.7 0
: 830 | 4.43985 2.97058 0.0104296 0.00101606 84983.8 1
: 831 | 4.4005 2.85884 0.0102654 0.000989558 86245.7 2
: 832 | 4.46285 4.02 0.0102979 0.000987688 85927.1 3
: 833 | 4.70249 3.32007 0.0103034 0.00098862 85885.1 4
: 834 | 4.371 2.99427 0.0102667 0.00098811 86220 5
: 835 | 4.32583 3.16047 0.0103026 0.000986418 85872.2 6
: 836 | 4.30303 3.51404 0.0102578 0.000984568 86269.9 7
: 837 | 4.32279 3.64942 0.0103546 0.00106588 86126.4 8
: 838 | 4.20758 3.26319 0.0102816 0.000988749 86088 9
: 839 | 4.19217 3.35768 0.0103087 0.000983799 85791.3 10
: 840 | 4.20493 3.5943 0.0103022 0.000986838 85879.8 11
: 841 | 4.04291 3.35388 0.0103046 0.000987019 85859.3 12
: 842 | 3.97059 3.30822 0.0104067 0.00106405 85628.5 13
: 843 | 3.82221 3.60557 0.0103094 0.000988268 85826.5 14
: 844 | 3.89283 3.18217 0.0108246 0.000990319 81348.3 15
: 845 | 3.765 3.23671 0.0102672 0.00098731 86208.2 16
: 846 | 3.80593 3.25253 0.0108727 0.000992709 80972 17
: 847 | 3.75718 3.4032 0.0124107 0.000995679 70083 18
: 848 | 3.83549 3.5365 0.0118662 0.00100234 73638.7 19
: 849 | 3.73156 3.49953 0.0103941 0.000989958 85068.5 20
: 850 | 3.75656 3.06366 0.0106338 0.0010001 83042.1 21
:
: Elapsed time for training with 1000 events: 8.96 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0111 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.84 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.171 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= 3.33686e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10969e+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: 0.0392 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: 0.0372 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: 0.0981 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: 0.91 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: 0.0209 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00262 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: 0.0376 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00441 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: 0.00246 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000334 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: 0.0967 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0115 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: 0.941 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.106 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 : -0.820 0.0107 5.65 1.61 | 3.212 3.217
: 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 : -0.109 0.0771 2.02 1.15 | 3.369 3.356
: 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.