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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.27 sec
: Elapsed time for training with 1000 events: 0.274 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00272 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: 0.000857 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00413 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: 0.000213 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000304 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 = 31552.5
: --------------------------------------------------------------
: 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 | 33104.3 31162.2 0.0107041 0.00108059 83129.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32604.6 30600.3 0.0107658 0.00105286 82364.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 31894.6 29916.8 0.0108314 0.00106991 81954.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31139.4 29276.5 0.0108086 0.0010747 82186.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30397.8 28585.7 0.0112229 0.00107569 78839 0
: 6 Minimum Test error found - save the configuration
: 6 | 29593.3 27684.2 0.0110049 0.00108898 80678.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28843.5 26997.4 0.0106124 0.00102507 83443.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28354.8 26617.8 0.0110281 0.00107058 80341.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 27996.1 26291.5 0.0109202 0.00105517 81094.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27669.9 25992.5 0.0106348 0.00100745 83096.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27368.6 25706.7 0.0103863 0.00104795 85667.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27073.5 25440.1 0.0123839 0.00103406 70485.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26801.8 25173.2 0.0103378 0.00103564 86001.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26529 24918.3 0.0102924 0.00100537 86141.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26267.4 24669 0.0103731 0.00102096 85542.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 26008.5 24429.2 0.0105191 0.00103764 84375.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25757.8 24194 0.0104166 0.00101534 85094.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25512.5 23962.2 0.0102778 0.00100074 86234.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25275.2 23728.8 0.0104566 0.00103254 84888.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25034.6 23504.8 0.0104705 0.00103438 84780.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24799.5 23287.2 0.010276 0.00102545 86481 0
: 22 Minimum Test error found - save the configuration
: 22 | 24572.5 23068.4 0.0102651 0.00101254 86463 0
: 23 Minimum Test error found - save the configuration
: 23 | 24346.8 22852.2 0.0102341 0.000996814 86605.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24120.7 22643.4 0.0101772 0.000996954 87143.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 23904.2 22432.2 0.0102764 0.00100446 86281.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23685.7 22225.8 0.0102046 0.00100593 86969.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23471.9 22021.3 0.0102252 0.00101427 86852.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23258.7 21821.6 0.0102658 0.00108094 87099.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23048.6 21625.7 0.0106324 0.00122046 84998.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22844.3 21428.7 0.011242 0.00132929 80704.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22638.2 21236.5 0.0114744 0.00127089 78404.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22437.5 21044.7 0.0106233 0.00102107 83314.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22237 20856.2 0.0101361 0.00101248 87684.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22038.8 20670.7 0.0101392 0.00101327 87662.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21845.2 20484.8 0.0109026 0.00102538 80994.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21650.3 20303.5 0.0104895 0.00102619 84536.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21461.6 20120.8 0.010199 0.000994885 86917.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21268.7 19945.5 0.0107115 0.00139709 85888.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21085.1 19766.7 0.0109132 0.00106681 81247.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20898 19592.8 0.011261 0.00105268 78367.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20717.1 19417.3 0.010164 0.00100333 87329.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20533 19247 0.0106077 0.00102407 83476 0
: 43 Minimum Test error found - save the configuration
: 43 | 20353.7 19075.7 0.0102473 0.00100916 86597 0
: 44 Minimum Test error found - save the configuration
: 44 | 20173 18904.3 0.0107443 0.00102154 82281.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 19991.2 18736.9 0.0109877 0.00103156 80352.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19816.6 18571.6 0.0104116 0.00101694 85155.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19645.5 18411.4 0.0103157 0.00102935 86147.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19473.7 18245 0.0102189 0.00102518 87015.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19298.5 18082.1 0.0115206 0.00106309 76500.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19133.2 17925.7 0.0102673 0.00103324 86635.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18965.6 17771.8 0.0104187 0.00105915 85474 0
: 52 Minimum Test error found - save the configuration
: 52 | 18799.7 17607.6 0.0103294 0.00105635 86271.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18631.9 17452.5 0.0102944 0.00105493 86585.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18469.5 17300.8 0.0104829 0.00118874 86075.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18304.8 17145.2 0.0112305 0.00168899 83844.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18145.5 16995.3 0.0111263 0.00102623 79207.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 17985.9 16841.3 0.0102569 0.00101648 86576.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17827 16691.4 0.0104548 0.00102363 84824.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17668.3 16538.9 0.0104091 0.00102688 85267.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17516.1 16391.2 0.0103849 0.00111908 86338.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17356 16240.5 0.0108711 0.00131952 83755.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17202.3 16095.8 0.010501 0.00102849 84454.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17050.4 15951.6 0.0103797 0.00103926 85649.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16900.3 15807.2 0.0104382 0.00105074 85219.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16749.7 15662.7 0.0105449 0.00103072 84084.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16598.7 15520.7 0.0113874 0.00107546 77579.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16452.9 15384.6 0.011184 0.00108461 79213 0
: 68 Minimum Test error found - save the configuration
: 68 | 16303.1 15240.4 0.0104405 0.00105244 85215 0
: 69 Minimum Test error found - save the configuration
: 69 | 16156 15101.9 0.0105253 0.00105416 84466.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16010.4 14968.5 0.0106384 0.00106546 83569.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 15866.4 14831 0.01053 0.00103889 84289.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15726.1 14695.3 0.0105078 0.00109136 84957.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15584.5 14560.2 0.0107786 0.00124459 83910.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15442.9 14429.7 0.0104345 0.00105525 85294.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15307 14296.7 0.0104393 0.00103108 85031.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15167.6 14167.5 0.0104184 0.00102528 85168.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15032.7 14038.7 0.0106923 0.00107371 83172.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14897 13911.3 0.0104444 0.00111567 85756.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14762.1 13787.5 0.0104794 0.00107161 85035.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14631.8 13661.5 0.0103484 0.00103823 85927.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14500.1 13537.4 0.0107167 0.00106018 82845.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14368.9 13416.3 0.010376 0.00105663 85842.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14240.1 13296.1 0.0104843 0.00105296 84823.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14114.7 13173.5 0.0103078 0.00102537 86184.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 13986.6 13054.1 0.0102477 0.00102066 86701.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13860.6 12937.2 0.010276 0.00103619 86582.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13737.2 12819 0.0103494 0.00105218 86047.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13612.6 12703.9 0.0102598 0.00102005 86582.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13490.8 12590.3 0.0105634 0.00105105 84101 0
: 90 Minimum Test error found - save the configuration
: 90 | 13370 12477.5 0.0104104 0.0010398 85373 0
: 91 Minimum Test error found - save the configuration
: 91 | 13249.7 12365.6 0.0107193 0.00103757 82630.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13130.6 12256.4 0.0104148 0.00104539 85384.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13012 12147.7 0.0103214 0.00102883 86090.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12894.3 12041.4 0.0102676 0.00102976 86599.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12780.4 11933.1 0.0102544 0.00102274 86658.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12664.2 11831.8 0.0102332 0.00102146 86845.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12550.2 11724 0.0102661 0.00102669 86585.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12438.3 11622.1 0.0102644 0.00101825 86522.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12328 11515.9 0.0102434 0.00101809 86718.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12213.5 11421.7 0.0102218 0.00102046 86943.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12104.8 11320 0.0102585 0.0010176 86571.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 11994.9 11223 0.0103154 0.00104111 86259.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11888.6 11123.4 0.0104657 0.00104688 84936 0
: 104 Minimum Test error found - save the configuration
: 104 | 11779.9 11030.6 0.0103274 0.00104782 86211.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11672.8 10930.6 0.0105855 0.00108968 84247.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11569.4 10835.4 0.0104138 0.00106427 85565.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11465.5 10742.9 0.0103046 0.00103417 86296 0
: 108 Minimum Test error found - save the configuration
: 108 | 11359.7 10648.4 0.010327 0.00104163 86157.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11259 10558.6 0.0104182 0.00106654 85546 0
: 110 Minimum Test error found - save the configuration
: 110 | 11155.4 10469.8 0.010374 0.00103771 85687.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11056.6 10374.8 0.0104268 0.00104406 85263.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 10955.7 10284.4 0.0102472 0.00102674 86763.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10857.6 10192.8 0.0104314 0.00115118 86204.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10758.4 10104.8 0.0112485 0.0011295 79059 0
: 115 Minimum Test error found - save the configuration
: 115 | 10661.9 10019.9 0.0106111 0.00106475 83802.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10566.2 9923.09 0.0105885 0.0010524 83892 0
: 117 Minimum Test error found - save the configuration
: 117 | 10469.2 9836.53 0.0104188 0.00104228 85319.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10373.6 9756.49 0.0103685 0.00103721 85733.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10281.5 9662.51 0.0103045 0.00103543 86308.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10188.7 9583.92 0.0104975 0.0010429 84614.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10096 9499.1 0.0105683 0.001043 83986.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10003.6 9412.15 0.0107185 0.00105708 82803.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9913.14 9327.51 0.0104943 0.00108052 84982.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 9824.33 9236.57 0.0104698 0.00104295 84864.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9734.35 9159.34 0.010343 0.00104567 86045.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9646.93 9071.23 0.0113186 0.00106887 78051 0
: 127 Minimum Test error found - save the configuration
: 127 | 9559.47 8997.13 0.0103782 0.00104136 85681.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9472.44 8913.2 0.0103941 0.00105419 85653.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9386.01 8828.23 0.0103065 0.00103772 86311.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9300.61 8754.78 0.0111117 0.00146589 82937.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9216.55 8673.41 0.0103324 0.00103815 86074.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9134.17 8590.4 0.0104312 0.00105637 85334.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9050.36 8511.05 0.0103718 0.00103918 85720.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 8966.53 8443.45 0.0105028 0.00107412 84847.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8885.91 8366.41 0.0141394 0.00112151 61453.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8806.04 8281.18 0.0107993 0.0010562 82109.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8725.67 8206.97 0.0103771 0.0010649 85908.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8646.84 8128.85 0.0103806 0.00104878 85728.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8566.91 8058.47 0.0106804 0.0012542 84869.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8490.01 7976.19 0.0114763 0.00109511 77062.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8412.31 7908.01 0.0106757 0.00117326 84188.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8334.7 7836.48 0.0104419 0.00105105 85189.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8260.61 7760.6 0.0108801 0.00112078 81973.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8183.43 7691.06 0.010371 0.00104276 85761.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8109.72 7617.85 0.0103566 0.00105086 85968.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8036.7 7548.39 0.010377 0.00108571 86102.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7961.82 7475.2 0.0103059 0.00105244 86454.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7889.38 7406.54 0.0102973 0.00104332 86448.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7818.34 7333.2 0.0102963 0.00102677 86304 0
: 150 Minimum Test error found - save the configuration
: 150 | 7746.64 7268.63 0.0104985 0.00105775 84738.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7675.56 7198.35 0.0103321 0.00102824 85986 0
: 152 Minimum Test error found - save the configuration
: 152 | 7605.79 7133.61 0.0102541 0.00103059 86735.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7536.19 7062.03 0.0103652 0.00105327 85911 0
: 154 Minimum Test error found - save the configuration
: 154 | 7466.63 6994.89 0.0103194 0.00102858 86106.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7398.82 6936.46 0.0103533 0.00103539 85856.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7331.22 6867.74 0.0103901 0.00104436 85600.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7264.27 6802.71 0.010413 0.00104163 85366.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7197.95 6741.1 0.0103676 0.00105013 85860 0
: 159 Minimum Test error found - save the configuration
: 159 | 7131.81 6670.87 0.0103256 0.00103535 86111.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7066.81 6615.04 0.0104538 0.00104323 85010.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7002.45 6551.56 0.0104513 0.00107982 85365.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6936.91 6490.41 0.0104189 0.0010352 85254.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6874.75 6429.68 0.0105227 0.00117369 85570.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6812.09 6365.37 0.0103095 0.00107853 86664.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6748.68 6316.96 0.0104029 0.00107164 85733.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6686.89 6250.46 0.0106078 0.00105172 83716.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6625.74 6191.02 0.0105479 0.0010616 84332.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6565.69 6132.75 0.0103908 0.0010474 85622.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6505.07 6072.89 0.0103616 0.00103845 85808.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6446.2 6011.52 0.0104858 0.0010493 84776.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6385.27 5956.67 0.0103561 0.00104406 85910.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6326.61 5900.99 0.010394 0.00105192 85633.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6270.25 5844.91 0.0104161 0.00104086 85331 0
: 174 Minimum Test error found - save the configuration
: 174 | 6212.27 5789.92 0.0104214 0.00106245 85479.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 6153.7 5733.08 0.0104278 0.00104298 85243.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6097.98 5679.18 0.0103487 0.00103975 85939.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6042.34 5626.87 0.0104382 0.0011158 85815 0
: 178 Minimum Test error found - save the configuration
: 178 | 5985.96 5566.37 0.0104394 0.00106726 85359 0
: 179 Minimum Test error found - save the configuration
: 179 | 5931.61 5519.26 0.0104736 0.00104985 84891.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5876.84 5465.97 0.0104091 0.00103637 85354.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5822.59 5417.81 0.0104743 0.00105967 84974.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5768.25 5360.23 0.0103468 0.00103674 85928.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5715.91 5314.86 0.0105604 0.00106716 84270.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5663.52 5261.01 0.0124356 0.00109407 70537.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5611.17 5216.68 0.0121091 0.00130163 74022.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5559.08 5163.76 0.0116138 0.00107237 75891.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5508.84 5113.84 0.0107198 0.00131028 85020.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5457.72 5065.26 0.0106913 0.00109662 83379.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5406.24 5017.56 0.0104838 0.0010628 84916.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5356.65 4972.32 0.0103149 0.00103374 86196.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5307.47 4923.04 0.0113252 0.00106799 77993.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5259.25 4876.1 0.0104575 0.00105459 85079.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5210.49 4834.34 0.0104088 0.00105006 85481.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5161.94 4784.38 0.0104043 0.00104513 85477.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5114.83 4741.71 0.0103338 0.00103584 86040.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5067.29 4694.46 0.0103549 0.00104264 85908.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5020.41 4654.01 0.0104629 0.00105464 85031.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4974.24 4608.6 0.0106124 0.00105823 83733.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4928.71 4566.32 0.0107422 0.00122945 84097.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4883.16 4521.87 0.0109924 0.00107823 80692.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4838.2 4480.03 0.0105607 0.00105714 84179.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4793.27 4436.77 0.0103334 0.00103713 86056.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4749.72 4397.18 0.0105674 0.00111772 84658.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4705.92 4355.38 0.010403 0.00104917 85526.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 4662.12 4315.14 0.0104302 0.00105272 85310.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4618.8 4274.56 0.0107461 0.00128442 84551.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4577.36 4234.75 0.0106233 0.0010658 83704.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4534.72 4194.87 0.0105246 0.00109421 84832.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4493.11 4156.48 0.0104808 0.00108361 85131.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4452.75 4114.87 0.0105487 0.00109939 84661.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4410.89 4076.78 0.0106444 0.0010506 83387.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4369.64 4038.89 0.0105014 0.00106021 84735.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4330.6 4001.9 0.0106431 0.00107564 83616.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4290.74 3964.02 0.0104293 0.00107468 85519 0
: 215 Minimum Test error found - save the configuration
: 215 | 4250.56 3927.4 0.0105388 0.00110793 84827.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4212.39 3890.13 0.0107313 0.00113319 83349.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4172.76 3855.1 0.0109658 0.00114088 81425.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4136.28 3819.01 0.0109041 0.00126991 83037.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4097.29 3781.84 0.0105225 0.00106298 84570.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4060.61 3745.51 0.0106536 0.00105664 83359.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4022.48 3711.39 0.0104045 0.00104886 85510.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 3986.29 3676.13 0.0110107 0.00140121 83251.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3949.81 3641.74 0.0117796 0.00110794 74964.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3913.19 3608.28 0.0107944 0.00106905 82259.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3877.5 3574.6 0.0107478 0.00113823 83250.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3843.17 3540.68 0.0109004 0.00117048 82220.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3807.15 3507.86 0.0141334 0.00108468 61308.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3772.76 3475.22 0.0105284 0.00105615 84456.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3738.58 3443.42 0.0105588 0.00108278 84423.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3704.83 3409.59 0.011835 0.00128306 75815.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3670.52 3378.25 0.0125941 0.00169113 73374.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3636.69 3347.24 0.016074 0.00163347 55399.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3604.31 3315.97 0.0130752 0.00109369 66769.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3572.02 3284.38 0.010589 0.00106923 84035.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3538.26 3254.73 0.010403 0.00105016 85535.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3506.92 3223.87 0.010435 0.00106814 85407.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3475.12 3194.52 0.0104546 0.00107372 85279.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3443.44 3164.33 0.0104291 0.00106495 85432.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3412.39 3134.29 0.0104469 0.00106406 85261.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3381.01 3105.67 0.0104389 0.00104994 85206.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3350.38 3078.06 0.0103919 0.00104082 85551.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3320.47 3048.73 0.0104021 0.00104358 85483.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3290.65 3019.69 0.0121342 0.00156962 75725 0
: 244 Minimum Test error found - save the configuration
: 244 | 3259.88 2991.49 0.0112304 0.00107347 78763.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3230.12 2964.53 0.0103778 0.00103247 85604.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3201.04 2937.09 0.0103443 0.00103437 85929.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3172.18 2909.76 0.0104145 0.00104523 85385.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3143.21 2882.6 0.0103847 0.00103841 85595.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3114.95 2855.42 0.0105665 0.00104532 84022.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3085.93 2829.44 0.0104105 0.00104305 85402 0
: 251 Minimum Test error found - save the configuration
: 251 | 3058.86 2802.28 0.0114414 0.00108157 77221.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3030.21 2776.91 0.0109405 0.00109811 81280.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3003.19 2750.54 0.0135804 0.00171321 67412.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2975.64 2725.71 0.0142079 0.00174987 64215.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2948.49 2700.8 0.0155351 0.00126006 56042 0
: 256 Minimum Test error found - save the configuration
: 256 | 2922.07 2675.9 0.0109502 0.00105299 80830.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2895.93 2650.37 0.012162 0.00182712 77407.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2869.22 2625.97 0.0165231 0.00179458 54316.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2843.33 2601.57 0.0130617 0.0010739 66734.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2817.67 2577.41 0.0133989 0.00174132 68625.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2792.24 2553.15 0.0146643 0.00183133 62339.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2766.45 2530.16 0.0159936 0.00185687 56590 0
: 263 Minimum Test error found - save the configuration
: 263 | 2742.25 2506.33 0.0166883 0.00182932 53839.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2716.95 2483.13 0.0141626 0.00114572 61458.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2692.27 2460.02 0.0120923 0.00178661 77627 0
: 266 Minimum Test error found - save the configuration
: 266 | 2667.64 2437.8 0.0149703 0.00112693 57789.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2643.82 2415.12 0.0108504 0.00109654 82018.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2619.62 2393.2 0.0110754 0.00118092 80853 0
: 269 Minimum Test error found - save the configuration
: 269 | 2596.48 2371.01 0.0105463 0.00105729 84307.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2572.72 2348.61 0.01043 0.00105297 85314.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2549.14 2327.08 0.0103326 0.00104509 86136.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2526.33 2305.5 0.0103698 0.00103882 85735.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2502.63 2285.25 0.0104052 0.00104261 85446.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2480.32 2264.21 0.0104427 0.00105487 85217.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 2458.32 2243.11 0.0103588 0.00103344 85787.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2435.94 2221.73 0.0111321 0.00114401 80095.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2413.5 2201.14 0.0106762 0.00109728 83517.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2391.16 2181.52 0.0106682 0.00110209 83628.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2369.34 2162.16 0.0107326 0.00107906 82871 0
: 280 Minimum Test error found - save the configuration
: 280 | 2348.07 2142 0.0111102 0.00117266 80503 0
: 281 Minimum Test error found - save the configuration
: 281 | 2326.93 2121.92 0.0106061 0.0010617 83819 0
: 282 Minimum Test error found - save the configuration
: 282 | 2305.96 2101.65 0.0106871 0.00104705 82986.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2283.73 2083.25 0.0107126 0.00106711 82940.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2263.29 2064.21 0.0105646 0.0010551 84125.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2242.73 2045.28 0.0104339 0.00104148 85175.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2222.21 2026.57 0.0111786 0.00132453 81184.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2202.13 2007.59 0.0108718 0.00106753 81597.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2181.37 1989.28 0.0137269 0.00130942 64425.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2161.3 1971.67 0.0107752 0.00112196 82873.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2141.68 1953.1 0.0121247 0.00148565 75194.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2122.27 1934.75 0.0110882 0.00109564 80059.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2102.08 1917.39 0.0109749 0.00113157 81273.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2082.67 1900.12 0.0121624 0.00113977 72577.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2063.72 1883.37 0.0117407 0.00108139 75052.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 2045.03 1866.23 0.0110477 0.0010602 80100.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2025.75 1848.82 0.0108711 0.00110339 81902.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2006.87 1831.44 0.0103418 0.00103362 85946 0
: 298 Minimum Test error found - save the configuration
: 298 | 1988.83 1813.83 0.0103199 0.00103546 86165.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1969.67 1797.33 0.0103773 0.00104103 85687 0
: 300 Minimum Test error found - save the configuration
: 300 | 1951.21 1781.33 0.0103591 0.00103574 85805.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1933.25 1764.99 0.0106467 0.00106373 83481.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1915.19 1748.9 0.0115093 0.00166233 81243.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1897.99 1732.06 0.0117518 0.00109635 75078.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1879.33 1716.72 0.0113456 0.0012625 79340.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1862.03 1701.34 0.0108075 0.00116435 82960.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1844.58 1685.94 0.0106365 0.00107426 83661.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1827.71 1670.25 0.0109675 0.00126568 82458.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1810.36 1654.39 0.0125405 0.00143904 72062.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1792.96 1639.57 0.0141214 0.00168075 64305.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1776.28 1624.74 0.0121588 0.00118832 72922.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1759.59 1609.91 0.0122541 0.00130349 73055 0
: 312 Minimum Test error found - save the configuration
: 312 | 1743.18 1594.95 0.0135173 0.00116102 64744.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1726.16 1581.05 0.0114205 0.00120395 78304.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1710.57 1566.12 0.0112856 0.00107099 78319.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1694.05 1551.55 0.0111611 0.00106547 79242.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1678.15 1536.95 0.0118622 0.0016189 78100.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1661.6 1523.47 0.0115262 0.00108631 76629 0
: 318 Minimum Test error found - save the configuration
: 318 | 1646.3 1509.38 0.0114594 0.00156555 80858.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1630.27 1496.08 0.0124422 0.00113561 70755.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1615.13 1482.44 0.013137 0.00117373 66871.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1599.48 1468.73 0.0131706 0.00111466 66357.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1584.4 1455.67 0.0132658 0.00113108 65926.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1569.39 1441.59 0.0115816 0.00113536 76582.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1554.14 1428.33 0.0117128 0.00111096 75458.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1539.59 1414.82 0.0134163 0.00132832 66181.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1524.68 1401.43 0.0119383 0.00109148 73754.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1509.69 1388.92 0.0119148 0.00111375 74067.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1495.53 1376.04 0.011537 0.00111415 76754.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1481.03 1363.37 0.0118762 0.0010879 74154.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1466.9 1350.86 0.0126709 0.00110926 69194.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1452.87 1338.15 0.011311 0.00150982 81622.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1438.75 1325.88 0.0112206 0.00148613 82182.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1424.98 1313.63 0.011075 0.00109242 80139.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1411.2 1301.64 0.0134328 0.00168111 68075.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1397.7 1289.43 0.0114068 0.00107842 77456.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1384.42 1277.27 0.0107012 0.00112379 83529.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1371.04 1265.44 0.0113835 0.00108241 77661.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1357.59 1254.37 0.0115823 0.00124615 77398.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1344.79 1242.18 0.0116042 0.00133332 77890.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1331.76 1230.3 0.0109341 0.00108147 81196.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1318.32 1219.47 0.0109264 0.00108985 81329 0
: 342 Minimum Test error found - save the configuration
: 342 | 1306.48 1207.48 0.0111162 0.00132596 81714.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1293.1 1196.65 0.0106195 0.00106785 83755.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1280.68 1185.68 0.0106129 0.00106638 83800.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1268.66 1174.27 0.0110571 0.00113706 80644.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1256.19 1163.28 0.0111042 0.00110171 79980 0
: 347 Minimum Test error found - save the configuration
: 347 | 1243.92 1152.59 0.01076 0.0012169 83830.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1231.96 1142.01 0.0160402 0.00182734 56287.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1220.46 1131.67 0.0138129 0.00110935 62974.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1208.48 1120.11 0.0107372 0.00109339 82955.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1196.16 1110.1 0.0107549 0.00110871 82934.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1185.18 1099.65 0.0107536 0.00113957 83211.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1173.58 1088.94 0.011683 0.00160799 79404.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1162.21 1078.95 0.0113869 0.00112827 77982.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1150.94 1068.27 0.0106494 0.00106317 83452.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1139.61 1058.63 0.0105792 0.0010737 84161.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1128.84 1048.19 0.0109019 0.00113258 81889.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1117.34 1038.76 0.0106082 0.00110847 84212.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1106.83 1029.14 0.0106157 0.00105886 83709.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1095.72 1019.17 0.0122524 0.00108647 71646.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1085.4 1009.11 0.0104233 0.00104068 85264.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1074.86 999.338 0.0103581 0.00103151 85776.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1063.74 989.831 0.010479 0.00107687 85087.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1053.52 980.608 0.011247 0.00163898 83263.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1043.53 970.826 0.010788 0.00105513 82195.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1032.95 961.849 0.0103948 0.00104633 85575.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1023.06 952.792 0.0104024 0.00104015 85449.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1012.89 943.503 0.0103998 0.00104166 85487 0
: 369 Minimum Test error found - save the configuration
: 369 | 1002.98 934.582 0.0103177 0.00103476 86180 0
: 370 Minimum Test error found - save the configuration
: 370 | 993.158 925.301 0.0103235 0.0010329 86108.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 983.391 916.916 0.0103706 0.00104702 85803.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 973.952 907.777 0.0111725 0.00107738 79245.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 964.081 899.19 0.012608 0.0010707 69340.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 954.823 889.954 0.0106733 0.00107961 83388.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 944.977 881.815 0.0110008 0.00109515 80762.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 936.269 873.039 0.0118563 0.0017086 78835.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 926.93 864.669 0.0135131 0.00163344 67342 0
: 378 Minimum Test error found - save the configuration
: 378 | 917.688 856.284 0.0147406 0.00111162 58698.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 908.569 847.898 0.0147376 0.00173892 61544.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 899.372 840.057 0.0110657 0.00113419 80551.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 890.511 831.848 0.0106829 0.00107686 83281.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 882.13 823.458 0.0106205 0.0010815 83866 0
: 383 Minimum Test error found - save the configuration
: 383 | 873.011 815.198 0.0112364 0.00109325 78871.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 864.34 807.112 0.0113377 0.0010673 77893.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 855.743 799.182 0.0103885 0.00103943 85569.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 847.407 791.152 0.0103097 0.00103362 86242.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 838.766 783.362 0.0102854 0.00103017 86437.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 830.471 776.092 0.010408 0.00108709 85828.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 822.231 768.022 0.0104813 0.00105414 84861.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 813.762 760.855 0.0104296 0.00105084 85299 0
: 391 Minimum Test error found - save the configuration
: 391 | 806.022 753.199 0.0104278 0.00104568 85268.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.874 746.129 0.0104204 0.00104492 85329.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 789.895 738.536 0.010517 0.0010831 84800.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.889 731.097 0.0104851 0.0010484 84775.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 774.175 723.38 0.0104886 0.00105445 84798.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 766.128 716.643 0.0104847 0.00105303 84821 0
: 397 Minimum Test error found - save the configuration
: 397 | 758.73 709.406 0.0107651 0.00106383 82463.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 751.589 702.011 0.0105587 0.00105839 84208 0
: 399 Minimum Test error found - save the configuration
: 399 | 743.235 695.197 0.0111497 0.0011069 79659 0
: 400 Minimum Test error found - save the configuration
: 400 | 736.198 687.577 0.0113002 0.00107463 78235 0
: 401 Minimum Test error found - save the configuration
: 401 | 728.353 680.851 0.011147 0.00136997 81824.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 721.209 673.874 0.0106923 0.00106157 83067.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.83 667.562 0.0110297 0.00144906 83501.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 706.714 660.426 0.0106318 0.00106995 83665.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 699.358 653.756 0.0109956 0.00106375 80548.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 692.277 647.564 0.0115032 0.00115277 77291.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 685.544 640.43 0.0108509 0.00109406 81993.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 678.465 633.76 0.0110294 0.00111789 80714.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 671.394 627.692 0.0108252 0.00110213 82278.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.953 621.301 0.0106871 0.00107797 83254.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 658.459 614.453 0.0104714 0.00105153 84927 0
: 412 Minimum Test error found - save the configuration
: 412 | 651.406 608.012 0.0104411 0.00107368 85402.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 644.379 602.117 0.0104193 0.00105419 85423.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 638.227 595.789 0.0105112 0.00110099 85014 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.691 589.764 0.0106625 0.00112312 83862.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 625.028 583.637 0.0108215 0.0010907 82213.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.605 577.271 0.0108962 0.00109571 81628.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 612.086 571.38 0.0108102 0.00107647 82188.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.959 565.427 0.0108481 0.00108409 81933.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 599.828 559.379 0.0106104 0.00106359 83798 0
: 421 Minimum Test error found - save the configuration
: 421 | 593.486 553.466 0.0108463 0.00104801 81646.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 587.315 548.105 0.0104405 0.00104615 85157.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.527 541.831 0.0103952 0.00103768 85492.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.166 536.555 0.0103672 0.00103919 85763.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.462 530.727 0.0104271 0.00105285 85340.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.688 525.464 0.0106065 0.00103378 83570.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 557.546 519.982 0.0105502 0.0011358 84976.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.912 513.898 0.0104142 0.0010673 85589.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 546.095 508.32 0.0105571 0.00105459 84188.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.461 503.687 0.0104473 0.00103854 85027.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.773 498.236 0.010771 0.00106156 82394.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 529.286 492.747 0.0104993 0.00104977 84660 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.91 487.242 0.0113629 0.00107682 77775.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.286 482.348 0.0108474 0.00104707 81629.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 513.453 477.17 0.0105757 0.00107407 84195.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.795 471.71 0.0107566 0.00108176 82689 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.339 466.675 0.0106831 0.00108209 83324.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 497.287 461.611 0.0106732 0.00108684 83452 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.779 456.916 0.0109052 0.00106072 81263.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.757 452.051 0.0103813 0.00103707 85614.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.969 446.964 0.0103346 0.0010353 86028.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.662 442.273 0.0103746 0.00103429 85650.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.614 437.607 0.0103618 0.00104411 85858.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.822 432.4 0.0106705 0.00104358 83100.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 462.03 427.899 0.0104743 0.0010493 84880.3 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.396 424.016 0.0106316 0.00105501 83537.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 452.155 418.505 0.0104781 0.0010436 84795.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.598 413.967 0.0104713 0.00104543 84873.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.944 410.056 0.0106403 0.00106415 83540.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.212 405.141 0.0104248 0.00104323 85273.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.649 400.473 0.0106103 0.00106306 83793.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.855 396.024 0.0105324 0.0010578 84435.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.501 391.801 0.0104343 0.00106321 85369.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.965 387.629 0.0104191 0.0010444 85335.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.598 383.633 0.0105379 0.00104896 84308.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.297 379.132 0.0103991 0.0010374 85454.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 407.022 374.683 0.0105656 0.00108526 84385.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.51 370.431 0.0106203 0.00122088 85111.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.29 366.648 0.0104555 0.00104655 85025.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.018 362.869 0.0103713 0.00103471 85684.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.86 358.602 0.0105143 0.00105243 84549.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.076 354.925 0.0105344 0.00105713 84412.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.998 350.542 0.0103754 0.00103049 85608.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.689 347.184 0.011659 0.00106982 75549.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 374.152 342.735 0.0109096 0.00105905 81214 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.598 338.866 0.0104999 0.00106251 84769.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.817 335.125 0.0103965 0.00104093 85510.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.872 331.459 0.0104264 0.0010452 85276.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.851 327.56 0.0104406 0.00104287 85126.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.176 323.708 0.0103419 0.00103363 85945.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.245 320.086 0.0105707 0.001065 84159.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.37 316.547 0.0104492 0.00104758 85091.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.892 312.934 0.0105097 0.00107372 84782 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.148 309.312 0.0104901 0.00108131 85026.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.628 306.054 0.0104886 0.00104867 84746.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.089 302.469 0.0104718 0.00105302 84937.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.305 299.079 0.0105159 0.0010497 84511 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.781 295.434 0.0104567 0.00105504 85091 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.704 291.98 0.0104985 0.0010648 84801.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.226 288.698 0.0104554 0.00104384 85001.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.361 285.635 0.0105844 0.00108369 84203.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.158 282.37 0.0109228 0.00110688 81499.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.626 279.476 0.0108035 0.00105739 82084.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.204 276.343 0.0106401 0.00104357 83363.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.243 272.893 0.0107733 0.00108302 82556.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.787 270.122 0.0109901 0.00111132 80981.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.609 266.259 0.0108688 0.00109907 81885.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.351 263.427 0.0104244 0.0010386 85235.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.21 260.585 0.0103717 0.00103914 85721.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.217 257.699 0.010542 0.00106905 84451.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.856 254.55 0.0104694 0.00104787 84911.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.743 251.893 0.0103389 0.00102821 85922.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.979 248.837 0.0105322 0.00106603 84511.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.797 246.243 0.0105169 0.00108752 84841.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.915 242.591 0.0105092 0.0010612 84674.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.895 240.014 0.010601 0.0010569 83821.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.862 237.667 0.010546 0.00105305 84272.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.271 234.563 0.0105028 0.00105605 84684.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.876 231.714 0.0109697 0.00139981 83595.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.181 228.846 0.0111688 0.00114357 79798.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.499 226.796 0.0106886 0.00106645 83141.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.663 224.281 0.0107809 0.00106883 82371.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.03 221.777 0.0109568 0.00107024 80918.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.56 219.592 0.0108514 0.00107363 81818.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.763 216.747 0.0118499 0.00172786 79035.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.004 213.7 0.0108973 0.00108274 81511.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.48 211.725 0.0105447 0.00109008 84615 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.768 210.014 0.0105742 0.00105572 84046.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.052 207.159 0.011555 0.00159271 80303.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.479 205.481 0.0106238 0.00106639 83704.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.366 203.446 0.0104296 0.0010534 85322.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.505 200.575 0.0105165 0.0010684 84673.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.178 197.486 0.0106836 0.00110296 83501.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.397 196.38 0.0108872 0.00109652 81710.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.441 194.084 0.0106188 0.0011263 84277.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.971 191.045 0.0105608 0.00109888 84549.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.471 188.597 0.0110082 0.00111556 80868.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.979 187.866 0.0108138 0.00107509 82146.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.003 184.886 0.011219 0.00107954 78899.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.868 182.61 0.0104603 0.00104648 84981.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.397 181.126 0.0106164 0.00111359 84185.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.095 178.618 0.0106993 0.00108122 83176.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.595 176.086 0.0105115 0.00105799 84624.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.443 174.17 0.0105143 0.00108953 84882.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.266 172.107 0.0105926 0.0010565 83891.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.309 170.202 0.0105072 0.00105539 84639.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.11 168.969 0.0105242 0.00106427 84567 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.985 166.866 0.0104575 0.00105104 85047.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.841 165.468 0.0104612 0.00105123 85016.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.712 162.183 0.0105013 0.0010582 84717.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.571 161.576 0.0105281 0.00105847 84480.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.647 158.841 0.0105208 0.00105144 84482.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.535 157.324 0.0104712 0.00104991 84913.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.554 154.245 0.0106242 0.00106701 83706.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.392 153.349 0.0111964 0.00105269 78867 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.36 150.73 0.0119301 0.00104776 73513.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.398 149.606 0.0105927 0.00106809 83993.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.721 148.179 0.0105347 0.00108098 84622.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.067 146.2 0.0105268 0.00110198 84882.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.955 144.727 0.0105451 0.00109081 84617.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.876 143.17 0.0106167 0.00105687 83683.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.073 141.494 0.0105007 0.00105498 84694.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.145 140.338 0.0105078 0.00105985 84674.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.626 138.569 0.0105186 0.00105101 84498.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.647 136.56 0.0106148 0.00106625 83782 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.822 134.92 0.0104935 0.00106537 84852.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.036 132.954 0.0108331 0.0010701 81942.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.24 131.714 0.0107478 0.00106229 82597.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.512 130.407 0.0105076 0.00109044 84951.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.897 128.7 0.0106439 0.00105733 83450.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.032 126.927 0.0110236 0.00132094 82451.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.565 126.668 0.0108256 0.00106391 81953 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.851 124.292 0.0105905 0.00108219 84137.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.153 123.283 0.0105065 0.0010632 84716.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.327 121.491 0.0105718 0.00106679 84166 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.795 120.783 0.0107263 0.00110635 83160.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.327 118.356 0.0107531 0.00122643 83974.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.781 116.817 0.0105448 0.00105543 84304.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.053 116.048 0.011004 0.00116004 81267.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.773 115.102 0.0109725 0.00135604 83190.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.216 112.638 0.0117291 0.0011045 75296.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.7 111.355 0.0106464 0.00106138 83463.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.191 109.873 0.0106902 0.00107862 83232.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.651 108.953 0.0107144 0.00107303 82975.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.255 107.307 0.0106777 0.0010731 83293.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.695 106.371 0.010606 0.00105807 83788 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.393 104.924 0.0106046 0.00105989 83816.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.86 103.634 0.0106829 0.00108212 83326.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.474 102.954 0.0106421 0.00107034 83579.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.265 101.109 0.010609 0.00105364 83722.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.684 99.7591 0.0104949 0.00104912 84693.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.56 98.8175 0.0107662 0.00106161 82435.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.054 98.3522 0.0105239 0.00104732 84419 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.907 96.1954 0.010448 0.00105263 85148.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.335 94.8168 0.0105686 0.00106252 84156.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.367 94.2355 0.0105182 0.00105584 84545.2 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.831 93.0184 0.0105419 0.00105222 84302 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.61 92.0951 0.0104837 0.00107055 84987.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.573 90.6932 0.0104408 0.00109542 85603.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.28 89.7944 0.0103996 0.00106634 85714.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.017 89.044 0.0104703 0.00104525 84880.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.7378 87.4268 0.0103848 0.00103668 85578.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.5813 86.2672 0.0103874 0.00104743 85653.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.3471 85.3076 0.0103556 0.00103954 85873 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.2471 84.335 0.0103695 0.00104413 85787.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.1054 83.3156 0.0104259 0.00106766 85486.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.0462 82.3827 0.0104972 0.0010689 84850.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.9175 81.2067 0.0103506 0.0010363 85889.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.8394 80.2728 0.010589 0.00104454 83817.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.7864 79.8794 0.010336 0.00103856 86045 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.9153 78.5799 0.0105426 0.00105254 84299.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.6861 76.6145 0.0104325 0.00104175 85190 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.8613 76.4005 0.0104527 0.00106061 85178.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.6918 75.4659 0.0103446 0.00104564 86031.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.5302 74.2044 0.0103421 0.00103356 85942.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.8433 72.5068 0.0104455 0.00105459 85188.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.4354 72.1963 0.010401 0.0010486 85539.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.5098 71.8359 0.010357 0.00103651 85832.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.6198 70.2048 0.0103622 0.00103552 85775.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.8174 69.3607 0.0103363 0.00103933 86049.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.7745 68.7905 0.0104415 0.00104628 85150.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.7885 67.6228 0.0104529 0.00104382 85024.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.8444 66.6093 0.0103999 0.00104389 85506.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.0086 66.3817 0.0104788 0.00105212 84866 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.106 66.3255 0.0104576 0.00105235 85059.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.2394 64.0118 0.0112967 0.0011378 78748.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.3669 63.0952 0.0117519 0.00140862 77345 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.3451 62.4619 0.0109118 0.00110922 81611.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.4921 61.6328 0.0106771 0.00105212 83117.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.5042 61.5366 0.0104619 0.00104098 84917.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.7616 60.5421 0.0103868 0.00104529 85639.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.9341 59.2677 0.0103563 0.00103837 85855.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.1233 58.8739 0.0104063 0.00104254 85435.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.2458 57.8002 0.0103716 0.00103813 85712.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.4732 56.777 0.0103399 0.00104265 86046.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.6554 56.319 0.0105357 0.00105086 84345 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.9591 55.7825 0.0103866 0.001041 85601.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.117 54.8777 0.0104423 0.00104795 85157.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.3102 53.9144 0.0106121 0.00124349 85391.8 0
: 620 | 62.5541 54.2942 0.0104589 0.00100507 84621.5 1
: 621 Minimum Test error found - save the configuration
: 621 | 61.9769 52.5484 0.0104104 0.00105228 85487.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.2346 51.7267 0.01045 0.00103722 84990.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.5293 51.0524 0.0104158 0.00104258 85349.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.6229 50.4888 0.0103988 0.00103721 85455.1 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.1248 50.1232 0.0105117 0.00111699 85154.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.2882 48.6764 0.0109737 0.00106936 80772.5 0
: 627 | 57.5081 48.6847 0.010658 0.00110027 83701.6 1
: 628 Minimum Test error found - save the configuration
: 628 | 56.7257 48.0975 0.0108711 0.0010778 81688.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.1535 47.3429 0.011433 0.00109761 77404.1 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.5633 46.3992 0.0108701 0.00108116 81724.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.7521 45.316 0.0111122 0.00110619 79952.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.2706 45.0549 0.0107392 0.00105944 82646.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.4691 44.9432 0.0114034 0.00106691 77395.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.8097 43.7477 0.0105573 0.00109693 84563.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.2057 42.9653 0.0110711 0.00107074 79997 0
: 636 | 51.5283 43.7305 0.0110844 0.00105085 79732.7 1
: 637 Minimum Test error found - save the configuration
: 637 | 51.0457 42.6409 0.0110367 0.00114329 80862.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.5289 41.6561 0.0114005 0.00106835 77428.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.7047 41.3611 0.0109658 0.00108224 80942.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.0552 40.4766 0.0108854 0.00112939 82001 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.4735 40.0902 0.0110896 0.00112623 80294.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.1885 39.7604 0.0107789 0.00111786 82807 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.3987 38.5615 0.0111411 0.0010719 79449.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.88 38.2132 0.011155 0.00111943 79716.4 0
: 645 | 46.4217 38.3722 0.0106004 0.00102573 83554.2 1
: 646 Minimum Test error found - save the configuration
: 646 | 45.9209 37.1441 0.010554 0.00109296 84557.4 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.1446 36.8114 0.0106293 0.00114781 84374.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.5784 36.7255 0.0105708 0.00110176 84485.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.0339 35.7993 0.0107064 0.00107404 83053.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.6044 35.3153 0.0108758 0.00113996 82170.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.0602 34.8252 0.0105101 0.00108055 84839.8 0
: 652 | 42.576 35.1872 0.0105041 0.00103552 84489.7 1
: 653 Minimum Test error found - save the configuration
: 653 | 42.048 33.7173 0.0104746 0.00109173 85262.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.3812 33.388 0.0105227 0.0010796 84717.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.8774 32.7927 0.0104632 0.0010588 85066.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.4996 32.4836 0.0104127 0.00104074 85360.9 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.2316 31.6573 0.0104124 0.00106381 85574.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.7094 31.4933 0.0105737 0.00105068 84006.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.0909 30.9564 0.0104223 0.00106469 85491.7 0
: 660 | 38.7189 31.5681 0.0103454 0.000997875 85584.5 1
: 661 Minimum Test error found - save the configuration
: 661 | 38.5829 30.8511 0.0103915 0.00103851 85534 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.6619 30.211 0.0104714 0.00104583 84875.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.1921 28.927 0.0104658 0.00104816 84946.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.649 28.6365 0.0104203 0.0010477 85355.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.2973 28.5836 0.010362 0.00103429 85766 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.9133 28.2501 0.0110525 0.00105941 80055.4 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.3827 27.3205 0.0104821 0.0010436 84759.2 0
: 668 | 34.981 27.6013 0.0104606 0.00100414 84598.1 1
: 669 Minimum Test error found - save the configuration
: 669 | 34.4758 26.6422 0.0108791 0.00105287 81414.7 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.0876 26.4668 0.0107221 0.00105756 82776.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.6343 25.8979 0.0106687 0.00105063 83176.7 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.3295 25.5228 0.0105465 0.00105729 84306.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.8434 24.9569 0.0106373 0.00109186 83809.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.5461 24.2729 0.010609 0.00107287 83891.4 0
: 675 | 32.2954 25.7375 0.010492 0.00102754 84526.7 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.8906 23.4915 0.010519 0.00106558 84625.6 0
: 677 | 31.5564 23.6135 0.0109252 0.0012166 82401.6 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.0812 22.5636 0.0106982 0.00109375 83294.3 0
: 679 | 30.4235 22.623 0.0110496 0.00104393 79954.2 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.26 21.888 0.0112647 0.0010715 78483.6 0
: 681 | 29.8653 21.9363 0.0104484 0.0010322 84959.7 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.3435 21.3471 0.0104239 0.00104582 85305.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.1532 20.9912 0.0104174 0.00104236 85332.7 0
: 684 | 28.6177 21.0454 0.0102794 0.000994184 86158.4 1
: 685 | 28.1643 21.0258 0.0103325 0.000996475 85689.3 2
: 686 Minimum Test error found - save the configuration
: 686 | 27.9844 19.9955 0.0108141 0.00106634 82069.9 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.5467 19.7292 0.0103795 0.00104875 85738 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.0987 19.2094 0.0106039 0.00104792 83717.5 0
: 689 | 26.8638 19.3005 0.0105611 0.00115532 85053.6 1
: 690 | 26.5521 19.3264 0.0104138 0.0010099 85071 2
: 691 Minimum Test error found - save the configuration
: 691 | 26.2395 18.4863 0.0106426 0.00105459 83437.4 0
: 692 | 25.7711 18.5661 0.0110269 0.00126397 81942.6 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.4979 18.4599 0.0105618 0.00106435 84232.8 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.0789 18.213 0.0104602 0.00105405 85050.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.8169 17.8627 0.0111769 0.00119168 80118.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.4408 16.8891 0.0106788 0.00105445 83122.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.1025 16.8113 0.0105804 0.00105334 83971.2 0
: 698 | 24.0224 17.1129 0.0106314 0.00101363 83179.8 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.5728 16.6355 0.0105858 0.00105922 83975.4 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.2211 16.0608 0.0104455 0.00104785 85128 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.0542 15.6751 0.0110681 0.00120354 81098.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7886 15.5041 0.0115338 0.00111648 76795.1 0
: 703 | 22.6576 16.0123 0.0108642 0.00102573 81313.7 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.1986 14.7784 0.0115158 0.00123544 77818.2 0
: 705 | 21.8295 15.2674 0.0109635 0.000998715 80282.6 1
: 706 | 21.7897 14.8671 0.0107518 0.00105204 82476.3 2
: 707 Minimum Test error found - save the configuration
: 707 | 21.5526 14.7667 0.0112583 0.00110979 78829.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.3589 14.2065 0.0111324 0.00114223 80078.6 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7612 14.1128 0.0111118 0.00113162 80158.9 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.2609 13.8 0.0111174 0.00116712 80399.8 0
: 711 | 20.2256 13.8304 0.0111619 0.00109954 79504.4 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.7753 13.1329 0.0112859 0.00121386 79428 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.6291 12.7691 0.0112809 0.00108117 78433.5 0
: 714 | 19.3709 13.0776 0.0112915 0.00104302 78060.2 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.0728 12.6977 0.0113893 0.00115548 78172.1 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.8093 12.3012 0.0110949 0.00115618 80492.9 0
: 717 | 18.5579 12.5768 0.0111384 0.00108245 79555.2 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.4965 11.9098 0.0112063 0.00139305 81522.5 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.8986 11.3238 0.0110434 0.0010865 80346.5 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.6861 11.1249 0.0112215 0.00108355 78911.1 0
: 721 | 17.4249 11.1401 0.0108899 0.00112559 81931.3 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.2209 11.0868 0.0113163 0.00112159 78471.9 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.8807 11.0377 0.0111036 0.0011114 80062 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.7983 10.6245 0.010716 0.00108354 83052.7 0
: 725 | 16.7197 10.8839 0.010946 0.00107596 81053.3 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.4134 10.1176 0.0110242 0.00129769 82249.3 0
: 727 | 16.149 10.1365 0.0110516 0.00107815 80213.2 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.7691 9.85435 0.0110341 0.00111904 80685.6 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.8127 9.67921 0.011351 0.00139183 80327.8 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.4783 9.64781 0.0109796 0.00111136 81067.7 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5927 9.45531 0.0109453 0.00106533 80971.9 0
: 732 | 15.3933 9.6531 0.0111435 0.00116722 80190.1 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.1713 8.61758 0.0106272 0.00107184 83722.9 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.7118 8.16761 0.0107192 0.00105991 82822 0
: 735 | 14.4607 8.17801 0.0107359 0.00103225 82443.6 1
: 736 | 14.1564 8.38724 0.0109895 0.00104703 80463.2 2
: 737 | 14.0107 8.38132 0.010908 0.00114289 81924.3 3
: 738 Minimum Test error found - save the configuration
: 738 | 13.8288 8.00606 0.0114584 0.00124862 78356.5 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.7552 7.70436 0.0112739 0.00118012 79256.9 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.4111 7.61473 0.0115017 0.00106954 76685.7 0
: 741 | 13.4575 8.29688 0.0117916 0.00100354 74155.8 1
: 742 | 13.0668 7.87519 0.011072 0.00113681 80521.9 2
: 743 Minimum Test error found - save the configuration
: 743 | 13.0164 7.54958 0.0110191 0.00111736 80794.2 0
: 744 | 12.837 7.90077 0.0111546 0.00106777 79311.5 1
: 745 Minimum Test error found - save the configuration
: 745 | 12.6406 6.84965 0.0110026 0.00106142 80473.6 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.3682 6.66038 0.0110375 0.0011493 80904.8 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.1419 6.6096 0.0109491 0.00113053 81478.5 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.0974 6.55595 0.0112066 0.0010474 78746.6 0
: 749 | 11.8614 6.89072 0.011236 0.00115328 79343.3 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.7696 6.5159 0.0114706 0.00117312 77689 0
: 751 | 11.6911 7.07574 0.0114561 0.00106962 77023.6 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.6153 6.05574 0.0117572 0.0010945 75028 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.1972 5.90909 0.0116461 0.00126576 77068.9 0
: 754 | 11.2814 6.05397 0.0109807 0.00101604 80283.4 1
: 755 | 11.2091 5.99928 0.0116898 0.00119517 76229.1 2
: 756 Minimum Test error found - save the configuration
: 756 | 10.8536 5.89097 0.0114952 0.00141044 79327.9 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.7357 5.67263 0.0120245 0.00124241 74196.8 0
: 758 | 10.6491 5.73976 0.0112298 0.00100774 78262.2 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.4688 5.34869 0.0113645 0.00107285 77732.9 0
: 760 | 10.765 6.74149 0.011187 0.00105091 78925.6 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.4462 5.16732 0.012239 0.00122594 72640.8 0
: 762 | 10.047 5.21966 0.0114689 0.00110889 77219.7 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.1127 5.1207 0.0116153 0.00140386 78343.5 0
: 764 | 9.91294 5.23889 0.0125799 0.00110717 69730.7 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.63374 4.99572 0.0113853 0.00114057 78089 0
: 766 | 9.57608 5.59166 0.0111062 0.00103771 79455.6 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.6001 4.75481 0.0111824 0.00111516 79465.5 0
: 768 | 9.53011 5.27885 0.0108895 0.00105216 81322.8 1
: 769 | 9.31489 5.39307 0.0114082 0.00104816 77219.7 2
: 770 | 9.55173 4.82611 0.0110405 0.00103999 79996 3
: 771 Minimum Test error found - save the configuration
: 771 | 9.04595 4.03334 0.0111718 0.00112301 79611.9 0
: 772 | 8.86622 4.77323 0.0122048 0.00103029 71591.5 1
: 773 | 8.80427 4.43593 0.0112082 0.00105899 78824.1 2
: 774 | 8.57401 4.05049 0.0112786 0.00104076 78141.8 3
: 775 Minimum Test error found - save the configuration
: 775 | 8.534 3.89366 0.0109237 0.00107296 81212.4 0
: 776 | 8.57235 4.09741 0.0108472 0.00109683 82047.9 1
: 777 | 8.27556 4.06046 0.0131132 0.00100493 66070.5 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.29618 3.88584 0.0120894 0.00109435 72760.3 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.38751 3.65747 0.0105158 0.00105312 84542.9 0
: 780 | 8.16437 4.2032 0.010699 0.0010487 82898.6 1
: 781 | 8.21112 5.17161 0.0107829 0.00103783 82092.3 2
: 782 | 7.91989 3.75372 0.0106519 0.00109209 83683.8 3
: 783 | 7.73205 3.80979 0.0107849 0.00106386 82295.8 4
: 784 Minimum Test error found - save the configuration
: 784 | 7.63667 3.46225 0.0109484 0.00129691 82888.9 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.43272 2.85054 0.0105565 0.00106532 84288.6 0
: 786 | 7.4754 2.86874 0.0104488 0.00101891 84836.4 1
: 787 | 7.23159 2.94993 0.010676 0.00101878 82839.5 2
: 788 | 7.20069 3.07759 0.010734 0.00103243 82460.4 3
: 789 | 7.19208 3.2171 0.0108727 0.00110187 81876.7 4
: 790 | 7.173 3.12534 0.011948 0.00167987 77910.9 5
: 791 Minimum Test error found - save the configuration
: 791 | 6.90098 2.70594 0.0114443 0.00118845 78004.6 0
: 792 | 6.89562 3.26881 0.0114011 0.00116353 78143.3 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.95857 2.66026 0.0114492 0.00112574 77493.4 0
: 794 | 6.70881 3.83556 0.0110758 0.00100721 79454.9 1
: 795 Minimum Test error found - save the configuration
: 795 | 6.70449 2.59863 0.010584 0.00106353 84029.4 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.57358 2.40318 0.0107056 0.00109226 83217.6 0
: 797 Minimum Test error found - save the configuration
: 797 | 6.38441 2.29452 0.0117373 0.00120788 75977.8 0
: 798 | 6.47904 2.52988 0.0136054 0.00130162 65020.8 1
: 799 | 6.49328 2.89067 0.0133955 0.00138765 66623.2 2
: 800 Minimum Test error found - save the configuration
: 800 | 6.40323 2.22896 0.0123941 0.00107336 70666.5 0
: 801 | 6.07691 2.29685 0.0108849 0.00112228 81945.3 1
: 802 | 6.06016 2.43373 0.0107674 0.0011115 82851.2 2
: 803 | 5.94187 2.45057 0.0114047 0.00130685 79225.1 3
: 804 | 5.87673 2.24833 0.0128256 0.00131259 69486.4 4
: 805 Minimum Test error found - save the configuration
: 805 | 5.8067 2.19994 0.0125214 0.00126804 71090.1 0
: 806 | 5.87197 2.28746 0.012174 0.00119332 72855.1 1
: 807 Minimum Test error found - save the configuration
: 807 | 5.60091 2.16766 0.0124551 0.00112305 70596 0
: 808 Minimum Test error found - save the configuration
: 808 | 5.81083 2.15685 0.010977 0.00111186 81093.3 0
: 809 | 5.56554 2.21163 0.0109382 0.00108494 81191.3 1
: 810 | 5.73726 3.65258 0.0109687 0.00108396 80932.7 2
: 811 Minimum Test error found - save the configuration
: 811 | 5.62288 2.0169 0.0110164 0.00114913 81075.9 0
: 812 | 5.3665 2.14976 0.0107163 0.00102758 82570 1
: 813 | 5.33004 2.03633 0.0109087 0.0010898 81475.2 2
: 814 | 5.28944 2.28167 0.0107198 0.00103334 82589.6 3
: 815 | 5.23735 2.30504 0.0106857 0.00107163 83211.3 4
: 816 Minimum Test error found - save the configuration
: 816 | 5.02475 1.78477 0.0108737 0.00108726 81745.6 0
: 817 | 5.02308 2.05801 0.0117144 0.00143841 77851.3 1
: 818 Minimum Test error found - save the configuration
: 818 | 5.15889 1.7627 0.013393 0.00136331 66502.1 0
: 819 | 5.14024 1.83227 0.0115086 0.00125867 78049.1 1
: 820 | 5.06805 2.0649 0.0126695 0.00125529 70088.2 2
: 821 Minimum Test error found - save the configuration
: 821 | 4.97371 1.68121 0.0131656 0.00139448 67963 0
: 822 | 5.05769 1.96516 0.0128491 0.00107331 67936 1
: 823 Minimum Test error found - save the configuration
: 823 | 4.69807 1.65215 0.0131499 0.00156443 69051.7 0
: 824 Minimum Test error found - save the configuration
: 824 | 4.59837 1.62422 0.0132949 0.00114244 65830.4 0
: 825 | 4.57376 1.96323 0.0110306 0.00104559 80120 1
: 826 | 4.53632 2.04474 0.0105571 0.00101198 83812.9 2
: 827 | 4.40787 1.76466 0.010829 0.00103074 81647.1 3
: 828 | 4.39099 1.79562 0.0106363 0.00103003 83278.9 4
: 829 Minimum Test error found - save the configuration
: 829 | 4.32208 1.51671 0.0106945 0.00105083 82955.6 0
: 830 | 4.4822 1.75659 0.0107434 0.00101168 82205.3 1
: 831 | 4.36291 1.6486 0.0107078 0.00107266 83029 2
: 832 Minimum Test error found - save the configuration
: 832 | 4.22913 1.51449 0.0109348 0.00105908 81007 0
: 833 | 4.11068 2.18715 0.0107296 0.00104559 82610 1
: 834 | 4.29427 1.69079 0.0109202 0.00104155 80982.9 2
: 835 | 4.23771 1.86863 0.0111675 0.00128852 80979.7 3
: 836 | 4.37326 2.30653 0.0115965 0.00110015 76216.9 4
: 837 | 4.41355 1.55663 0.0113698 0.00127414 79241.9 5
: 838 | 4.12365 2.16843 0.0115094 0.00110799 76912.8 6
: 839 Minimum Test error found - save the configuration
: 839 | 4.19166 1.50469 0.0116256 0.00121653 76855.9 0
: 840 | 3.98283 1.86193 0.0105727 0.00102019 83747.4 1
: 841 | 3.80398 2.67208 0.0109373 0.00105069 80917.2 2
: 842 Minimum Test error found - save the configuration
: 842 | 3.93312 1.4804 0.0112822 0.00113174 78814 0
: 843 | 3.62529 1.74525 0.0109325 0.00104191 80884.5 1
: 844 | 3.70444 1.61682 0.0109153 0.00100609 80732.6 2
: 845 | 3.6274 1.48877 0.0109748 0.00113203 81278.2 3
: 846 Minimum Test error found - save the configuration
: 846 | 3.58424 1.36317 0.0108292 0.00107394 82006.7 0
: 847 | 3.59757 1.62551 0.0109312 0.00104298 80903.9 1
: 848 | 3.48218 1.38429 0.0108303 0.00101643 81516.9 2
: 849 | 3.39045 1.7765 0.0107843 0.00106199 82284.9 3
: 850 | 3.39559 1.66112 0.0108652 0.00105774 81570.7 4
: 851 | 3.36077 1.98952 0.0108746 0.00107606 81644.8 5
: 852 | 3.51579 1.47205 0.0108758 0.00102046 81174.2 6
: 853 | 4.03787 2.39885 0.0108222 0.00102687 81671.4 7
: 854 | 3.6614 1.74486 0.0105059 0.0010074 84223.6 8
: 855 | 3.34115 1.65251 0.0104746 0.00100108 84446 9
: 856 | 3.16341 1.68174 0.0104422 0.00100433 84764.9 10
: 857 | 3.15254 1.52909 0.0105456 0.00103326 84101.1 11
: 858 | 3.13827 2.11895 0.0105194 0.00105084 84490 12
: 859 | 3.19262 1.48497 0.0108124 0.00104676 81920 13
: 860 Minimum Test error found - save the configuration
: 860 | 3.07893 1.3335 0.0107062 0.00106741 82997.9 0
: 861 | 3.09504 1.98486 0.0105157 0.00100405 84107.4 1
: 862 | 3.05329 1.9265 0.0112656 0.00122723 79694.5 2
: 863 | 3.08406 2.52533 0.0108979 0.00105644 81288.4 3
: 864 | 3.13583 1.82196 0.010695 0.00109201 83307.3 4
: 865 | 3.23941 1.99423 0.0106174 0.00103911 83522 5
: 866 | 3.23933 1.60515 0.010885 0.00108322 81617.9 6
: 867 | 3.0342 1.49749 0.0113733 0.00144412 80570.4 7
: 868 | 2.84707 2.08126 0.0110514 0.00106844 80136.2 8
: 869 | 2.91005 1.7954 0.0112055 0.0010634 78878.9 9
: 870 | 2.72201 1.75772 0.0108067 0.00109773 82398.3 10
: 871 | 2.84048 1.86655 0.0108379 0.00103006 81567.1 11
: 872 | 2.79556 1.46076 0.0116604 0.00102515 75221.6 12
: 873 | 2.72867 1.67078 0.0106143 0.00101995 83382.7 13
: 874 | 2.73583 1.75312 0.0107464 0.00103363 82366 14
: 875 | 2.78497 1.76273 0.0107136 0.00105724 82846.8 15
: 876 | 2.74904 2.20294 0.010576 0.00101783 83698.4 16
: 877 | 2.76187 2.08359 0.0107338 0.00105148 82624.9 17
: 878 | 2.70405 1.78344 0.0109018 0.00103201 81055.6 18
: 879 | 2.5892 1.77045 0.0107212 0.00107892 82968 19
: 880 | 2.6431 1.92889 0.010545 0.00101703 83963.7 20
: 881 | 2.69283 2.18328 0.0106485 0.00107214 83539.3 21
:
: Elapsed time for training with 1000 events: 9.63 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: 0.0116 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: 0.88 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.164 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= 3.2933e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07547e+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: 0.0414 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: 0.0389 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: 0.00146 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: 0.0975 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: 0.963 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: 0.0219 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00268 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: 0.0389 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00455 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: 0.00226 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000389 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: 0.0957 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 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: 0.954 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.108 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 : -0.577 0.0793 4.96 1.52 | 3.233 3.231
: 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 : 0.0542 0.156 1.64 1.09 | 3.370 3.364
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.