Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
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
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
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:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
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:3786
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:1108
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:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
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:138
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:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
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: 0.26 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00267 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: 0.000729 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00393 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: 0.000194 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00031 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 = 31542
: --------------------------------------------------------------
: 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 | 33099.5 31167.2 0.0100987 0.0010141 88061.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32592.5 30570.6 0.0101861 0.00102432 87319.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31797.8 29829.6 0.0103562 0.00103046 85784.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 30990.8 29125.5 0.0104451 0.00105104 85160.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30192.3 28319.9 0.0104209 0.00103396 85224.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29344.6 27408.4 0.0103727 0.00104407 85757.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28655.4 26847.9 0.0103583 0.00104829 85929.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28215.1 26491.8 0.0123385 0.00126679 72256.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 27870.7 26174.1 0.0103053 0.00100274 85998 0
: 10 Minimum Test error found - save the configuration
: 10 | 27552.9 25879.9 0.0101999 0.00100292 86985 0
: 11 Minimum Test error found - save the configuration
: 11 | 27251.8 25604.7 0.0102182 0.00101625 86938.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 26972.3 25332.8 0.0101942 0.000998811 87000.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26695.9 25073 0.0101777 0.00099875 87156 0
: 14 Minimum Test error found - save the configuration
: 14 | 26426.1 24825.3 0.0102532 0.00102397 86681.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26169.1 24580 0.0103821 0.0010925 86117.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25915.4 24340.4 0.0102193 0.00099732 86749.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25668.7 24103.4 0.0102133 0.00100069 86837.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25422.1 23875.2 0.0102213 0.00100218 86775.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25184.5 23648.4 0.0101951 0.00100164 87018.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 24950.1 23423.9 0.0101995 0.00100712 87028.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24716.7 23205.6 0.0116839 0.00124435 76631.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24491.8 22986 0.0102887 0.00101082 86227 0
: 23 Minimum Test error found - save the configuration
: 23 | 24264.8 22773.2 0.0102002 0.00100258 86978.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24044.5 22561.8 0.0102451 0.00102814 86796.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23821.7 22359.1 0.010201 0.0010016 86961.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23609.2 22153.8 0.0102341 0.00100962 86726.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23394.9 21952.6 0.0102092 0.00100319 86899.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23184.2 21753.9 0.0102414 0.00101822 86738.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 22978.8 21553.8 0.0104298 0.00102977 85106 0
: 30 Minimum Test error found - save the configuration
: 30 | 22771.3 21358.9 0.0107526 0.00118681 83631 0
: 31 Minimum Test error found - save the configuration
: 31 | 22566 21169.1 0.0106576 0.0010137 82953.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22366.2 20979.5 0.0102835 0.00100432 86214.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22167.3 20792 0.0102332 0.00100952 86733.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 21970.9 20606.3 0.0102906 0.00103023 86389.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21776.1 20422.7 0.0104039 0.00112783 86243.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21585.7 20238.1 0.0102837 0.00100639 86231.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21393 20058.4 0.0102496 0.00100546 86541.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21202.2 19883.1 0.0102861 0.00101418 86281.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21019.4 19700.7 0.010258 0.00101003 86505.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20825.2 19528.7 0.0102486 0.00101388 86629.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20644.8 19351.5 0.010255 0.00101098 86542.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20462.6 19177.2 0.0102675 0.00101254 86439.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20279.4 19010.1 0.0102548 0.00101129 86547.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20102.1 18839.7 0.0103395 0.00103566 85985.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 19925.1 18670.8 0.0103323 0.00102957 85996.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19749.8 18506.2 0.0103131 0.00101737 86060.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19576.2 18341 0.0102899 0.00102114 86311.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19402.1 18180.5 0.0103131 0.00101764 86063.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19234.8 18016.7 0.0103216 0.00101482 85959.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 19064.3 17858.6 0.0102916 0.00101529 86241.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18894.4 17704.3 0.0103114 0.00102227 86122.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18730.8 17546.4 0.0103428 0.00102395 85847.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18565.6 17387.8 0.0103725 0.00103458 85672.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18403.8 17232.3 0.0103823 0.00104078 85639.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18239.6 17073.8 0.0104393 0.00106177 85310.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18077 16924.2 0.0104809 0.00103299 84674.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 17916.5 16771.7 0.0103974 0.00102621 85368.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17756.9 16622.1 0.0103829 0.00102679 85505.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17601.5 16471.5 0.0103782 0.00103239 85600.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17444.6 16321.7 0.0104163 0.0010324 85252.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17288.3 16174.1 0.0103951 0.0010333 85453.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17136.3 16024.3 0.0104084 0.00103307 85330.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 16978.9 15882.2 0.0104088 0.00103776 85369.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16830.6 15736.2 0.0104722 0.00104613 84870.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 16678 15594.7 0.0104577 0.00103251 84878.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16530.5 15454.2 0.0104328 0.00103976 85169.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16380.3 15318.2 0.0104448 0.00104321 85091.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16236.7 15178.2 0.0117831 0.0012821 76183 0
: 69 Minimum Test error found - save the configuration
: 69 | 16092.1 15038.7 0.0106372 0.00104399 83392.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 15947.4 14902.3 0.0104519 0.00103725 84974.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 15803.8 14769.2 0.0104981 0.0010363 84550.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15662.7 14636.4 0.0104958 0.00105255 84716.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15523.2 14504.4 0.0104395 0.0010332 85049.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15384.1 14374.9 0.0105113 0.00105636 84612 0
: 75 Minimum Test error found - save the configuration
: 75 | 15247.6 14243.8 0.0105124 0.001039 84447.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 15109.7 14116.8 0.0104591 0.00103974 84931.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 14976 13988.6 0.0104332 0.00103997 85167.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 14839.6 13865.8 0.0104363 0.00103479 85092.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14709.3 13739.9 0.0104388 0.00104699 85180.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14576 13617.6 0.0104703 0.00103939 84827.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14445.6 13497.6 0.0104736 0.00105281 84918.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14317.4 13375.2 0.0107597 0.00115988 83335 0
: 83 Minimum Test error found - save the configuration
: 83 | 14188.9 13254.3 0.0105485 0.00104307 84162.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14059.8 13143.5 0.0105738 0.00106788 84158.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 13934 13028.7 0.0109462 0.00107896 81076.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13813.1 12907.3 0.0106566 0.00104157 83202.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13683.7 12805.8 0.0104441 0.00103511 85024.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13564.1 12688.4 0.0104997 0.00104737 84635.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13442.3 12581.3 0.010524 0.00103817 84336.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13322 12469 0.0105161 0.00104116 84433.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13200.6 12362.1 0.0104368 0.00103514 85091.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13083.2 12262.4 0.0104879 0.00104599 84728.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 12966.8 12152.1 0.0104942 0.00104493 84663 0
: 94 Minimum Test error found - save the configuration
: 94 | 12848.6 12051.5 0.0105209 0.00107276 84673 0
: 95 Minimum Test error found - save the configuration
: 95 | 12733.5 11949.9 0.0105644 0.00104056 83999.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12619 11840.8 0.010491 0.00103991 84646.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12507.2 11741.2 0.0104992 0.00103776 84553.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12391.7 11641.3 0.0105201 0.00104183 84403.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12282.9 11539.9 0.010475 0.00104363 84823.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12172.1 11440.5 0.0104721 0.00104218 84836.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12060.8 11345.4 0.0104587 0.00104389 84972.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 11955.7 11239.9 0.0104735 0.00103853 84790.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11843.2 11146.5 0.0104964 0.00107411 84904.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11740 11048.4 0.0104959 0.00104076 84610.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11633.7 10949.8 0.0104675 0.00103962 84854.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11529.3 10856.5 0.0104961 0.00106771 84849.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11424 10767.1 0.0106454 0.00103958 83283.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11322.4 10667.1 0.0105817 0.00105478 83972.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11219.1 10576.9 0.0104763 0.00104218 84798.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11118 10483 0.0105295 0.00104033 84306.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11017.3 10392.9 0.0105891 0.00104506 83821.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 10918.9 10295.4 0.0105181 0.00104347 84436 0
: 113 Minimum Test error found - save the configuration
: 113 | 10820.9 10208.4 0.0121701 0.00140894 74341.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10721.4 10107.8 0.0110118 0.00105014 80307.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10625.5 10015.2 0.0105895 0.00104243 83795.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10528.5 9935.17 0.0111737 0.00110676 79467.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10434.1 9843.57 0.0108816 0.00105291 81394.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10340.1 9750.4 0.0106027 0.00105438 83784 0
: 119 Minimum Test error found - save the configuration
: 119 | 10246.4 9661.99 0.0105566 0.00104765 84131.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10153.9 9577.78 0.0105727 0.0010543 84047.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10061 9482.45 0.0105272 0.00104793 84394.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9969.57 9403.32 0.0105412 0.00104454 84240.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 9880.49 9319.74 0.0105675 0.00106964 84229.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9791.36 9229.5 0.0105591 0.00105059 84135.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9702.11 9144.46 0.01052 0.00105306 84504.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9613.23 9054.97 0.010546 0.00104384 84191.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9527.56 8977.74 0.0107975 0.00105903 82148.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9439.7 8896.25 0.0105625 0.00105843 84174.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9354.79 8813.74 0.0105443 0.00105082 84268 0
: 130 Minimum Test error found - save the configuration
: 130 | 9269.37 8731.77 0.0105214 0.00104768 84444.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9186.62 8650.08 0.0105753 0.00105107 83996.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9101.7 8567.11 0.0105238 0.00104807 84426.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9019.72 8488.85 0.0105756 0.00106587 84124.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8936.96 8413.03 0.0106394 0.00104803 83407.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8856.56 8338.02 0.0105329 0.00104713 84336.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8775.54 8252.61 0.0105769 0.0010482 83956.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8696.33 8183.38 0.0105422 0.00104725 84255.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8616.63 8104.46 0.0105426 0.00105032 84278.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8538.49 8024.94 0.0105653 0.00105043 84078.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8461.67 7953.46 0.0105718 0.00105206 84036 0
: 141 Minimum Test error found - save the configuration
: 141 | 8382.5 7888.43 0.0105601 0.00105198 84138.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8308.47 7806.86 0.0105579 0.00105194 84157.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8231.08 7731.64 0.0106201 0.00107779 83836.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8155.85 7661.11 0.0105417 0.00104924 84277.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8083.78 7583.72 0.0105564 0.00105456 84193.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8007.65 7520.46 0.0105393 0.00105221 84324.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 7935.69 7444.51 0.0105326 0.00104779 84345.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7863.97 7375.69 0.010584 0.00107987 84173.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7790.62 7306.07 0.0105673 0.00106983 84232.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7721.67 7234.69 0.0105633 0.00105103 84102.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7649.09 7159.52 0.0105719 0.00105495 84060.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7579.67 7101.64 0.0106371 0.00107033 83623 0
: 153 Minimum Test error found - save the configuration
: 153 | 7510.87 7034.95 0.0105647 0.00105839 84154.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7440.61 6971.62 0.0106425 0.001054 83433.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7374.99 6900.45 0.0105861 0.0010484 83877.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7305.84 6845.9 0.0105976 0.00106276 83902.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7241.5 6774.94 0.0105607 0.00104707 84089.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7173.16 6708.94 0.0110705 0.00127509 81670.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7107.58 6656.13 0.0115139 0.00106521 76564.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7042.57 6588.58 0.0105857 0.00105303 83922.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 6978.73 6523.86 0.0105928 0.00105075 83839.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6916.05 6468.31 0.0106053 0.00107902 83978.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6850.12 6404.34 0.0106238 0.00106058 83653.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6789.94 6350.37 0.0106378 0.00106792 83595.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6726.12 6282.3 0.0106118 0.00105063 83671.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6663.89 6231.57 0.0106178 0.001057 83674.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6604.12 6171.52 0.0106155 0.00105445 83672.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6542.94 6108.16 0.010803 0.00106513 82153.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6483.44 6051.15 0.0106956 0.00106263 83048.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6423.31 5993.38 0.0108105 0.00107531 82176.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6364.71 5934.95 0.0113799 0.00112405 78004.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6306.04 5880.96 0.0113421 0.00111588 78230.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6247.99 5821.1 0.0110928 0.00107072 79823.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6191.93 5770.77 0.0112042 0.00139263 81536.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6133.2 5716.11 0.0107561 0.00105739 82485.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6078.88 5656.38 0.0128391 0.00170959 71880.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6020.4 5608.31 0.0132556 0.00108833 65750 0
: 178 Minimum Test error found - save the configuration
: 178 | 5966.98 5553.56 0.0115966 0.00108104 76078 0
: 179 Minimum Test error found - save the configuration
: 179 | 5911.21 5504.4 0.0109895 0.00108938 80806.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5857.28 5442.69 0.0106922 0.00107851 83214.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5802.93 5393.16 0.0107993 0.00108106 82319.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5749.33 5345.84 0.010737 0.00107119 82766.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5696.77 5296.67 0.0126184 0.00112595 69611 0
: 184 Minimum Test error found - save the configuration
: 184 | 5642.78 5244.31 0.0111221 0.00108374 79694.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5591.8 5196.19 0.0116586 0.00108111 75632.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5541.3 5148.41 0.0106828 0.00106329 83164.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5488.16 5100.3 0.0109258 0.00107313 81196.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5438.86 5051.24 0.0106483 0.00105537 83394.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5388.85 5003.62 0.0113451 0.00107015 77859.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5339.2 4958.28 0.0120531 0.0011196 73169.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5289.31 4914.9 0.0107819 0.00115277 83081.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5241.24 4861.99 0.0110081 0.00121836 81718.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5193.03 4821.69 0.0106638 0.00107844 83460.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5144.15 4770 0.011217 0.00107583 78886.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5097.81 4729.33 0.0111124 0.00114108 80230.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5049.83 4685.56 0.0116524 0.00107036 75599.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5004.03 4643.18 0.0110721 0.00108015 80064.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 4957.11 4597.97 0.0110294 0.00110501 80609.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4911.68 4559.5 0.0116663 0.0012355 76696 0
: 200 Minimum Test error found - save the configuration
: 200 | 4866.46 4509.87 0.0112492 0.00107447 78626.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4821.79 4466.39 0.0109588 0.00120094 81985.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4777.1 4428.23 0.0115572 0.00130256 78013.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4733.52 4386.9 0.0116263 0.0012865 77371.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4688.98 4345.47 0.0110823 0.0010791 79974.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4647.17 4307.23 0.0142481 0.00177673 64146.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4603.24 4264.82 0.0150625 0.0010745 57192 0
: 207 Minimum Test error found - save the configuration
: 207 | 4561.38 4224.85 0.0107042 0.00106972 83035.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4519.36 4183.46 0.011198 0.0010881 79130.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4477.39 4145.45 0.0116888 0.0011879 76183.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4436.08 4109.72 0.0148138 0.00180692 61505.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4396.42 4067.67 0.0149529 0.00118184 58092.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4354.83 4031.1 0.0107417 0.00106965 82712.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4315.73 3991.63 0.0110662 0.00106698 80006.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4275.54 3955.12 0.0111149 0.0011223 80059.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4236.64 3918.81 0.0117254 0.00107937 75145.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4197.93 3880.21 0.0109645 0.00114173 81443.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4159.91 3844.55 0.0107428 0.00108882 82867.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4120.36 3809.4 0.014559 0.00107693 59338.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4083.42 3771.36 0.0108267 0.00107785 82061 0
: 220 Minimum Test error found - save the configuration
: 220 | 4046.22 3737.61 0.0106242 0.00106334 83674.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4008.98 3700.48 0.0106106 0.00105634 83731.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 3972.09 3668.49 0.0106162 0.00105885 83705.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3936.09 3632 0.0105788 0.00106669 84103.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3899.63 3598.93 0.0106216 0.00106341 83697.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3864.34 3564.71 0.0106191 0.00106035 83693 0
: 226 Minimum Test error found - save the configuration
: 226 | 3828.17 3532.58 0.0106538 0.0010782 83545.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3794.43 3498.83 0.0106982 0.00114764 83765.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3759.6 3465.87 0.010616 0.00106242 83738 0
: 229 Minimum Test error found - save the configuration
: 229 | 3724.7 3433.69 0.0106191 0.00107219 83796.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 3691.56 3401.84 0.0106118 0.00106206 83771.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3657.77 3369.45 0.0106035 0.00105224 83758.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3623.94 3337.58 0.0105953 0.00105175 83825.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3591.02 3306.68 0.0106178 0.00105979 83699.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3559.5 3274.79 0.0105702 0.00105462 84073 0
: 235 Minimum Test error found - save the configuration
: 235 | 3525.79 3244.55 0.0106081 0.00105368 83730.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3493.84 3215.4 0.0106346 0.0010772 83705.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3462.84 3183.97 0.0105954 0.0010575 83875.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3431.14 3154.15 0.0106134 0.00106193 83757.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3400.4 3123.66 0.0106021 0.00106269 83862.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3368.23 3096.18 0.0106666 0.00106814 83347 0
: 241 Minimum Test error found - save the configuration
: 241 | 3338.21 3067.07 0.0106262 0.00105573 83590.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3308.08 3038.12 0.0105949 0.00105681 83874.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3277.93 3009.87 0.0106316 0.00107032 83670.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3247.95 2981.62 0.0108031 0.0010639 82141.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3218.79 2953.81 0.0115895 0.00110023 76268.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3189.28 2926.31 0.0108222 0.00108443 82154.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3160.19 2899.08 0.0109446 0.00109631 81232.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3131.88 2871.56 0.0108341 0.00108163 82030.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3102.58 2845.2 0.0108805 0.00107617 81596.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3075.07 2818.6 0.0108479 0.00107264 81839.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3046.71 2792.49 0.0107499 0.0010762 82698.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3018.96 2767.47 0.0108102 0.00108787 82284.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 2991.43 2742.18 0.0108078 0.00108533 82284 0
: 254 Minimum Test error found - save the configuration
: 254 | 2965.5 2716.26 0.0108148 0.00110925 82427 0
: 255 Minimum Test error found - save the configuration
: 255 | 2938.2 2689.76 0.0108576 0.00109047 81907.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2910.46 2665.55 0.0108922 0.00109526 81658.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2884.74 2640.54 0.0109781 0.00110955 81065.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2858.6 2616.01 0.0112014 0.00109831 79183.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2832.31 2592.09 0.0108862 0.00110103 81756.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2807.12 2567.42 0.0109049 0.00111031 81677.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2782.22 2542.9 0.0108193 0.00107901 82133.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2755.42 2520.41 0.0107399 0.00106288 82670.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2732.06 2496.18 0.0106501 0.00105184 83348.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2706.1 2473.75 0.0106494 0.00105728 83402.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2682.07 2451.25 0.0107095 0.00107375 83024.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2658.2 2427.51 0.0107612 0.00106213 82482.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2632.98 2405.76 0.0106145 0.0010582 83714.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2610.37 2382.93 0.0106016 0.00105604 83808.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2585.69 2362.11 0.0106305 0.00106385 83623.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2562.6 2339.69 0.0106266 0.00106756 83690.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2539.14 2318.26 0.0106303 0.00105327 83532.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2517.19 2295.83 0.010634 0.00106053 83563.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2493.17 2275.09 0.0106501 0.0010586 83407.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2470.64 2254.51 0.0106495 0.00107878 83588.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2448.59 2233.22 0.0106263 0.00105687 83599.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2425.62 2213.71 0.0107198 0.00105737 82794.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2404.18 2192.67 0.0105971 0.00106614 83936.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2382.09 2172.25 0.010629 0.00106157 83616.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2360.11 2152.44 0.010632 0.0010736 83696.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2338.99 2132.25 0.0106229 0.00106542 83703.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2317.28 2112.68 0.0106554 0.00105584 83337.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2295.89 2093.63 0.0106205 0.00105427 83627.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2275.14 2074.18 0.0106236 0.00105366 83595 0
: 284 Minimum Test error found - save the configuration
: 284 | 2253.42 2056.36 0.0106759 0.00107906 83360.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2233.94 2037.18 0.0109427 0.00107479 81070.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2212.74 2018.8 0.0106859 0.00105788 83090.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2193.37 1999.85 0.0106856 0.00105797 83094.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2173.04 1980.87 0.0106252 0.00105468 83589.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2152.47 1962.64 0.0106558 0.00105755 83348.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2132.84 1944.5 0.0106337 0.00106844 83636.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2112.67 1927.67 0.0106597 0.00105785 83317.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2094.2 1909.2 0.0108437 0.00107179 81867.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2074.01 1891.61 0.0106644 0.00105525 83254.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2054.85 1874.63 0.0109369 0.00108231 81180.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2036.22 1856.89 0.0106522 0.00105374 83347.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2017.26 1839.71 0.0106414 0.00106203 83512.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 1998.2 1823.2 0.0107829 0.00106635 82334.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 1979.58 1806.65 0.0106457 0.00106088 83465 0
: 299 Minimum Test error found - save the configuration
: 299 | 1961.6 1790.11 0.0106282 0.00106835 83683.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1942.91 1774.02 0.0106551 0.00107185 83478.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1925.27 1757.47 0.0106791 0.00105397 83116.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1907.03 1741.69 0.0106539 0.00108237 83581 0
: 303 Minimum Test error found - save the configuration
: 303 | 1889.19 1725.65 0.0106163 0.00105327 83655.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1871.76 1709.61 0.0109515 0.00108253 81062 0
: 305 Minimum Test error found - save the configuration
: 305 | 1854.13 1693.74 0.0107194 0.00105441 82772.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1836.67 1678.27 0.0106251 0.00106367 83669.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1819.33 1663.38 0.0107676 0.00108194 82596 0
: 308 Minimum Test error found - save the configuration
: 308 | 1802.7 1647.39 0.0107618 0.00106511 82502.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1784.86 1633.03 0.0109397 0.0010978 81284.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1769 1618.39 0.0109531 0.00109648 81163.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1752.29 1602.84 0.0109331 0.00108636 81244.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1735.26 1588.38 0.0109674 0.00110226 81093.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1719.12 1573.47 0.0108965 0.00106981 81410.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1702.47 1559.15 0.0107556 0.00110047 82857.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1686.24 1545.64 0.0109118 0.00109203 81468.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1670.77 1530.9 0.0109077 0.00107292 81344.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1654.51 1517.19 0.0108603 0.00110638 82018 0
: 318 Minimum Test error found - save the configuration
: 318 | 1638.4 1504.09 0.0108806 0.00108609 81678.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1623.67 1489.46 0.0108582 0.00109158 81912 0
: 320 Minimum Test error found - save the configuration
: 320 | 1608.27 1475.14 0.0108459 0.00107458 81872.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1592.13 1461.85 0.0106716 0.00107703 83380.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1577.03 1448.61 0.0106336 0.00105475 83517 0
: 323 Minimum Test error found - save the configuration
: 323 | 1562.15 1435.21 0.0106852 0.00108415 83324.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1547.3 1421.97 0.0107303 0.00106632 82781.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1532.78 1408.7 0.0106264 0.00106241 83646.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1517.49 1396.12 0.0106658 0.00105538 83243.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1503.42 1382.93 0.0106202 0.0010596 83677.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1489.03 1369.9 0.0105866 0.00105209 83906 0
: 329 Minimum Test error found - save the configuration
: 329 | 1474.58 1357.16 0.0105791 0.00105079 83960.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1460.13 1345.09 0.0106417 0.00106324 83520.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1446.57 1332.17 0.0106343 0.00105389 83503.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1432.08 1320.3 0.010667 0.00109337 83563 0
: 333 Minimum Test error found - save the configuration
: 333 | 1418.47 1307.98 0.0106779 0.00105875 83167.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1405.29 1295.49 0.0106301 0.00105815 83577.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1391.31 1283.77 0.010668 0.00105881 83253.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1377.78 1272.12 0.010629 0.001056 83568.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1365.22 1259.96 0.0106376 0.00105332 83470.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1351.96 1248.32 0.010627 0.00105561 83582.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1338.45 1236.54 0.0106935 0.00106993 83129.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1325.76 1224.99 0.0107873 0.00107885 82402.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1312.78 1213.69 0.0107678 0.00108893 82654.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1300.19 1202.46 0.0111438 0.00115699 80105.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1288.06 1191.17 0.0112278 0.00113404 79256.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1275.1 1179.9 0.0113803 0.00114038 78125.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1262.7 1169.19 0.0113491 0.00114115 78370.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1250.56 1159 0.0111483 0.00112644 79825.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1238.87 1147.53 0.0111843 0.00110618 79379.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1226.38 1136.98 0.011025 0.00109748 80584.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1214.96 1125.79 0.0110535 0.0010923 80311.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1202.79 1115.46 0.0111215 0.00110394 79859.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1191.54 1104.78 0.0109428 0.00114549 81654.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1179.74 1094.2 0.0108628 0.00109767 81923.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1168.24 1083.82 0.0108081 0.00107369 82182.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1156.98 1073.48 0.010835 0.00106924 81919.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1145.41 1063.58 0.0105845 0.00105107 83915.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1134.77 1053.13 0.0106244 0.0010818 83834.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1123.23 1043.72 0.0106147 0.0010576 83707.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1112.5 1033.82 0.0106558 0.00106619 83423.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1101.88 1024.19 0.0106843 0.00105951 83118.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1091.09 1014.75 0.0106526 0.00105986 83396.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1080.71 1004.8 0.0107425 0.00107672 82766.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1069.91 995.431 0.0107279 0.00106642 82803.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1059.51 985.519 0.0108226 0.0010686 82018 0
: 364 Minimum Test error found - save the configuration
: 364 | 1049.18 975.966 0.0107481 0.00108237 82766.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1038.55 967.125 0.0107782 0.00106519 82363.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1028.94 957.764 0.01086 0.00106925 81709.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1018.63 948.424 0.0108567 0.00112145 82175.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1008.86 939.76 0.0108794 0.00108097 81645.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 998.668 930.797 0.0106225 0.00105384 83606.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 989.108 921.654 0.0107954 0.00107821 82328.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 979.271 913.095 0.0108842 0.00112771 81996.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 969.746 904.113 0.0109049 0.00109782 81573.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 959.896 895.818 0.0109671 0.00111099 81168.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 950.947 886.836 0.0111577 0.00111673 79673.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 941.524 878.292 0.0110858 0.00110725 80171.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 931.929 869.829 0.0110569 0.00111478 80465.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 923.578 860.763 0.0111673 0.00112085 79629.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 913.656 852.963 0.0111367 0.00113406 79979.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 904.91 844.679 0.0116432 0.0011813 76468 0
: 380 Minimum Test error found - save the configuration
: 380 | 896.1 836.235 0.0109231 0.00110393 81473.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 887.004 828.09 0.0108256 0.00106847 81991.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 878.234 820.381 0.0109185 0.0010953 81439.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 869.728 812.127 0.010945 0.0010991 81252.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 860.982 803.965 0.010784 0.00107552 82402.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 852.399 796.196 0.0108999 0.00110647 81687.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 844.168 788.155 0.0109323 0.00109581 81330.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 835.412 780.553 0.0108991 0.0010864 81527.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 827.004 772.917 0.01093 0.00107719 81194.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 819.078 765.191 0.0108957 0.00108495 81543.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 810.739 757.76 0.0109777 0.00112405 81188.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 802.576 750.461 0.0110031 0.00108123 80629.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 794.921 742.816 0.0109342 0.00110385 81380.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 786.589 735.672 0.0110668 0.00112132 80438.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 778.969 727.95 0.011194 0.00109197 79191.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 770.991 720.813 0.0113145 0.00114426 78661.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 763.242 713.687 0.0113917 0.00113668 78010.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 755.657 706.355 0.0110885 0.00109769 80073.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 747.98 699.493 0.0109826 0.00109572 80915.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 740.726 692.291 0.0108477 0.00109701 82045.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 732.998 685.509 0.0107368 0.00108656 82899.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 725.818 678.478 0.0108578 0.0010938 81934 0
: 402 Minimum Test error found - save the configuration
: 402 | 718.57 671.667 0.0108113 0.00106569 82088.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 711.382 664.959 0.0107709 0.00106876 82456.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.966 658.028 0.0107962 0.00108313 82363.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 696.921 651.394 0.0107997 0.00109622 82444.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 689.912 644.506 0.0111479 0.00131663 81373.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 683.116 638.028 0.0109537 0.00109097 81113.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 676.079 631.499 0.0109365 0.00108906 81239.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 669.216 624.8 0.0109728 0.00108645 80919.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 662.145 619.745 0.0112947 0.00109779 78455.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 655.805 612.546 0.0109378 0.00108516 81196.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 648.816 606.228 0.0112031 0.00116559 79700.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 642.058 600.241 0.0110736 0.00109959 80208.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 635.691 593.74 0.0110496 0.00111141 80497.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 629.433 587.409 0.0108902 0.00108467 81586.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 622.808 581.874 0.0109339 0.00110369 81381.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 616.751 575.263 0.0110749 0.00106968 79958.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 610.213 569.104 0.0108358 0.00110369 82202.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 603.627 564.21 0.0107983 0.00111102 82582.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 597.489 557.998 0.0110191 0.00109591 80619 0
: 421 Minimum Test error found - save the configuration
: 421 | 591.67 551.873 0.0110376 0.00109656 80474.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 585.075 546.198 0.0109939 0.00107853 80682.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 579.447 540.445 0.0110382 0.0010972 80474.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 573.488 534.687 0.0109939 0.00109728 80835.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 567.573 529.001 0.0111978 0.00110091 79232.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 561.808 522.915 0.0110295 0.0010952 80528.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 555.636 517.664 0.0111958 0.00109968 79238.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 550.303 513.016 0.011025 0.0011317 80862.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 544.487 507.316 0.0110584 0.00110462 80371.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 538.948 501.411 0.010866 0.00107981 81747.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 533.089 496.507 0.0109661 0.00108932 80997.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 527.825 491.065 0.0107994 0.00107963 82306.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 522.33 486.006 0.0107147 0.00106447 82899.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.96 480.319 0.0108522 0.00109354 81978.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 511.36 475.196 0.0108047 0.00110308 82460.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.904 470.289 0.0108873 0.00108604 81622.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.783 465.4 0.0109895 0.00111495 81016.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 495.688 460.099 0.0114172 0.00116178 78007.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 490.159 455.566 0.0111817 0.00107635 79166.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 485.214 451.014 0.0108255 0.00106464 81960 0
: 441 Minimum Test error found - save the configuration
: 441 | 480.464 446.49 0.0106728 0.00106797 83291.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 475.245 440.716 0.0106904 0.00105733 83047.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 470.44 435.891 0.0105743 0.00104907 83987.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 465.378 431.8 0.0105659 0.00104701 84043.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.803 426.503 0.0105948 0.0010505 83819.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 455.585 422.447 0.0106007 0.00105419 83800.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.892 417.73 0.0106221 0.00107149 83764.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 446.177 413.251 0.010603 0.00105218 83762.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 441.804 408.813 0.0105805 0.00104858 83928.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.989 403.71 0.0105887 0.00104863 83856.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 432.203 399.345 0.0105658 0.00104926 84064.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.962 394.958 0.0105707 0.00104881 84017.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.281 390.736 0.0105732 0.0010451 83962.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.935 386.178 0.010592 0.00105743 83905.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 414.187 382.065 0.0105898 0.00105139 83871.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.972 377.986 0.0106134 0.00107955 83911.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.802 373.818 0.0105666 0.00104985 84062.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 401.41 369.557 0.0110003 0.00107502 80602.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.156 365.555 0.0106026 0.00104598 83711.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.965 361.347 0.0109234 0.00106085 81115 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.892 357.625 0.0107527 0.0010545 82489.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.965 353.514 0.0105708 0.0010517 84041.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.735 349.642 0.0105383 0.0010493 84308.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.638 345.829 0.0108714 0.0012158 82853.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.671 342.163 0.0108251 0.00105454 81879 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.81 338.152 0.0106321 0.0010665 83632.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.263 333.718 0.0105928 0.00105354 83864.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.763 330.309 0.0109198 0.00105455 81092.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.025 326.818 0.0105805 0.00104943 83935.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.326 322.916 0.010679 0.00110197 83533 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.469 319.307 0.0107442 0.00106349 82638.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.796 315.635 0.010697 0.00105651 82983 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.98 312.502 0.0107229 0.00115682 83628.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.296 308.666 0.0108405 0.00104844 81699.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.319 305.55 0.0105658 0.00104724 84046.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.501 301.351 0.0108215 0.00106861 82027 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.474 298.168 0.0106253 0.00105219 83567.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.976 294.695 0.0109924 0.00110386 80901.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.827 291.776 0.0107923 0.00105584 82165.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.228 288.13 0.0106017 0.00104911 83746.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.678 284.588 0.0105848 0.00104936 83897.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.187 281.886 0.0105578 0.00104612 84106.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.11 278.716 0.0106467 0.00105028 83364.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.529 275.8 0.0105731 0.0010457 83968.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.404 272.491 0.0105535 0.00104855 84166.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.04 268.768 0.0106004 0.00107017 83943.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.917 265.669 0.0105625 0.00104997 84099.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.617 262.877 0.0105764 0.0010471 83951.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.637 259.561 0.0105814 0.00105875 84010.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.585 257.041 0.0105407 0.00104843 84278.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.776 253.91 0.0105869 0.00105481 83927 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.409 251.821 0.0105418 0.00104778 84263.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.478 248.32 0.0106113 0.00105051 83675.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.218 245.247 0.0105493 0.00105148 84229.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.412 241.983 0.0106018 0.00108218 84036.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.173 239.527 0.0105711 0.00104703 83997.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.594 236.832 0.0106406 0.00105198 83432 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.474 233.851 0.0106138 0.00105852 83723.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.643 231.488 0.0105562 0.00104944 84150.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.028 229.228 0.0105502 0.0010492 84201.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.24 225.758 0.0106024 0.00104756 83727 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.351 223.187 0.0105878 0.00105305 83904 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.514 220.559 0.010611 0.00104768 83653.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.874 218.198 0.0105916 0.00105424 83880.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.34 215.649 0.0106667 0.0010677 83342.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.611 213.156 0.0105816 0.00104639 83899.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.008 210.834 0.0105918 0.0010501 83842.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.615 208.268 0.0105803 0.00105316 83970.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.827 205.558 0.0105802 0.00105245 83965.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.189 203.593 0.0105979 0.00105237 83808.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.999 200.715 0.0106152 0.00105972 83721.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.392 198.868 0.0105976 0.0010509 83798.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.802 196.37 0.0106266 0.00106232 83644.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.892 193.832 0.0105811 0.00105322 83964.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.144 191.751 0.0106273 0.00107253 83727.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.793 189.829 0.0105866 0.00105163 83901.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.383 187.203 0.0106303 0.0010517 83519.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.992 184.863 0.0105699 0.00105179 84050.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.787 182.988 0.010561 0.00105328 84142.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.521 181.286 0.0106346 0.0010537 83499.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.007 178.641 0.010603 0.00106613 83884.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.98 176.613 0.010588 0.00104916 83867.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.504 174.314 0.0105709 0.00105032 84028.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.428 172.41 0.0105711 0.00105332 84052.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.113 170.412 0.0106311 0.00107448 83711.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.177 168.209 0.0105933 0.0010544 83866.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.983 166.396 0.0105837 0.00105435 83951.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.764 164.737 0.0105985 0.00105635 83838.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.725 162.842 0.0105772 0.0010541 84006.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.472 160.284 0.0105574 0.00104871 84133.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.317 158.466 0.0105767 0.00104889 83965.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.572 157.205 0.0105606 0.00104843 84102.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.372 155.269 0.010583 0.00105073 83925.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.433 153.193 0.0105811 0.00105296 83962.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.501 152.452 0.0106133 0.00107119 83839.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.188 150.346 0.0107183 0.00105773 82810.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.757 147.978 0.0107972 0.00106196 82175.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.81 145.766 0.0105748 0.00104916 83984.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.688 144.281 0.0106652 0.00109691 83609.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.237 142.929 0.0107553 0.00106378 82546.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.229 141.663 0.0106143 0.00105436 83682.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.396 139.378 0.010659 0.00105105 83264.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.424 137.765 0.010713 0.00112741 83458.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.427 136.761 0.0108006 0.00108762 82364.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.65 134.511 0.0107839 0.00106719 82332.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.899 132.992 0.0106115 0.00105008 83669.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.989 130.88 0.0105698 0.0010497 84033.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.294 129.659 0.0105743 0.00105648 84053 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.405 128.215 0.0106083 0.0010627 83808.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.82 126.492 0.0107101 0.00105989 82899.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.022 124.919 0.0106133 0.00105136 83664.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.497 123.631 0.0105977 0.00105634 83845.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.135 122.217 0.0108228 0.00119332 83078.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.466 120.661 0.0108683 0.00107579 81695.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.512 118.994 0.0106232 0.00105173 83581.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.013 117.454 0.0106963 0.00106196 83036.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.505 116.317 0.0105908 0.00105955 83934.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.798 115.089 0.011027 0.0012212 81584.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.53 113.138 0.0107674 0.00105043 82329.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.504 112.016 0.0108091 0.00106201 82076 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.123 110.662 0.0105912 0.00104711 83821.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.055 109.626 0.0106308 0.00108388 83796.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.432 108.192 0.0108619 0.00105327 81561.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.735 106.443 0.0107105 0.00107178 82998.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.415 105.839 0.0108779 0.00106187 81499.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.924 104.139 0.0105893 0.00105198 83881.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.501 102.953 0.0106052 0.00106408 83847.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.989 101.495 0.0105962 0.00105276 83827.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.548 100.773 0.0105915 0.00105102 83852.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.521 98.8288 0.0106006 0.00105273 83788.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.115 98.0721 0.0106279 0.00105112 83535.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.567 96.9035 0.0106852 0.00105234 83049.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.153 95.3187 0.0106072 0.00105085 83714.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.889 94.6894 0.0106482 0.00107751 83588.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.749 93.0828 0.010726 0.00105227 82698 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.475 91.9191 0.0105927 0.00104933 83827.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.213 90.7825 0.0106799 0.00105246 83095.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.789 89.8736 0.010635 0.00105169 83478.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.486 88.7036 0.0110219 0.00105339 80252.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.279 87.1091 0.0106283 0.00105389 83556.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.9771 86.4878 0.0107402 0.00105477 82598.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.0822 85.7946 0.010615 0.00105126 83649.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.8162 84.5702 0.0108839 0.00118449 82479.6 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.6596 83.3045 0.0107451 0.00111066 83035.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.6561 82.3891 0.0106099 0.00104897 83674.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.5633 81.4981 0.0105849 0.00105015 83903.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.5058 80.7318 0.0108656 0.00116939 82506.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.435 79.6145 0.0108931 0.00108046 81527.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.953 79.5072 0.0106759 0.00105519 83154 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.95 77.8314 0.0106516 0.00105154 83332.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.8242 75.6562 0.0107385 0.00105768 82637.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.6561 75.3793 0.0106018 0.00105274 83777.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.5834 74.3428 0.0106634 0.00107398 83425.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.655 73.8336 0.0106359 0.0010658 83594.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.8101 72.3085 0.0106976 0.00105459 82962 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.4167 71.8226 0.0106153 0.00105593 83687.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.5361 70.3679 0.0106217 0.0010584 83653.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.5933 69.3925 0.0106316 0.00105475 83534.8 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.6168 69.0217 0.0106516 0.00105267 83342.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.7772 67.6513 0.0105853 0.00104938 83893 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.999 67.4443 0.010616 0.00105116 83639.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.0047 66.3522 0.0107741 0.00105617 82321.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.1374 65.389 0.0106369 0.00107235 83642.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.4089 64.4447 0.0106604 0.00105433 83280.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.3887 63.7575 0.0106876 0.00105782 83076 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.3757 63.1501 0.0106092 0.0010542 83725.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.509 61.8053 0.0109304 0.00111981 81544.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.6203 61.059 0.0106486 0.00105285 83369.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.6917 60.6227 0.0106198 0.00106963 83768 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.8003 59.7307 0.0106014 0.00105335 83786.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.0653 58.5676 0.0106585 0.0010563 83314.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.2622 58.1518 0.0107598 0.00108305 82672.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.3595 57.431 0.0106194 0.00105323 83628.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.4725 56.4612 0.0107398 0.00106479 82687.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.6176 55.3664 0.0106242 0.00104982 83556.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.9014 54.872 0.0105853 0.00104843 83884.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.0506 54.3069 0.01063 0.00105269 83530.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.3601 53.0845 0.0105843 0.00105239 83928.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.4027 53.0676 0.0106022 0.00105523 83795.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.6915 51.5378 0.0106174 0.00106087 83712.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.0055 51.0307 0.0106087 0.00105819 83764.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.2002 50.5438 0.010658 0.00107192 83454.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.5241 49.7546 0.0106398 0.00106273 83533 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.7447 49.2278 0.0106034 0.00105432 83777.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.2799 48.5939 0.0106042 0.00105226 83752.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.2964 47.9116 0.0105839 0.00105093 83919.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.6078 46.6238 0.0106059 0.00105473 83759.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.9087 46.2837 0.0106066 0.00105614 83765.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.3871 45.8526 0.0105892 0.00105215 83883 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.5901 45.1826 0.0106581 0.00104954 83259.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.7921 44.2678 0.0106118 0.00105408 83701.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.1685 43.7425 0.0106479 0.00107072 83531.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.6721 42.9183 0.0106226 0.00105147 83584.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.0392 42.9161 0.0106797 0.00105725 83139.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.377 41.9974 0.0106193 0.0010577 83668.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.8884 41.8692 0.0106425 0.00105742 83463 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.3195 41.441 0.0106 0.00105335 83799.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.5715 40.0788 0.0106292 0.0010567 83573.1 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.9657 40.0394 0.0106136 0.00105359 83682 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.4973 39.5341 0.0105912 0.00105136 83859.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.8163 38.4716 0.0106093 0.00105319 83716.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.0523 38.3083 0.0106271 0.00106789 83688.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.4385 37.2369 0.0106024 0.00105571 83798.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.7987 36.6204 0.0105881 0.00105129 83885.5 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.2788 36.2743 0.0106 0.00105231 83790.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.685 35.8511 0.0106463 0.00105684 83424.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.229 35.0763 0.0106246 0.00105977 83639.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.6422 34.2451 0.0106407 0.00105757 83479.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.0923 33.8815 0.010643 0.00105595 83445.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.4811 33.5002 0.0106175 0.00105464 83656.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.0233 32.825 0.0106419 0.00105746 83468.9 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.482 32.5462 0.0106599 0.00107353 83452.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.9947 31.8285 0.0107443 0.00107592 82744.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.4211 31.7485 0.0106075 0.00105205 83721.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.9708 30.6431 0.0106189 0.00107067 83785 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.5281 30.4532 0.010602 0.00105072 83758.8 0
: 657 | 40.0298 30.4611 0.0105897 0.00101978 83595.1 1
: 658 Minimum Test error found - save the configuration
: 658 | 39.7092 29.4576 0.0106147 0.00105161 83655.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.0514 29.3579 0.0106035 0.00105539 83785.9 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.4791 28.7663 0.0106185 0.00105332 83636.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.0383 28.0972 0.0106429 0.00108861 83732.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.6112 27.7316 0.0106181 0.00105375 83644 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.1195 27.251 0.0106246 0.00105261 83577.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.6419 26.7553 0.0106165 0.00105154 83638.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.2206 26.1848 0.0106339 0.00105425 83510 0
: 666 | 35.8316 26.9954 0.0118874 0.00104139 73759.6 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.6693 25.9315 0.0106644 0.00107219 83401.1 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.9164 25.2962 0.0105971 0.0010549 83837.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.4942 24.5118 0.0106714 0.00105883 83224.1 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.9826 24.3742 0.0106391 0.00106533 83561.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.6091 23.9925 0.0106773 0.00108349 83387.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.3085 23.8368 0.0106482 0.00106204 83453.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.8086 23.1471 0.0107205 0.001064 82846 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.4758 22.6885 0.0106325 0.00106451 83612.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.9689 22.3245 0.0106266 0.0010609 83632.1 0
: 676 | 31.6517 22.3247 0.0105579 0.0010203 83878.8 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.2885 21.694 0.0106206 0.00106997 83764.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.9384 21.2189 0.010714 0.00106876 82942.1 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.2891 21.0758 0.0106205 0.00105884 83667.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.9894 20.4648 0.0106322 0.00107177 83678.3 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.6203 20.308 0.0106974 0.00108666 83240.2 0
: 682 | 29.2646 20.566 0.0105955 0.00102596 83598.4 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.1657 19.7382 0.0106825 0.00106811 83208.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.6329 19.367 0.0106269 0.00106242 83642.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.1916 18.9558 0.0110846 0.00106029 79805.7 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.9261 18.7164 0.0106196 0.00106161 83699.5 0
: 687 | 27.5187 18.8051 0.0105794 0.00101992 83686.8 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.0327 18.0072 0.0106199 0.00105492 83638.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.6804 17.7319 0.0105985 0.00105315 83810.3 0
: 690 | 26.4018 17.8149 0.0105532 0.0010183 83902.3 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.0525 17.1719 0.0106715 0.00109475 83536 0
: 692 | 25.631 17.2982 0.0106297 0.00101882 83239.2 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.3252 16.7857 0.0106339 0.00105673 83532.3 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.0878 16.4079 0.0106228 0.00105505 83614 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.723 16.1199 0.0106151 0.00105126 83648.1 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.3684 16.0821 0.0106104 0.00105406 83714.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.1886 15.5654 0.0106019 0.00107151 83941.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.7278 15.1811 0.0106556 0.0010756 83507.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.4596 14.9785 0.0106244 0.00105689 83616.3 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.1092 14.894 0.0106448 0.00107657 83610.3 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.9107 14.334 0.0106269 0.00106229 83641.3 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7457 14.3094 0.0105946 0.00105698 83878.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.2011 13.9556 0.0106076 0.00106451 83830.3 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.0074 13.9267 0.0107031 0.00108954 83215.4 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.6673 13.3507 0.0107083 0.00107094 83010.1 0
: 706 | 21.3515 14.1723 0.0105585 0.00102388 83905 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.1388 12.979 0.0106391 0.00106091 83523.4 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.8063 12.9037 0.0106535 0.00109533 83698.1 0
: 709 | 20.5804 13.264 0.0105787 0.00102054 83697.8 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.5552 12.7017 0.0106272 0.0010742 83743.2 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.2114 12.3201 0.0105922 0.00105438 83877 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.8385 11.9966 0.0106959 0.00105927 83016.8 0
: 713 | 19.5357 12.0846 0.010564 0.00102501 83866.7 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.1443 11.4292 0.0105897 0.00105655 83917.4 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.8885 11.1145 0.010613 0.00105586 83707 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.6977 11.0583 0.0106192 0.00105645 83658 0
: 717 | 18.5671 11.1443 0.0105895 0.00102096 83607.8 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.1896 10.9304 0.0106605 0.00106125 83339.6 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.9811 10.2976 0.0106087 0.00105815 83764.8 0
: 720 | 17.6441 10.3849 0.0105938 0.00101861 83549.1 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.6445 10.168 0.0106411 0.00108048 83676.4 0
: 722 | 17.5367 10.6454 0.0105655 0.00102257 83831.4 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.1272 9.63184 0.0105934 0.00105441 83866.7 0
: 724 | 16.6241 10.0397 0.0105642 0.00102465 83861.1 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.4287 9.06542 0.0106073 0.00105443 83744.7 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.3588 8.93883 0.0106062 0.00105672 83774 0
: 727 | 16.041 9.35091 0.0105478 0.00101791 83946.2 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.0402 8.63967 0.0107433 0.00106912 82694.6 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.7016 8.61919 0.0106293 0.00106103 83609.3 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.4312 8.45202 0.0106615 0.00107816 83478.3 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.3731 8.26469 0.0106855 0.00105665 83083.9 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.0147 8.0681 0.0106423 0.00105635 83455.8 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.9828 7.82475 0.0106103 0.00105337 83709.2 0
: 734 | 14.7874 8.22586 0.010573 0.00102527 83789.3 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.7115 7.72308 0.0105819 0.00105409 83964.4 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.2092 7.41102 0.0105986 0.00105546 83830 0
: 737 Minimum Test error found - save the configuration
: 737 | 13.9464 7.34198 0.0106017 0.00105868 83831.1 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.8682 7.11269 0.010592 0.00105475 83881.3 0
: 739 | 13.6286 7.19371 0.0105762 0.00103771 83870.7 1
: 740 | 13.549 7.13714 0.0105544 0.00101824 83891 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.283 6.84179 0.0106164 0.001053 83652.7 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.0419 6.54107 0.0106095 0.00105813 83757.4 0
: 743 Minimum Test error found - save the configuration
: 743 | 12.8644 6.53325 0.0107185 0.0010668 82887.3 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.8551 6.32267 0.0106865 0.00106431 83141.4 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.8485 6.2927 0.010614 0.00105691 83707.2 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.4341 6.17142 0.0106179 0.00106229 83720.4 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.2493 6.15649 0.0106023 0.0010622 83856.1 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.2249 5.97883 0.0106222 0.00105148 83588.5 0
: 749 Minimum Test error found - save the configuration
: 749 | 11.8868 5.70318 0.0106384 0.0010741 83644.2 0
: 750 | 11.626 5.86713 0.0105927 0.00101691 83544.1 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.6234 5.68887 0.0106924 0.00105588 83017.2 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.6203 5.32805 0.0105965 0.00105046 83804.2 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.2904 5.23559 0.0106344 0.00105897 83547.6 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.026 5.12826 0.0106596 0.00105996 83336.6 0
: 755 Minimum Test error found - save the configuration
: 755 | 10.9601 4.97088 0.0106728 0.00108801 83465.9 0
: 756 | 10.7435 5.20823 0.0106428 0.0010227 83159.2 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.5774 4.59839 0.0106245 0.0010602 83644 0
: 758 | 10.4852 4.81609 0.0105847 0.00102315 83668.2 1
: 759 | 10.4501 4.6359 0.0105906 0.00102273 83613.5 2
: 760 Minimum Test error found - save the configuration
: 760 | 10.3858 4.46531 0.0106281 0.00106213 83629.9 0
: 761 | 10.1449 4.61631 0.0106015 0.00102267 83517.4 1
: 762 Minimum Test error found - save the configuration
: 762 | 9.84785 4.34407 0.0106048 0.00106014 83816.4 0
: 763 Minimum Test error found - save the configuration
: 763 | 9.8635 4.14456 0.0106331 0.00105558 83528.9 0
: 764 | 9.70563 4.24444 0.0105994 0.00102287 83537.1 1
: 765 | 9.54139 4.27816 0.0105931 0.0010233 83596.2 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.48844 3.92723 0.0106395 0.00105912 83504.4 0
: 767 | 9.52903 4.46907 0.0105954 0.00102335 83576.7 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.39658 3.84046 0.0106522 0.00106625 83455.8 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.07906 3.75615 0.0106648 0.00107756 83444.1 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.99649 3.53202 0.0107805 0.00112157 82825.3 0
: 771 | 8.83735 3.56107 0.0106732 0.00102945 82955.3 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.70598 3.39253 0.0106954 0.00107122 83123.8 0
: 773 | 8.70761 3.67948 0.0105961 0.00103272 83652.4 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.55041 3.14282 0.0106187 0.00106246 83714.6 0
: 775 | 8.26018 3.70713 0.010597 0.00102459 83573.9 1
: 776 | 8.33671 3.29135 0.0105762 0.0010317 83817.5 2
: 777 | 8.19641 3.44643 0.0106573 0.00104857 83257.9 3
: 778 Minimum Test error found - save the configuration
: 778 | 8.0352 2.91475 0.0109232 0.00106751 81171.6 0
: 779 | 7.97763 2.97028 0.0111259 0.00108692 79689.4 1
: 780 | 7.85969 3.3129 0.0108611 0.00102068 81297 2
: 781 Minimum Test error found - save the configuration
: 781 | 7.92951 2.77079 0.0108802 0.00106284 81488 0
: 782 | 7.80032 2.92497 0.0105649 0.00103169 83917.1 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.54935 2.63493 0.0105954 0.00105524 83855.6 0
: 784 | 7.45341 2.72423 0.0111137 0.00126492 81228 1
: 785 | 7.37141 2.74436 0.0109793 0.00101918 80320.2 2
: 786 Minimum Test error found - save the configuration
: 786 | 7.28855 2.36604 0.0110167 0.00123684 81800.8 0
: 787 | 7.13257 2.52385 0.0106741 0.00102188 82882.7 1
: 788 | 7.32515 2.52369 0.0106015 0.00102721 83556.8 2
: 789 | 6.9331 2.41641 0.0105728 0.00101843 83731.4 3
: 790 | 7.04168 3.02298 0.0106786 0.00102191 82844.4 4
: 791 | 6.91028 2.46533 0.010543 0.00101717 83982.2 5
: 792 | 6.77366 2.36631 0.0105971 0.00101849 83519.5 6
: 793 | 6.77997 3.03159 0.010592 0.00101785 83558.1 7
: 794 Minimum Test error found - save the configuration
: 794 | 6.7366 2.07016 0.0105975 0.00105843 83865.6 0
: 795 | 6.39109 2.36437 0.0105854 0.00102127 83645.6 1
: 796 | 6.44113 2.29169 0.0114746 0.00102169 76533.9 2
: 797 | 6.31597 2.16661 0.0106107 0.00101991 83413.1 3
: 798 | 6.63278 2.84581 0.0108499 0.00102315 81410.3 4
: 799 | 6.24039 2.41537 0.0105943 0.00102065 83562.6 5
: 800 Minimum Test error found - save the configuration
: 800 | 6.12756 1.84984 0.0106092 0.00106015 83777.8 0
: 801 | 6.03875 2.27817 0.0110185 0.00102347 80040 1
: 802 | 6.03565 1.93447 0.0107226 0.00102604 82503.6 2
: 803 | 5.95463 2.40134 0.0109822 0.00103239 80403.2 3
: 804 | 5.80792 1.98478 0.0105837 0.00102039 83652.7 4
: 805 | 5.6654 1.90064 0.0106509 0.00105153 83338.4 5
: 806 Minimum Test error found - save the configuration
: 806 | 5.67387 1.83724 0.0110366 0.00107092 80275.6 0
: 807 | 5.62557 2.65184 0.0107565 0.00103665 82306.2 1
: 808 | 5.87104 2.17835 0.0106534 0.00101962 83041.5 2
: 809 | 5.66234 2.62432 0.0107973 0.00115161 82939 3
: 810 | 5.48078 1.9295 0.0108575 0.00101964 81318.8 4
: 811 | 5.48342 1.9812 0.0109308 0.00113091 81633.7 5
: 812 Minimum Test error found - save the configuration
: 812 | 5.28368 1.72774 0.0106687 0.00107867 83419.8 0
: 813 | 5.35431 2.30433 0.0107202 0.00115818 83664.3 1
: 814 | 5.49626 2.39328 0.0109813 0.00101761 80291.2 2
: 815 | 5.23266 1.94913 0.0106492 0.00106311 83453.9 3
: 816 | 5.01438 1.91809 0.0110268 0.00102 79946 4
: 817 | 5.10049 2.2289 0.0108486 0.0011297 82313.5 5
: 818 | 5.01648 1.82846 0.0107723 0.00102259 82053.4 6
: 819 Minimum Test error found - save the configuration
: 819 | 4.9331 1.7066 0.010614 0.00107046 83826.1 0
: 820 | 4.80868 2.19728 0.0105789 0.00102291 83717 1
: 821 | 4.87057 1.91726 0.0106193 0.00104608 83566.8 2
: 822 | 4.68995 2.3868 0.0110355 0.00102717 79933.3 3
: 823 | 4.84125 2.1221 0.0106628 0.00108749 83548.2 4
: 824 | 4.73059 1.87858 0.0107856 0.00102056 81925 5
: 825 | 4.63523 2.35205 0.0109495 0.001023 80592.4 6
: 826 | 4.56505 2.07724 0.0106087 0.00102104 83441 7
: 827 | 4.4728 2.08349 0.0106282 0.00101969 83259.4 8
: 828 | 4.56714 2.1071 0.0106324 0.00101868 83214.1 9
: 829 | 4.64357 2.13607 0.0105994 0.00101962 83509.1 10
: 830 | 4.37079 2.24004 0.0112053 0.00102247 78563.6 11
: 831 | 4.36598 2.08511 0.0106347 0.00101895 83197.1 12
: 832 | 4.23249 2.07616 0.0105734 0.00102255 83761.8 13
: 833 | 4.26126 2.14797 0.0106151 0.00102376 83408.1 14
: 834 | 4.10424 2.05201 0.0106166 0.00101979 83361.5 15
: 835 | 4.07537 1.87855 0.0110631 0.0010321 79752.7 16
: 836 | 4.03054 2.05396 0.010657 0.00103793 83168 17
: 837 | 4.03983 1.89937 0.0106224 0.00102417 83348.5 18
: 838 | 4.02563 2.08681 0.0105984 0.00101992 83520.9 19
: 839 | 3.90994 2.34184 0.0109246 0.00101935 80764.9 20
: 840 | 3.82034 2.08089 0.010594 0.0010353 83693 21
:
: Elapsed time for training with 1000 events: 9.03 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: 0.0112 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: 0.82 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 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= 3.28127e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06568e+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: 0.0369 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: 0.0363 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: 0.00131 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: 0.0956 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: 0.892 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0199 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00256 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: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00435 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: 0.00207 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00039 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: 0.0979 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.012 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: 0.886 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0997 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 : -0.843 -0.0428 5.64 1.58 | 3.229 3.228
: 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 : -0.193 -0.0104 2.02 1.11 | 3.379 3.365
: 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.