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:360
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:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
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:3787
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:72
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:1174
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: 0.257 sec
: Elapsed time for training with 1000 events: 0.261 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00305 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: 0.000787 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00415 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: 0.000204 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000403 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 = 31469.3
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 32994 31025.2 0.0108602 0.0010553 81592.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32424 30452.4 0.010884 0.00105701 81408.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31767.6 29867.9 0.011523 0.00112324 76925 0
: 4 Minimum Test error found - save the configuration
: 4 | 31121.1 29319.4 0.0115407 0.00173697 81601.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30456.2 28686.5 0.010954 0.00103436 80648.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29724.7 27816.1 0.01047 0.00103333 84776 0
: 7 Minimum Test error found - save the configuration
: 7 | 29006.4 27189.5 0.0120395 0.00101607 72572.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28546.1 26803.7 0.0104707 0.00100388 84506.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28189.7 26479.5 0.0123238 0.000999094 70641.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27869.2 26179.3 0.0129082 0.00140872 69568.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27565.3 25897.5 0.0114622 0.00101702 76590.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27279.1 25624.5 0.0104913 0.00101578 84428.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26998.2 25364.7 0.0114552 0.00156669 80901.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 26730.5 25109.7 0.0141261 0.00132515 62495.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26469.3 24859.5 0.0105288 0.000996804 83927.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26208.4 24621 0.0100052 0.000975404 88596 0
: 17 Minimum Test error found - save the configuration
: 17 | 25961.8 24380.7 0.00997347 0.000970255 88857.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25711.7 24150.5 0.0099502 0.000969213 89077.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25470.8 23922.5 0.0100006 0.000987763 88761.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 25234.7 23695.5 0.00996695 0.000984143 89059.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 25002 23470.4 0.00995567 0.000975403 89084.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24768.4 23253.7 0.00997993 0.000969094 88782 0
: 23 Minimum Test error found - save the configuration
: 23 | 24542.7 23038.1 0.00997574 0.000989795 89027.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24318.2 22826.5 0.010056 0.000969923 88046.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 24098.9 22615.6 0.0100185 0.000969393 88406.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23877.1 22413.1 0.00997856 0.000969803 88802.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23666.8 22205.7 0.010009 0.000974203 88546.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23451.4 22005.3 0.00993526 0.000975414 89287.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23240.7 21808.1 0.00996892 0.000970484 88904.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 23034 21612.1 0.0099476 0.000972163 89132.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 22830.4 21416 0.00998581 0.000985782 88888.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22625.9 21224.7 0.00998954 0.000972783 88723.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22425.4 21035.5 0.00997742 0.000981073 88925 0
: 34 Minimum Test error found - save the configuration
: 34 | 22226.7 20848.8 0.0102364 0.000978594 86413.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 22032.7 20660.8 0.0108179 0.000988195 81386.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21835 20480.1 0.0101949 0.000981675 86831.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21646.4 20296.5 0.0109001 0.00165126 86497.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21451.7 20122.1 0.0136982 0.00101526 63076.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21267.1 19943.8 0.0103162 0.00101978 86054.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21083.2 19764.4 0.0105747 0.0010068 83613 0
: 41 Minimum Test error found - save the configuration
: 41 | 20897.3 19589.7 0.0123964 0.00167546 74620.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20714.4 19418.1 0.0153351 0.00174564 58869.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20533.4 19249.2 0.0159526 0.0016967 56117.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20354.9 19082.1 0.0160111 0.00165461 55724 0
: 45 Minimum Test error found - save the configuration
: 45 | 20178.5 18916.3 0.0120081 0.000984713 72573.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 20005 18750.1 0.0100323 0.000976163 88337.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19831.4 18586.2 0.0100226 0.000974144 88413.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19658.2 18426.3 0.0100217 0.000976233 88442.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19489.9 18264.6 0.0100501 0.000979354 88196 0
: 50 Minimum Test error found - save the configuration
: 50 | 19318.4 18103.8 0.0100791 0.000992345 88040 0
: 51 Minimum Test error found - save the configuration
: 51 | 19148.5 17940.9 0.0101489 0.000994574 87390.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18978.2 17785 0.0101942 0.00100094 87020 0
: 53 Minimum Test error found - save the configuration
: 53 | 18813.9 17626.2 0.0101869 0.000997653 87058 0
: 54 Minimum Test error found - save the configuration
: 54 | 18648.2 17474.4 0.0102813 0.000995674 86154.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18488.6 17319.3 0.0101859 0.000998463 87075.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18323.8 17163.9 0.0101899 0.000998543 87038.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 18163 17011.1 0.0101829 0.000999104 87110 0
: 58 Minimum Test error found - save the configuration
: 58 | 18000.1 16855.1 0.0101552 0.00100041 87386.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17848.5 16708.8 0.0102337 0.00100281 86665.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17688 16551.8 0.0103308 0.00103175 86030.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17529.3 16401.7 0.0102602 0.00103388 86708.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17372.2 16259.1 0.0102327 0.00100025 86650.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17220.6 16106.1 0.0103073 0.00100322 85983.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 17065.3 15963.4 0.0103468 0.00101835 85759.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16914.9 15817.3 0.0103024 0.00100763 86069.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16762.8 15674.4 0.0102971 0.00101318 86170.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16612.9 15534.8 0.010478 0.00106104 84953.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16465.3 15393.2 0.0103843 0.00100654 85308.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 16318.4 15252.6 0.0103955 0.00100828 85221.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16169.3 15116.3 0.0104004 0.0010148 85236.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 16028.3 14975.9 0.0104181 0.00101983 85122.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15881.7 14838.3 0.0103341 0.00100894 85789.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15739.2 14702.9 0.0105362 0.00102774 84135.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15597.8 14569 0.0104272 0.00102811 85114.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15456.7 14438.2 0.0104222 0.00101921 85079.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15318.9 14307.6 0.0104563 0.00102933 84862.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 15180.1 14180.4 0.010315 0.00101275 86000.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 15046.3 14050.8 0.0103041 0.00100256 86007 0
: 79 Minimum Test error found - save the configuration
: 79 | 14911.5 13922.8 0.0103935 0.00104667 85590.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14777.5 13796.5 0.0104057 0.0010092 85138 0
: 81 Minimum Test error found - save the configuration
: 81 | 14645 13672.2 0.0103681 0.00101257 85511.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14512.8 13550.2 0.0106213 0.00101631 83290.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14384.3 13427.7 0.01029 0.00101788 86280.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14256.4 13304.6 0.0103333 0.00103678 86054 0
: 85 Minimum Test error found - save the configuration
: 85 | 14129 13182.6 0.0103836 0.00100588 85308.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 14000.1 13065.4 0.010364 0.00100627 85491.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13877.4 12945.2 0.0104377 0.00103527 85084.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13751.6 12828.8 0.0103897 0.00102373 85415.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13627.1 12715.5 0.0103207 0.0010076 85900.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13506.8 12600.4 0.0102734 0.00100784 86341.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13387.6 12484 0.010262 0.00100687 86438.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 13266.5 12370.3 0.0103254 0.00100651 85847 0
: 93 Minimum Test error found - save the configuration
: 93 | 13145.4 12261.3 0.0103323 0.00100353 85756.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 13030.3 12148.9 0.0102846 0.00100782 86236.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12912.5 12039.1 0.0103204 0.00100826 85909.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12796.7 11930.4 0.0103239 0.00100517 85848.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12682.3 11822.1 0.0102934 0.00101019 86177.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12568.3 11715.2 0.0103748 0.00101635 85484.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12455.7 11609.1 0.0102952 0.00101215 86178.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12343.9 11503.9 0.0102747 0.00100773 86328.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12233.2 11399.6 0.0102808 0.00100704 86264.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12123.2 11296.5 0.0103396 0.00100983 85747.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 12014.8 11193.8 0.0103278 0.00100944 85851.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11906.9 11091.7 0.0103237 0.00101604 85951.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11798.9 10992.2 0.0103779 0.00101644 85457.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11694.2 10891.7 0.0103338 0.00101364 85835.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11587.9 10793.7 0.0103065 0.00102383 86182.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11484.2 10695.8 0.0103202 0.00101405 85964.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11380.5 10599.4 0.0103461 0.00101133 85701.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11277.3 10505.1 0.0103476 0.00101449 85716.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 11178.8 10407.1 0.0103145 0.00101935 86066.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 11076.1 10312.8 0.01033 0.00103651 86081.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10976.6 10218.9 0.0103133 0.00100888 85980.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10878.5 10125 0.0104194 0.00101316 85050.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10778.9 10034.1 0.0102739 0.00101375 86391.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10680.8 9945.53 0.0102702 0.00100761 86368.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10585.6 9855.81 0.0103211 0.00101293 85945.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10492.6 9763.22 0.010297 0.00100785 86121.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10396.6 9673.37 0.0103727 0.00100907 85437.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10300.5 9587.72 0.0103246 0.00101129 85898.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10209.7 9499.57 0.0103392 0.00101374 85787 0
: 122 Minimum Test error found - save the configuration
: 122 | 10116.5 9413.67 0.0102919 0.0010105 86193.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 10026.6 9326.22 0.010304 0.00101321 86106.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9933.78 9242.89 0.0102947 0.00101118 86174.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9845.49 9158 0.0106001 0.00103827 83665.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9755.2 9075.8 0.0103734 0.00103119 85633 0
: 127 Minimum Test error found - save the configuration
: 127 | 9668.71 8991.57 0.0104003 0.00101833 85270.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9579.9 8910.01 0.0103452 0.00102807 85863.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9493.19 8829.08 0.0104379 0.00102101 84953.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9407.63 8748.21 0.0105118 0.00105777 84619.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9321.49 8669.5 0.0103512 0.00102243 85756.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9238.75 8588.79 0.0104455 0.00101856 84863.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9153.88 8510.48 0.0104762 0.00104226 84800.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 9072 8431.3 0.010455 0.00102046 84794.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8988.64 8354.35 0.0104194 0.0010198 85110.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8905.75 8280.21 0.0105389 0.00113062 85031.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8827.6 8202.61 0.0104235 0.00101942 85069.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8745.48 8128.64 0.0103796 0.0010306 85570.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8666.84 8054.09 0.0104704 0.00110319 85404.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8588.21 7980.06 0.0105228 0.00104627 84419.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8510.27 7906.47 0.0104425 0.00102946 84988.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8431.58 7835.57 0.0104011 0.00102723 85343.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8356.48 7762.69 0.0106033 0.00104745 83718.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8279.49 7691.94 0.0104849 0.00103367 84645.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8204.9 7620.57 0.0104566 0.00102026 84778.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 8130.02 7550.21 0.0103996 0.00102018 85293.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 8055.98 7480.31 0.0104226 0.00103804 85246.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7981.38 7412.93 0.0104455 0.00104893 85137.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7910.48 7343.42 0.0103589 0.0010332 85784.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7836.95 7276.72 0.0104154 0.00103622 85295.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7765.67 7210.21 0.0103733 0.00101975 85528.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7696.16 7142.44 0.0104118 0.00106144 85558.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7623.11 7079.52 0.0119085 0.00174522 78714.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7557.41 7011.25 0.0106051 0.00106142 83825.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7486.16 6946.94 0.0104489 0.00103603 84990.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7417.89 6883.25 0.0105031 0.00102289 84386.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7350.79 6819.18 0.0104231 0.00102196 85095.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7282.29 6757.52 0.0105031 0.0010242 84397.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7216.28 6695.61 0.0103997 0.00101979 85288.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7151.08 6633.2 0.0104942 0.00103921 84611.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 7085.44 6571.63 0.0103851 0.00102028 85425.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 7020.12 6511.42 0.0104069 0.00102111 85235.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6956.84 6450.36 0.0104239 0.00104553 85302.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6891.19 6392.9 0.0103991 0.00102275 85321.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6831.34 6331 0.0104073 0.00102118 85231.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6766.4 6273.2 0.0103821 0.00101866 85439.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6705.32 6214.55 0.0104155 0.00105437 85459.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6643.19 6157.54 0.0105169 0.00102562 84287.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6582.77 6100.5 0.0104279 0.00102176 85051.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6521.69 6044.8 0.0104175 0.00102998 85219.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6462.03 5989.39 0.0104659 0.00106688 85115.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6403.45 5933.25 0.0104264 0.00104563 85281.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6344.06 5878.57 0.0104788 0.00103831 84741.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6286.12 5823.88 0.0103929 0.00103155 85457.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6228.52 5769.25 0.0104121 0.00102557 85228.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6171.14 5715.3 0.0104156 0.0010239 85181.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6114.58 5661.6 0.0104862 0.00104448 84730.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6057.84 5609.38 0.0104545 0.00102685 84857.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 6002.59 5556.82 0.0104398 0.00102852 85004.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5946.95 5505.32 0.0104271 0.00102469 85084.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5892.78 5453.81 0.0104532 0.00102604 84861.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5838.36 5402.68 0.0104201 0.00102284 85131 0
: 183 Minimum Test error found - save the configuration
: 183 | 5784.91 5351.67 0.0104236 0.00102365 85106.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5730.08 5303.47 0.0104829 0.00103217 84649.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5678.36 5254.14 0.0105564 0.00102961 83973.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5626.04 5205.26 0.0105481 0.0010236 83994 0
: 187 Minimum Test error found - save the configuration
: 187 | 5574.05 5157 0.010569 0.0010344 83905.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5523.37 5108.33 0.0107372 0.00111943 83179.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5471.77 5061.07 0.0107681 0.00107371 82521.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5421.48 5013.99 0.0105651 0.00103351 83931.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5372.48 4966.11 0.0123893 0.00108668 70780.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5321.35 4920.76 0.0106963 0.00104224 82866.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5272.45 4875.95 0.0105879 0.00103269 83724.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5224.98 4829.71 0.0105555 0.00103329 84014.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5175.96 4785.02 0.0106936 0.00110797 83457.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5128.84 4740 0.0106694 0.00105492 83207.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5081.6 4695.41 0.0105458 0.00105286 84273.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 5033.97 4652.14 0.0108281 0.00106036 81902.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4987.9 4609.03 0.0107303 0.00103871 82545.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 4942 4566.18 0.0105849 0.00103813 83798.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4896.7 4523.67 0.0106588 0.00106763 83410.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4851.17 4481.82 0.0104615 0.00102396 84767.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4806.71 4440.63 0.0107279 0.00108844 82992 0
: 204 Minimum Test error found - save the configuration
: 204 | 4763.02 4398.28 0.0106082 0.00105318 83725.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4718.26 4358.09 0.0105869 0.00102796 83690.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4674.87 4318 0.0105122 0.0010317 84383.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4632.43 4277.54 0.0106864 0.00108569 83327.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4589.82 4237.53 0.0106333 0.00105241 83499.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4547.84 4196.92 0.0108073 0.00108546 82288.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4505.87 4157.48 0.0108866 0.00107479 81534.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4463.49 4119.66 0.0105967 0.00104165 83725.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4422.9 4081.38 0.0105087 0.00106627 84723.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4382.37 4043.51 0.0104536 0.00102582 84855.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4342.45 4005.24 0.0104657 0.00102436 84733.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4301.9 3968.81 0.0104608 0.00102733 84804.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4263.16 3931.37 0.0105062 0.00105444 84640.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4223.65 3894.77 0.0104293 0.00102577 85074.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4185.57 3857.85 0.010515 0.00103305 84371.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4146.14 3822.59 0.0104791 0.00103013 84665.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4108.5 3787.22 0.010405 0.00102477 85286.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4070.89 3752.69 0.0103914 0.00102073 85373 0
: 222 Minimum Test error found - save the configuration
: 222 | 4034.15 3716.8 0.0104582 0.00103048 84855.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3996.6 3683.06 0.0104916 0.00102997 84551.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3960.6 3648.41 0.0104206 0.00103091 85199.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3924.33 3614.04 0.0104555 0.00104728 85032.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3888.46 3580.7 0.0104227 0.00103689 85234.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3852.32 3547.96 0.010512 0.00105437 84587.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3818.38 3514.03 0.010529 0.00104257 84331.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3782.8 3481.55 0.0104722 0.00104904 84897.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3749.04 3448.33 0.0104725 0.00102654 84691.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3714.18 3416.79 0.0105296 0.00103569 84264.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3680.27 3385.39 0.0105136 0.00104601 84498.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3647.1 3354.07 0.0104718 0.0010417 84834.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3613.57 3323.48 0.0104945 0.00103285 84552.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3580.83 3292.64 0.0104277 0.0010272 85101.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3549.12 3261.22 0.0104589 0.00103017 84846.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3516.18 3230.63 0.0104497 0.00102801 84910.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3484.3 3200.74 0.0104949 0.00102946 84517.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3452.46 3171.09 0.0104461 0.00102692 84933.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3421.01 3142 0.0104679 0.00103147 84778.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3390.02 3113.01 0.0104492 0.00105164 85128.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3359.25 3084.11 0.0104771 0.00102998 84681.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3328.68 3055.7 0.0104705 0.00103585 84794.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3299.23 3026.47 0.0105977 0.00103077 83621.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3268.37 2999.3 0.0104921 0.00104486 84680.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3239.39 2971.1 0.0105756 0.00103312 83835.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3209.39 2943.87 0.010488 0.00103202 84602.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3180.72 2915.98 0.0104786 0.00102345 84610.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3151.17 2889.4 0.0104697 0.00102945 84743.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3123.15 2862.29 0.0104528 0.0010389 84980.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3094.52 2835.75 0.0104771 0.00103444 84722 0
: 252 Minimum Test error found - save the configuration
: 252 | 3066.87 2808.98 0.0105262 0.00104655 84391.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3038.33 2783.82 0.0105574 0.00103587 84020.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 3010.99 2758.09 0.0104718 0.00102684 84701.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2984.27 2731.97 0.0104893 0.00102929 84566.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2957.01 2706.32 0.0104855 0.00103109 84616.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2929.7 2681.51 0.0104659 0.00103048 84787.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2903.39 2656.95 0.0104742 0.00102865 84696.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2876.88 2632.64 0.0104549 0.00102599 84845.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 2851.27 2608.39 0.0104351 0.00102426 85008.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2825.61 2583.59 0.0104575 0.00103492 84902.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2799.39 2560.23 0.010475 0.00102827 84685.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2774.84 2535.72 0.0104563 0.00102563 84829.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2748.89 2513.24 0.010473 0.00103818 84792.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2725 2488.67 0.0104526 0.0010277 84881.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2699.38 2466.47 0.0104311 0.0010267 85066.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2675.52 2443.5 0.0104589 0.00102773 84825.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2651.19 2421.46 0.0105007 0.00104732 84626.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2626.94 2399.57 0.0105015 0.00104084 84560.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2603.95 2376.81 0.0104583 0.0010223 84781.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2579.48 2355.54 0.0104597 0.00102319 84776.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2556.95 2333.21 0.0105447 0.00105002 84257.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2532.71 2312.56 0.0105445 0.00102868 84070.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2510.28 2291.26 0.0104357 0.0010224 84986.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2487.71 2270.12 0.0103981 0.00102477 85348.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2465.17 2249.14 0.0104687 0.00102705 84731.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2442.98 2228.38 0.0104472 0.00103856 85028.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2420.61 2207.83 0.0104672 0.00102509 84726.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2398.15 2188.21 0.0104753 0.00102411 84645.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2376.67 2168.03 0.0104699 0.00102828 84731 0
: 281 Minimum Test error found - save the configuration
: 281 | 2355.24 2147.9 0.0104638 0.00102092 84720.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2333.87 2127.94 0.0104574 0.00102659 84828.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2312.25 2108.57 0.0104763 0.00103197 84707 0
: 284 Minimum Test error found - save the configuration
: 284 | 2291.01 2089.92 0.0104548 0.00102807 84865 0
: 285 Minimum Test error found - save the configuration
: 285 | 2270.37 2070.35 0.010449 0.00102159 84859.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2249.23 2052.24 0.0104042 0.00102126 85260.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2229.56 2032.43 0.0104185 0.00102533 85168.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2208.88 2013.15 0.0104457 0.00102501 84919.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2188.1 1994.72 0.0104396 0.00102014 84930.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2167.91 1976.97 0.010473 0.00103014 84720 0
: 291 Minimum Test error found - save the configuration
: 291 | 2148.44 1958.69 0.0104755 0.00103896 84776.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2128.15 1940.88 0.0103904 0.00102896 85456.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2109.1 1923.29 0.0103793 0.00102012 85477.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2089.43 1905.5 0.0104572 0.00103454 84901.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2070.3 1887.86 0.010446 0.0010278 84942.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2050.99 1870.99 0.0104828 0.00103702 84693.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2032.21 1853.5 0.0104009 0.00102502 85325.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 2013.28 1836.63 0.0103958 0.00102639 85383.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1994.96 1819.74 0.0104151 0.00102588 85204 0
: 300 Minimum Test error found - save the configuration
: 300 | 1975.76 1803.75 0.010398 0.00102809 85379.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1957.9 1786.9 0.0104254 0.00102495 85102 0
: 302 Minimum Test error found - save the configuration
: 302 | 1939.92 1770.58 0.0104388 0.00102416 84974.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1921.45 1754.34 0.0104551 0.00101905 84781.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1903.79 1738.14 0.0104558 0.00102821 84857.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1886.14 1721.71 0.010448 0.00103035 84946.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1867.81 1706.63 0.010451 0.00102786 84897.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1851.03 1690.73 0.0104347 0.00103139 85076.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1833.39 1675.49 0.0104447 0.00102869 84961.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1816.26 1659.96 0.0104456 0.00102901 84956.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1799.25 1645.17 0.0104027 0.00102444 85303.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1782.76 1629.5 0.0103811 0.00101966 85456.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1765.2 1615.33 0.0104199 0.00102118 85118.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1749.6 1600.03 0.0104022 0.00104095 85458.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1732.07 1585.92 0.0103937 0.00102415 85383.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1716.27 1571.77 0.0104384 0.00102797 85012.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1700.4 1556.82 0.0103868 0.00102384 85443.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1683.95 1542.99 0.0104219 0.00102095 85097.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1668.39 1528.32 0.0103923 0.00101988 85356.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1651.7 1514.81 0.0103853 0.0010206 85427.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1637.19 1500.31 0.0104269 0.00102257 85067 0
: 321 Minimum Test error found - save the configuration
: 321 | 1620.77 1487.74 0.0104887 0.00104575 84719.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 1605.95 1473.34 0.0104168 0.00103406 85262.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1590.39 1459.67 0.0104472 0.00103235 84971.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1575.06 1446.34 0.0104357 0.00102694 85026.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1560.07 1433.36 0.0103982 0.00102194 85321.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1545.14 1420.23 0.0104065 0.00102372 85262.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1530.88 1406.62 0.0104256 0.00102579 85108.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1515.72 1393.87 0.0104087 0.00102399 85244.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1501.51 1380.81 0.0104238 0.00102327 85101.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1486.7 1368.52 0.0103879 0.00102231 85419.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1472.45 1356.12 0.0104165 0.001039 85310.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1458.55 1343.85 0.0104507 0.00103303 84947.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1444.74 1331.01 0.0104655 0.00102682 84757.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1430.36 1319.38 0.0104396 0.00102522 84976.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1417.6 1306.55 0.0104341 0.00102813 85052.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1403.02 1294.37 0.0104399 0.00102943 85011.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1390.29 1281.78 0.0104143 0.00102123 85169.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1376.34 1269.95 0.0104031 0.00102475 85302.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1363.04 1258.4 0.0104006 0.00102294 85308.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1349.86 1247.68 0.0104414 0.00103263 85026.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1336.95 1235.92 0.0104344 0.00102809 85049 0
: 342 Minimum Test error found - save the configuration
: 342 | 1324.91 1224.14 0.0104353 0.00103005 85059.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1311.51 1212.08 0.0104491 0.00104108 85033.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1298.76 1201.05 0.0104596 0.00103069 84845.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1286.41 1189.46 0.0105106 0.00103154 84396.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1273.8 1179.16 0.0104575 0.00103231 84879.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1261.66 1167.96 0.0104793 0.00102517 84619.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1249.39 1157.02 0.0104527 0.00103411 84938.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1237.13 1146.46 0.0104601 0.00102727 84810.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1225.7 1135.57 0.0119992 0.00103654 72975 0
: 351 Minimum Test error found - save the configuration
: 351 | 1213.34 1124.85 0.0105456 0.00104013 84162.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1201.56 1114.41 0.0104852 0.00102846 84596 0
: 353 Minimum Test error found - save the configuration
: 353 | 1189.98 1103.89 0.010449 0.00102112 84855.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1178.28 1093.92 0.0103955 0.00102567 85380.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1167.52 1083.08 0.0104347 0.0010344 85103.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1156.09 1072.46 0.0104654 0.00103015 84788.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1144.47 1062.98 0.0104917 0.00102743 84528.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1133.44 1053.32 0.0104712 0.00102117 84656.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1122.65 1042.84 0.0104519 0.00103265 84932.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1111.44 1032.73 0.0104693 0.00103555 84801.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1100.82 1022.78 0.0105051 0.00103218 84451.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1089.77 1013.6 0.0107278 0.00105078 82670 0
: 363 Minimum Test error found - save the configuration
: 363 | 1079.27 1003.85 0.0105362 0.00104509 84289.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1068.86 994.468 0.0104761 0.00103016 84692.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1058.56 984.403 0.0105 0.00105269 84680.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1047.93 974.979 0.0106595 0.00110152 83700 0
: 367 Minimum Test error found - save the configuration
: 367 | 1037.3 966.681 0.0105141 0.00102952 84347.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1027.85 956.651 0.0107701 0.001041 82228 0
: 369 Minimum Test error found - save the configuration
: 369 | 1017.7 947.638 0.0105479 0.00103976 84138.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 1007.75 938.402 0.0104805 0.00103017 84653.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 997.533 929.879 0.0107882 0.00107128 82330.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 988.19 920.484 0.0105786 0.00105784 84026.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 978.271 911.785 0.0105638 0.00103524 83957.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 968.948 902.781 0.0104898 0.00102704 84541.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 959.144 894.092 0.0104898 0.00103389 84603.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 949.63 885.718 0.0105459 0.00106093 84343.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 940.959 876.503 0.0104713 0.00106315 85032.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 930.801 868.904 0.010479 0.00102821 84648.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 922.073 860.273 0.0106012 0.00103648 83641.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 912.884 851.975 0.0105329 0.00106541 84499.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 904.008 843.698 0.0105612 0.00103867 84011.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 894.955 835.243 0.0104993 0.00102716 84458.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 886.324 826.915 0.0104807 0.00102558 84610.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 877.233 818.687 0.0106188 0.00107512 83825.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 868.382 811.272 0.0107125 0.001052 82811.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 860.091 803.34 0.0105538 0.00103686 84060.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 851.474 795.342 0.0106397 0.00104195 83353.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 843.018 787.901 0.0105738 0.00103192 83841.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 834.798 779.907 0.0106589 0.00103743 83147.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 826.204 772.224 0.0107132 0.00104041 82706.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 818.224 764.993 0.0119606 0.0013199 75182.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 809.953 757.322 0.0112263 0.0010432 78561.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 802.289 749.803 0.0115409 0.00122677 77563.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 793.748 742.327 0.0106331 0.00109374 83863 0
: 395 Minimum Test error found - save the configuration
: 395 | 785.933 735.024 0.0106237 0.00103261 83410.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 778.54 726.881 0.0105999 0.00103765 83661.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 770.185 720.025 0.0104504 0.00102674 84892.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 762.382 713.146 0.0105229 0.00103727 84338.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 755.151 705.448 0.0105166 0.00103358 84361.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 747.196 698.483 0.0105252 0.0010351 84298.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 740.09 691.356 0.0104733 0.00102903 84707.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 732.122 684.635 0.0104928 0.00103341 84571.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 724.949 677.499 0.0105024 0.0010292 84448.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 717.666 670.84 0.0109457 0.00103669 80735 0
: 405 Minimum Test error found - save the configuration
: 405 | 710.423 664.767 0.0105324 0.00103886 84267.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 703.448 657.349 0.0105148 0.00104437 84473.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 696.318 650.735 0.010546 0.00103753 84135.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 689.092 643.836 0.0104608 0.00103068 84834.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 681.878 637.553 0.0105123 0.00103258 84390.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 675.333 630.935 0.0106201 0.00107139 83781.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 668.296 624.295 0.0105127 0.00106973 84719.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 661.649 617.653 0.0105322 0.00112895 85076.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 654.741 611.797 0.0107634 0.00110313 82813.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 648.601 605.08 0.0105958 0.00105957 83890.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 641.439 599.184 0.0105439 0.00104553 84225.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 634.774 593.677 0.010583 0.00102729 83719.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 628.839 586.588 0.0106109 0.00111562 84252.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 622.152 581.364 0.0106346 0.00105684 83527 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.813 574.804 0.0105809 0.00105689 83998.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.218 568.948 0.0104632 0.00102423 84754.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 603.327 562.573 0.0104712 0.0010236 84677.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.983 556.548 0.0106455 0.00106598 83511.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 590.545 551.307 0.0106998 0.00104115 82827.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 584.815 545.192 0.0105408 0.00103981 84201.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.648 539.334 0.0105146 0.0010339 84381.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 572.448 534.094 0.0105383 0.00102874 84126.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 566.833 528.415 0.0105267 0.00103866 84317.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 561.232 522.745 0.010565 0.00105387 84112 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.042 517.451 0.0105076 0.00102757 84387.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.372 511.922 0.0105062 0.00102734 84398.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 543.942 506.118 0.0105022 0.00104111 84557 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.098 501.406 0.0105834 0.00110627 84413.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.501 495.311 0.0104402 0.00102513 84970.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 526.971 490.755 0.0104611 0.00102793 84807.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.448 485.344 0.0105343 0.00103544 84220.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 516.28 480.184 0.010537 0.00104578 84288.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 510.913 475.198 0.0106466 0.00102832 83175.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.407 469.877 0.010555 0.00103674 84049.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.211 464.849 0.0105967 0.00103615 83677.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 495.048 459.487 0.0105751 0.00102897 83803.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.707 454.55 0.0106697 0.00103613 83043.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 484.583 450.198 0.0106966 0.00103535 82805.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.9 444.837 0.0111122 0.00105515 79546.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.72 440.095 0.0107116 0.00106421 82923.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.486 435.43 0.0105245 0.00103613 84313.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 464.865 430.674 0.010532 0.00104075 84288 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.774 426.154 0.0105293 0.00104629 84361.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.08 421.924 0.0105126 0.00103879 84443.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.387 416.756 0.0104872 0.00104883 84760.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.902 411.998 0.0105798 0.00109627 84356.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.793 407.603 0.010636 0.0010404 83371.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.12 403.424 0.0105013 0.0010378 84535.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 431.652 399.247 0.0105047 0.0010344 84474.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.333 394.715 0.0105321 0.00103973 84278.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.677 390.317 0.0106141 0.00107807 83892.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.427 386.302 0.0105775 0.0010333 83820.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.953 381.859 0.0105278 0.00102989 84228.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.6 377.202 0.0106789 0.00103489 82953.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.161 373.533 0.0105586 0.00107795 84382.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.954 369.089 0.0114051 0.00104922 77251.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.901 364.975 0.0104944 0.00102424 84476.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 392.331 361.013 0.0104772 0.00103506 84726.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.408 357.278 0.0104699 0.00102855 84733.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.387 352.594 0.0104759 0.00103309 84720.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.026 349.329 0.0104841 0.00102914 84611.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.154 345.687 0.0104346 0.00102506 85020.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.193 341.166 0.0104851 0.00102702 84583.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.562 337.718 0.0104269 0.00103059 85139.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.436 333.78 0.010478 0.00102849 84660.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.43 330.127 0.0104948 0.001028 84505.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.733 326.312 0.0104902 0.00103625 84621.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.716 322.762 0.0104734 0.00102579 84677.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.061 319.193 0.0104647 0.00103131 84804.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.327 315.012 0.01051 0.00104331 84506.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.392 311.327 0.0104574 0.00102353 84800.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.764 307.857 0.0104552 0.00102333 84818.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.96 304.578 0.0104528 0.0010222 84830.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.825 300.789 0.0104536 0.00102245 84825.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.991 297.654 0.0104201 0.00102574 85157.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.563 294.721 0.0104396 0.00102615 84985 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.923 291.025 0.0104425 0.0010235 84934.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.711 287.307 0.0104879 0.00102524 84543 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.979 284.264 0.0104608 0.00102628 84795.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.041 281.2 0.0104316 0.00102663 85061.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.52 277.714 0.0104383 0.00102883 85021 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.946 274.566 0.0104272 0.00102564 85092.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.714 271.304 0.0104382 0.00102847 85018.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.566 268.381 0.0105128 0.00103622 84418.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.402 265.633 0.0104874 0.00103026 84592.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.238 262.956 0.010537 0.00104899 84316.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 286.983 259.63 0.010474 0.00103303 84737.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.926 256.101 0.0104792 0.00102621 84629.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.922 253.286 0.0106117 0.00107306 83869.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.767 250.867 0.0105017 0.00102821 84446.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.923 247.867 0.0105167 0.00103046 84332.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.864 244.444 0.0104793 0.00102874 84651 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.816 241.783 0.0105641 0.00103923 83990.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.867 239.519 0.0106803 0.00110583 83555.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.07 236.305 0.0108368 0.00105984 81825.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.282 233.671 0.0106396 0.0010482 83407.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.667 231.46 0.010532 0.00105132 84381.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.646 228.526 0.0104957 0.00105043 84698.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.342 225.8 0.0107061 0.00113028 83543.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.833 222.893 0.0108338 0.00106442 81888.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.694 219.897 0.0107231 0.00105159 82717.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.734 218.04 0.0106005 0.00104331 83706.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.055 214.821 0.0106829 0.0010549 83091.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.467 212.446 0.0108114 0.00104074 81878.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.552 210.336 0.0105346 0.00103132 84181.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.082 207.902 0.0104952 0.00102855 84507.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.313 205.32 0.0105379 0.00103015 84142 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.868 203.376 0.0106471 0.00104333 83300.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.243 200.428 0.0104948 0.00104704 84676.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.793 198.211 0.0104706 0.00103056 84745.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.847 195.478 0.0107301 0.00105697 82703.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.172 193.669 0.010473 0.00103654 84777.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.86 191.445 0.0105337 0.00106002 84444.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.223 188.668 0.0106545 0.00107041 83472.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.756 186.835 0.0105075 0.00102942 84405.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.524 184.232 0.0105653 0.00103966 83983.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.05 182.216 0.0105156 0.00103195 84355.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.732 180.053 0.0105842 0.00103535 83779.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.614 177.962 0.0104524 0.00102854 84890.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.584 176.358 0.0104518 0.00102241 84840.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.318 173.415 0.0104535 0.00103834 84969 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.941 171.456 0.0104889 0.00103943 84661.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.655 169.528 0.0105138 0.0010287 84343.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.764 167.747 0.0104674 0.00102636 84736.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.532 165.903 0.0104471 0.00102677 84922.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.454 163.957 0.0105818 0.0010355 83801.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.446 162.165 0.0105583 0.00103015 83961.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.396 160.02 0.0105514 0.00103473 84063.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.94 158.195 0.0104334 0.00102729 85051.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.131 156.205 0.0105183 0.0010472 84467.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.929 154.27 0.0104922 0.00103153 84560.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.005 152.443 0.010538 0.00103919 84221 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.152 150.505 0.0106505 0.00107536 83550 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.096 148.863 0.0104922 0.0010266 84517 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.041 146.618 0.0105013 0.00104131 84566.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.061 145.041 0.0104796 0.00102788 84641 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.43 143.022 0.0105229 0.00103668 84332.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.352 141.45 0.0105033 0.00102691 84420.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.308 139.807 0.0105419 0.00103331 84134.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.575 138.732 0.0104943 0.0010329 84553.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.918 137.259 0.0106021 0.00107441 83965.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.146 135.046 0.0106391 0.00103598 83306.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.082 133.202 0.0104999 0.001035 84522.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.511 132.542 0.0105529 0.00103475 84049.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.89 130.594 0.0106025 0.00103888 83650.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 148 129.007 0.0105927 0.00103329 83687.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.286 127.633 0.010506 0.00103481 84466.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.553 125.385 0.0104833 0.00103348 84657.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.719 124.233 0.012018 0.00106918 73067.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.272 123.125 0.0107589 0.0011403 83171.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.955 121.564 0.0105246 0.00103154 84271.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.367 120.403 0.0105682 0.00103114 83883.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.26 118.232 0.0104669 0.00102686 84745 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.733 116.736 0.0107661 0.00103895 82244.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.125 115.272 0.0105569 0.00105404 84185.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.628 114.288 0.0106768 0.00113403 83833.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.955 112.834 0.0105874 0.00103887 83783 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.342 111.103 0.0105178 0.00102869 84306.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.722 109.671 0.0104774 0.00102501 84634.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.45 108.547 0.0105819 0.00102707 83727.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.909 107.518 0.0105968 0.0010287 83611.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.331 105.932 0.0104828 0.00104056 84725.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.954 104.528 0.0105044 0.00104912 84609.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.492 103.239 0.0105167 0.00104789 84487.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.124 102.699 0.0106203 0.00105326 83620.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.816 101.117 0.0105293 0.00107264 84596.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.511 99.3762 0.0104806 0.00103743 84717 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.749 98.1546 0.0104749 0.00104735 84857.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.382 96.8932 0.0104465 0.00102446 84907.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.019 95.6289 0.0105036 0.00103532 84492.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.843 94.4325 0.0105279 0.00102979 84227.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.602 93.2217 0.0104962 0.00102907 84503 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.441 92.3277 0.0104742 0.00104764 84866.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.262 91.0248 0.0104447 0.00103298 85000 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.138 89.9903 0.0104498 0.00102311 84865.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.526 88.7284 0.010442 0.00102226 84928 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.308 87.7317 0.0105493 0.00103933 84121.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.247 86.7776 0.0105226 0.00103135 84287.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.084 85.5832 0.0105739 0.00107278 84200.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.6337 84.5002 0.0105579 0.00102826 83948.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.5271 83.3195 0.0104704 0.00102888 84732 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.364 82.3147 0.0105076 0.00102643 84377.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.276 81.2303 0.0104862 0.00102365 84543.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.0945 80.356 0.0105287 0.00102628 84189.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.2678 79.1762 0.0106308 0.001079 83754 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.1828 78.1528 0.0105211 0.00105064 84473.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.8373 77.113 0.0105223 0.00105934 84539.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.7726 76.2196 0.0105335 0.00102689 84152.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.7289 75.1874 0.0105075 0.00103285 84435.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.5296 74.2467 0.0104596 0.001034 84875 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.4889 73.2523 0.010419 0.001024 85151.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.5698 72.7501 0.0104386 0.00102411 84975.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.8017 71.4552 0.0104535 0.00102397 84839.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.6303 70.2669 0.0104486 0.00103696 85001 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.7981 69.5336 0.0104939 0.00103341 84562.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.9187 68.5995 0.0104972 0.00102456 84453.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.5953 68.1182 0.0104697 0.00102829 84733.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.0046 67.9223 0.0105629 0.0010554 84144.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.9798 66.4569 0.0105155 0.00102534 84297.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.9825 65.3036 0.0105893 0.00103681 83747.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.9382 64.8462 0.0105078 0.00103843 84482.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.2089 64.5132 0.0105308 0.00103779 84273 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.2656 63.1116 0.0105579 0.00105758 84207.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.5006 61.8543 0.0105529 0.00102684 83980.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.4929 61.3042 0.0106362 0.00104738 83430.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.565 60.6952 0.0105558 0.00103307 84009.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.7326 59.4898 0.0104052 0.00101684 85212.3 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.0582 58.4532 0.0105005 0.0010256 84434 0
: 613 | 70.1715 60.9325 0.0104533 0.000989063 84528.4 1
: 614 Minimum Test error found - save the configuration
: 614 | 69.7395 57.1166 0.0104625 0.00102752 84791.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.6658 56.188 0.0104524 0.00104086 85002.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.8592 55.7322 0.0104239 0.00102309 85099 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.5937 54.5944 0.0104942 0.00103901 84609.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.3602 53.8655 0.0104582 0.00102141 84774.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.356 53.6904 0.0103957 0.00102433 85366.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.5492 52.4591 0.0115751 0.00105239 76025.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.7095 52.2146 0.0106662 0.00103004 83021 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.8321 51.3759 0.0105754 0.0010409 83905.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.0848 50.4808 0.0104889 0.00103176 84592.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.3556 49.7694 0.0106489 0.00106506 83473.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.6984 49.1344 0.0105999 0.00105906 83850.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.9914 48.9062 0.0105306 0.00104701 84356 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.2951 47.7898 0.0106053 0.00106108 83820.7 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.4564 47.521 0.0107381 0.00107416 82782.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.9833 46.6402 0.0107708 0.00114563 83115.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.1615 45.9017 0.0106258 0.0010507 83550.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.6959 45.8248 0.0107008 0.00107236 83087 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.8034 44.9943 0.0108591 0.00106844 81710.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.3148 44.8878 0.0109643 0.00106734 80832.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.7147 43.7217 0.0108352 0.00105777 81820.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.8275 43.5913 0.0105991 0.00105566 83827.3 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.1563 42.2518 0.0106099 0.00105177 83698.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.6363 42.1336 0.0105745 0.00103105 83827.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.0134 41.2558 0.0107396 0.00113614 83303.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.4545 40.4632 0.0105229 0.00104854 84438 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.466 39.9105 0.0104796 0.00104223 84769.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.0427 39.334 0.0105617 0.00107514 84329.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.2562 38.7963 0.0111253 0.00113529 80079.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.8129 38.2915 0.0105982 0.00103359 83641.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.1735 37.7112 0.0106157 0.00107859 83882.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.806 37.4431 0.0105257 0.00103219 84268.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.2692 36.8428 0.0105558 0.00104182 84086.9 0
: 647 | 46.6078 37.0076 0.0105506 0.000992644 83700.1 1
: 648 Minimum Test error found - save the configuration
: 648 | 46.0032 35.999 0.0104437 0.00103618 85037.9 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.5201 35.082 0.0105486 0.00110756 84736.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.9189 35.0805 0.0105891 0.00106521 83999.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.5361 34.9918 0.0104607 0.00102963 84826.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 44.2291 34.1402 0.0104761 0.00102903 84682.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.3505 33.5187 0.0104915 0.00104559 84692.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.6366 32.8718 0.0105774 0.00106065 84062.4 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.1873 32.331 0.0105377 0.00104744 84297.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.6296 32.0592 0.0105808 0.00107574 84165.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.2023 31.0333 0.0105814 0.00106685 84081.9 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.7422 30.8708 0.010517 0.00106541 84642 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.3124 30.5986 0.0105158 0.00103097 84345.6 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.637 30.2169 0.0108949 0.00104666 81232.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.214 29.3102 0.0107988 0.00106252 82166.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.604 28.9658 0.010908 0.00114749 81962.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.1959 28.6181 0.0109358 0.00118617 82054.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.8245 27.94 0.0107181 0.00104908 82738.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.3097 27.681 0.0104729 0.00103711 84784 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.8978 27.4385 0.0108639 0.00112602 82153.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.4366 27.2435 0.0105969 0.001024 83569.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.0866 26.5974 0.0104332 0.00102957 85073.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.5491 26.4807 0.0109213 0.0011155 81584.1 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.2063 25.9104 0.0108082 0.00106912 82143.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.6376 25.5518 0.010873 0.00108876 81763.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.2414 25.2849 0.0107067 0.00104013 82759.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.9075 24.7515 0.010679 0.00111603 83656.4 0
: 674 | 33.4583 24.8288 0.0105066 0.000986703 84034.1 1
: 675 Minimum Test error found - save the configuration
: 675 | 33.1117 23.9441 0.0104791 0.00103068 84670.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.7525 23.3935 0.0104531 0.00102948 84893.6 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.2856 22.8438 0.0105408 0.00104432 84241.8 0
: 678 | 31.8715 22.9458 0.0104984 0.00100648 84282.3 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.3646 22.3873 0.0105285 0.00102835 84209.2 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.0768 22.0976 0.0104772 0.00103362 84713.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.8658 21.9529 0.0105542 0.00102537 83955.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.4778 21.3676 0.0105355 0.00102792 84143.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.9094 21.1586 0.0106519 0.00103596 83195.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.5384 21.0575 0.0105143 0.00103081 84357.4 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.2453 20.5988 0.0106533 0.00105056 83309.9 0
: 686 | 28.7614 20.7611 0.0105625 0.00100914 83740.3 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.5961 20.3984 0.0106063 0.00105891 83792.6 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.0886 19.5339 0.010723 0.00107023 82877.8 0
: 689 | 27.5407 19.5908 0.0105295 0.000986234 83828.7 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.2709 19.0858 0.0104121 0.00102183 85194.8 0
: 691 | 27.1162 19.134 0.0104048 0.000986033 84936.7 1
: 692 Minimum Test error found - save the configuration
: 692 | 27.1323 19.0451 0.0105635 0.00102693 83887.6 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.6111 18.6914 0.0105812 0.0010552 83980.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.0772 18.016 0.010671 0.00103102 82987.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.671 17.9663 0.0108988 0.0010718 81408.8 0
: 696 | 25.2443 17.9667 0.0105677 0.00100474 83656.1 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.9059 17.5176 0.0104479 0.00103821 85019 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.536 17.2164 0.0105467 0.00103044 84066.5 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.1549 17.0368 0.0104668 0.00106674 85106.1 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.9906 17.0113 0.0106004 0.00104457 83718.2 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.7449 16.2087 0.0106267 0.00106651 83680.1 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.4574 16.1439 0.0106017 0.00104392 83701.7 0
: 703 | 23.31 16.296 0.010663 0.00100651 82845.6 1
: 704 | 22.9029 16.2672 0.0105958 0.00101882 83533.3 2
: 705 Minimum Test error found - save the configuration
: 705 | 22.3456 15.4694 0.0107461 0.00108862 82837 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.2203 15.2831 0.0105977 0.00108366 84086.7 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.804 15.1078 0.0109796 0.0011046 81012.4 0
: 708 | 22.0262 15.7602 0.0105601 0.00100098 83690.1 1
: 709 Minimum Test error found - save the configuration
: 709 | 21.474 15.0726 0.0106159 0.0010655 83766 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.0076 14.4935 0.0108643 0.00103806 81414.6 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.5675 14.2841 0.0104163 0.0010222 85160.2 0
: 712 | 20.4138 14.3249 0.0103693 0.000988004 85276 1
: 713 Minimum Test error found - save the configuration
: 713 | 20.2206 14.0164 0.010432 0.00104123 85190 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.7676 13.9261 0.0104331 0.00102705 85052 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.4515 13.2307 0.0104457 0.00102775 84944 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.1518 13.1154 0.0104381 0.00102561 84993.2 0
: 717 | 18.9875 13.3568 0.0104088 0.000987714 84916.2 1
: 718 | 18.8778 13.2804 0.0104298 0.000994443 84787.2 2
: 719 Minimum Test error found - save the configuration
: 719 | 18.4977 12.5091 0.0104719 0.0010348 84771.9 0
: 720 | 18.2553 12.5211 0.0105241 0.00101132 84097.7 1
: 721 Minimum Test error found - save the configuration
: 721 | 18.0192 12.429 0.0105512 0.00105417 84236.6 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.8654 12.1974 0.010643 0.00114751 84250.6 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.7205 11.9614 0.0105752 0.00105749 84053.9 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.2985 11.9251 0.0107209 0.00104076 82643.5 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.0706 11.8445 0.010684 0.00111799 83629.6 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.8977 11.4276 0.0107093 0.00104123 82746.5 0
: 727 | 16.6551 11.4808 0.0105081 0.000992624 84073.2 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.6505 11.097 0.0107757 0.00111347 82796.7 0
: 729 | 16.3878 11.214 0.0110579 0.00101827 79684.6 1
: 730 | 16.1538 11.156 0.010996 0.00104067 80359.1 2
: 731 | 15.7361 11.1438 0.0106394 0.00100665 83050 3
: 732 Minimum Test error found - save the configuration
: 732 | 15.675 10.5507 0.0105617 0.00102695 83903.7 0
: 733 | 15.3718 11.1365 0.0104584 0.000985963 84455.9 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.2005 10.2945 0.0105575 0.00103122 83978.1 0
: 735 | 14.9156 10.4352 0.0109262 0.00110986 81496.5 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.9677 10.2451 0.0108601 0.00107188 81730.8 0
: 737 | 14.5876 10.4835 0.0106032 0.00100739 83369.8 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.3578 9.70401 0.0106456 0.0010503 83374 0
: 739 | 14.2426 10.0365 0.0104972 0.000986484 84115.9 1
: 740 | 14.0923 10.0015 0.0104178 0.000993554 84887.1 2
: 741 | 13.9399 9.77318 0.0104565 0.000979605 84415.7 3
: 742 | 13.9239 9.81231 0.0103865 0.000992824 85164 4
: 743 | 13.5812 9.77256 0.0103966 0.000987523 85024.5 5
: 744 Minimum Test error found - save the configuration
: 744 | 13.4668 9.60274 0.0105094 0.00102999 84393.5 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.3791 9.27839 0.0105729 0.00102991 83831.2 0
: 746 Minimum Test error found - save the configuration
: 746 | 13.044 9.23058 0.0105816 0.00108222 84216.5 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.8338 9.04608 0.0104366 0.00102286 84982.4 0
: 748 | 12.6523 9.08713 0.0104348 0.00100592 84846 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.5994 8.82886 0.0104913 0.00102886 84545 0
: 750 | 12.1514 8.93085 0.0105247 0.000998464 83978.4 1
: 751 Minimum Test error found - save the configuration
: 751 | 12.059 8.79666 0.0105848 0.00103188 83743.9 0
: 752 Minimum Test error found - save the configuration
: 752 | 12.0571 8.23469 0.010554 0.00102673 83969.8 0
: 753 | 11.7411 8.63407 0.0105682 0.000997604 83588.9 1
: 754 | 11.8097 8.34433 0.0105245 0.00103315 84287.7 2
: 755 | 11.6202 8.53335 0.0104943 0.00102051 84443.9 3
: 756 Minimum Test error found - save the configuration
: 756 | 11.3966 7.41928 0.0105191 0.00107698 84726.7 0
: 757 | 11.3829 8.02743 0.0106255 0.00110671 84043.9 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.984 7.16507 0.0105311 0.0010279 84182.2 0
: 759 | 10.8563 7.86391 0.0104322 0.000984883 84679.9 1
: 760 | 10.9529 7.62731 0.0104674 0.000993514 84443 2
: 761 | 10.9273 7.90919 0.0104228 0.000989714 84807.6 3
: 762 | 10.4911 7.51633 0.0104106 0.000985773 84882.1 4
: 763 Minimum Test error found - save the configuration
: 763 | 10.2774 7.11996 0.0104603 0.00102819 84816.8 0
: 764 | 10.2552 7.19074 0.0104053 0.000985404 84926.4 1
: 765 Minimum Test error found - save the configuration
: 765 | 10.0996 6.97213 0.010419 0.00102456 85156.9 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.90449 6.72434 0.0104783 0.0010278 84651.2 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.7344 6.60489 0.0104683 0.00106395 85067 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.61619 5.73294 0.0104414 0.00102525 84960.3 0
: 769 | 9.48362 6.53284 0.0104476 0.00100215 84696.5 1
: 770 | 9.4063 5.80894 0.0104673 0.000983894 84358 2
: 771 | 9.28105 5.9031 0.0104116 0.000987973 84893.4 3
: 772 Minimum Test error found - save the configuration
: 772 | 9.03888 5.37595 0.0105851 0.00103005 83725.5 0
: 773 | 9.05574 5.69085 0.0104372 0.000998874 84760.7 1
: 774 | 8.91596 5.89331 0.0104794 0.000999663 84390.4 2
: 775 Minimum Test error found - save the configuration
: 775 | 8.8482 5.35082 0.010527 0.00105556 84464.3 0
: 776 | 8.8645 5.39403 0.0104667 0.00101607 84650 1
: 777 | 8.77845 5.81189 0.0104677 0.00100606 84551.5 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.51303 4.56928 0.010491 0.00106416 84863.9 0
: 779 | 8.24802 5.01672 0.0104478 0.000984063 84532.9 1
: 780 | 8.29141 5.28515 0.0104107 0.00102398 85227.1 2
: 781 | 8.48506 5.40546 0.0103938 0.000989164 85064.4 3
: 782 | 8.22769 4.75283 0.0104142 0.000995074 84933.1 4
: 783 | 7.88241 4.97241 0.0104392 0.000985223 84620.1 5
: 784 Minimum Test error found - save the configuration
: 784 | 7.80278 3.89391 0.0104557 0.00103901 84955.3 0
: 785 | 7.63373 4.72613 0.0106741 0.00126523 85026 1
: 786 | 7.48557 4.26299 0.0104435 0.00100354 84746.3 2
: 787 | 7.54386 4.99522 0.0103832 0.000993404 85198.5 3
: 788 | 7.52155 4.99914 0.0103753 0.000986424 85207.6 4
: 789 | 7.66584 4.79399 0.0103644 0.000985303 85296 5
: 790 | 7.18989 4.0074 0.010385 0.000985074 85106.9 6
: 791 | 7.17826 4.48581 0.0104497 0.000998293 84643 7
: 792 | 7.10176 4.52889 0.0105612 0.000990624 83589.2 8
: 793 Minimum Test error found - save the configuration
: 793 | 6.90774 3.63762 0.0104627 0.00103067 84817.8 0
: 794 | 6.87237 4.40318 0.0103677 0.000976564 85187.1 1
: 795 | 6.81053 4.01198 0.0104017 0.000983423 84941.6 2
: 796 | 6.76298 4.2755 0.0104243 0.000987723 84776.4 3
: 797 Minimum Test error found - save the configuration
: 797 | 6.59876 3.22212 0.0104499 0.0010443 85055.7 0
: 798 | 6.56248 3.93578 0.0104148 0.000987525 84860.5 1
: 799 | 6.48573 3.65656 0.0104114 0.00100315 85032 2
: 800 | 6.35926 3.33277 0.0104336 0.00100905 84884.3 3
: 801 | 6.31398 4.29063 0.0104268 0.000986984 84747.3 4
: 802 | 6.22523 3.7276 0.010447 0.000994754 84635.7 5
: 803 Minimum Test error found - save the configuration
: 803 | 6.12274 2.96118 0.0103906 0.00102447 85414.3 0
: 804 | 6.02186 3.75895 0.0104286 0.000990583 84763.9 1
: 805 Minimum Test error found - save the configuration
: 805 | 5.98496 2.75369 0.0104766 0.00105275 84890.6 0
: 806 | 6.03529 4.01915 0.0104358 0.000989105 84685.4 1
: 807 | 5.97468 3.38483 0.0103847 0.000989373 85148.6 2
: 808 | 5.95679 3.1109 0.0104803 0.000986834 84268.7 3
: 809 | 5.74337 4.00464 0.010414 0.000985464 84848.7 4
: 810 | 5.58764 2.84975 0.0105424 0.0010273 84076.7 5
: 811 Minimum Test error found - save the configuration
: 811 | 5.54498 2.61565 0.0104599 0.00102724 84811.7 0
: 812 | 5.56094 3.6364 0.0104315 0.000990804 84739.1 1
: 813 | 5.46 3.08185 0.0104311 0.00100505 84871 2
: 814 | 5.37874 2.89347 0.0104383 0.000989933 84670.5 3
: 815 | 5.42693 2.93386 0.0103883 0.000989184 85114.3 4
: 816 | 5.34421 2.83354 0.0104805 0.000989503 84290.4 5
: 817 | 5.32843 3.15643 0.010417 0.00100081 84960.4 6
: 818 Minimum Test error found - save the configuration
: 818 | 5.11262 2.32926 0.0104459 0.00102854 84949.7 0
: 819 Minimum Test error found - save the configuration
: 819 | 5.03004 2.32184 0.0104805 0.00102637 84619.3 0
: 820 Minimum Test error found - save the configuration
: 820 | 5.09925 2.18143 0.0108755 0.00103645 81308.8 0
: 821 Minimum Test error found - save the configuration
: 821 | 4.94117 2.14567 0.0104532 0.00104741 85053.9 0
: 822 | 5.00857 2.28694 0.0104162 0.000991385 84882.2 1
: 823 Minimum Test error found - save the configuration
: 823 | 4.89547 1.98412 0.0104108 0.00102478 85232.7 0
: 824 | 4.96026 2.31836 0.0103813 0.000985764 85146.5 1
: 825 | 4.85987 2.12893 0.0104148 0.00100329 85002.5 2
: 826 | 4.85496 3.58254 0.0104607 0.000991223 84481.5 3
: 827 | 4.92541 2.22753 0.0103921 0.000990534 85091.9 4
: 828 | 4.60512 2.17335 0.0103882 0.000987793 85102.4 5
: 829 Minimum Test error found - save the configuration
: 829 | 4.51363 1.63004 0.0104306 0.00102959 85097.6 0
: 830 | 4.40454 2.36761 0.0104081 0.000989844 84941.9 1
: 831 | 4.66553 1.96972 0.0104294 0.000987684 84730 2
: 832 | 4.32372 2.02277 0.010389 0.000986245 85081.7 3
: 833 | 4.38474 2.04453 0.0103763 0.000995154 85277.5 4
: 834 | 4.29294 1.72364 0.0104069 0.000988063 84936.4 5
: 835 | 4.19029 2.11473 0.0104298 0.000995453 84796.3 6
: 836 | 4.19812 1.67274 0.0104641 0.000995323 84488.6 7
: 837 | 4.14884 1.67536 0.0104942 0.000986324 84140.5 8
: 838 | 4.08805 2.27498 0.0104416 0.00102509 84956.8 9
: 839 | 4.21212 2.514 0.0103991 0.000990884 85032.3 10
: 840 | 4.37089 1.83169 0.0105029 0.000991084 84105.5 11
: 841 | 4.21069 1.88863 0.0105504 0.000985124 83636.2 12
: 842 Minimum Test error found - save the configuration
: 842 | 4.05257 1.57424 0.0103891 0.00102859 85465.2 0
: 843 | 3.82401 1.78039 0.0104161 0.000993184 84899.7 1
: 844 | 3.8601 1.68834 0.0103713 0.000993035 85303.9 2
: 845 | 3.9961 1.97693 0.0104051 0.000986933 84942.1 3
: 846 | 3.91738 1.79842 0.0104092 0.000989484 84928.3 4
: 847 | 3.73 1.67867 0.0103838 0.000985743 85124.3 5
: 848 | 3.71354 1.59053 0.0103917 0.000985355 85049.1 6
: 849 | 3.53951 1.71699 0.0103866 0.000996175 85193.4 7
: 850 | 3.50032 1.78133 0.0105052 0.000987374 84052.6 8
: 851 | 3.4738 1.63947 0.0103713 0.000985225 85232.9 9
: 852 | 3.52927 1.92911 0.010401 0.000986583 84976.4 10
: 853 Minimum Test error found - save the configuration
: 853 | 3.46118 1.43778 0.0106604 0.00113138 83954 0
: 854 | 3.3958 1.8088 0.0104415 0.000997452 84709.6 1
: 855 | 3.46694 1.99922 0.0103699 0.000992493 85311.2 2
: 856 | 3.36807 1.95552 0.0103712 0.000985725 85238.1 3
: 857 Minimum Test error found - save the configuration
: 857 | 3.3839 1.36897 0.0104457 0.00103563 85015 0
: 858 | 3.24091 1.51815 0.010405 0.000985695 84931.8 1
: 859 | 3.3141 1.80994 0.0106816 0.00103101 82896.8 2
: 860 | 3.21967 1.39329 0.0107664 0.00100315 81939.6 3
: 861 | 3.211 1.4006 0.0105718 0.00108988 84371 4
: 862 | 3.15548 1.76883 0.0106599 0.0011407 84040.4 5
: 863 | 3.22782 1.85287 0.0109441 0.00111593 81398.7 6
: 864 | 3.12777 1.72887 0.0111066 0.00103256 79412 7
: 865 | 3.02125 1.5332 0.0109563 0.000988264 80256.9 8
: 866 | 3.1066 1.83462 0.011077 0.00102321 79571.8 9
: 867 | 3.09706 1.93476 0.0106207 0.000998554 83141.1 10
: 868 | 3.08899 1.87045 0.0105439 0.00102024 84001.1 11
: 869 | 3.34993 2.34983 0.0106303 0.000987323 82961.6 12
: 870 | 3.26406 2.02174 0.0103939 0.000986714 85041.7 13
: 871 | 3.02624 1.99594 0.0105057 0.00100177 84176.1 14
: 872 | 2.95899 1.90985 0.0106322 0.00101435 83178.3 15
: 873 | 3.05275 2.20008 0.0104303 0.000985273 84700.8 16
: 874 | 2.85137 1.44615 0.0103908 0.000983684 85042 17
: 875 | 2.8451 1.69628 0.0104093 0.00101385 85147.6 18
: 876 | 2.81207 1.72946 0.0104387 0.000983965 84614.1 19
: 877 | 2.78246 1.6913 0.0104318 0.000990944 84738.5 20
: 878 | 3.04184 1.98006 0.010432 0.00100117 84828.5 21
:
: Elapsed time for training with 1000 events: 9.27 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: 0.0119 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: 0.838 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= 3.32515e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09852e+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: 0.0376 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: 0.0384 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: 0.00174 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: 0.0964 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: 0.923 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: 0.0214 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00279 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: 0.0387 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00464 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: 0.00249 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000682 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: 0.096 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.9 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.103 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.634 0.0331 5.01 1.44 | 3.237 3.230
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: 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 DNN_CPU : -0.0305 0.0698 1.66 1.07 | 3.368 3.357
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: 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.