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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.282 sec
: Elapsed time for training with 1000 events: 0.285 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00251 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: 0.00075 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: 0.000203 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000314 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 = 31536.1
: --------------------------------------------------------------
: 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 | 33040.5 31079 0.0102996 0.0010249 86256.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32484.6 30504.4 0.0106535 0.0013333 85835.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31800.7 29902.9 0.010161 0.00100646 87388.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 31152.9 29320.9 0.0107063 0.00133006 85321.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30458.8 28676.3 0.0108618 0.00140763 84619.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29699.1 27833.2 0.0135572 0.00153161 66524.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28977.4 27144.2 0.0108541 0.00102216 81367.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28494 26751.5 0.0105725 0.00101076 83666.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 28134.4 26425.4 0.0102857 0.000983729 86003.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27812.5 26125.4 0.0114786 0.00129237 78537.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27508.3 25843.8 0.0116443 0.00110732 75922.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27220.3 25572.4 0.0100635 0.00101622 88423.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26941.9 25310.6 0.0100276 0.000986028 88480.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26669.3 25059.8 0.0101278 0.000995817 87604.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26411.9 24807.8 0.0104543 0.000993879 84562.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 26153.4 24565.1 0.010288 0.000985619 85999 0
: 17 Minimum Test error found - save the configuration
: 17 | 25901.6 24328.3 0.0103323 0.00100479 85768.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25655.5 24095.9 0.00998118 0.00100703 89144.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25414.7 23866.5 0.010085 0.00100737 88128.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 25177 23640.9 0.0100238 0.000995008 88605.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24941.9 23420.7 0.0103086 0.000996158 85906.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24713.8 23200.4 0.0104822 0.000998248 84353.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24484.5 22986.9 0.0101042 0.00100539 87923.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24263 22773 0.0101082 0.00102029 88029.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24042.1 22562.6 0.0103807 0.00102227 85484.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23823.9 22355.7 0.0103329 0.00104208 86106.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23606.7 22154.6 0.0103228 0.00100147 85824.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23396.9 21952.2 0.00996884 0.000987938 89077.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 23186.6 21752.8 0.0103566 0.00102837 85761.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22977.5 21558.2 0.0140577 0.00165015 64477 0
: 31 Minimum Test error found - save the configuration
: 31 | 22771.7 21367 0.0116006 0.00101116 75546.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22571.6 21173.9 0.0102484 0.00102826 86766.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22373 20980.7 0.0106207 0.00109865 84015.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22171.4 20794.8 0.0102839 0.0010052 86219.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 21975.4 20610.8 0.0103311 0.00101887 85908.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21781.7 20428.3 0.0101361 0.00100438 87607.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21591.2 20245.7 0.0102709 0.0010199 86477.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21400 20066.3 0.0107097 0.00103564 82695.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21213.8 19884.8 0.010428 0.00106396 85433.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 21024.2 19706.1 0.0108767 0.0010017 81012.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20834.1 19533.4 0.0101222 0.00101292 87822.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20654.1 19357.7 0.0109163 0.00115862 81986.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20469.3 19187.8 0.0102886 0.00106769 86759.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20293.3 19017 0.0111447 0.00104941 79245.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20113.9 18848.9 0.0120199 0.00163263 77017.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19936.2 18681.5 0.0123501 0.0014576 73445.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19761.4 18516.7 0.0104079 0.00102547 85265.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19589.5 18355.1 0.0101238 0.00101394 87816.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19415.5 18195.8 0.0101712 0.00101366 87359.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19246.3 18033.6 0.0101369 0.00101531 87703.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 19081.5 17868.7 0.0101512 0.00102344 87644.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 18910.3 17716.5 0.0101402 0.00101235 87644.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18745.5 17557 0.010155 0.00101789 87555.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18579.8 17394.7 0.0101358 0.00100726 87637.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18417 17244.7 0.0100944 0.00100639 88027.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18253.5 17091.5 0.0100887 0.00101122 88130.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 18092.1 16938.8 0.0101471 0.00100581 87515.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17933.2 16784.6 0.0101026 0.00100796 87963.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 17773.3 16634.4 0.0100991 0.00101046 88021.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17617 16483.3 0.0101493 0.00101325 87565.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17459.4 16335.4 0.0102036 0.00104207 87321.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17305.3 16186 0.010171 0.00101192 87345.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17148.6 16042 0.010172 0.00101317 87347.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 16997.3 15898.8 0.0101626 0.00100969 87403.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16847.8 15750.3 0.0101683 0.00101263 87377.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16694.9 15608.3 0.0101726 0.00102216 87427.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16544.4 15470.9 0.0102395 0.00103661 86928.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16395.7 15332.3 0.0102277 0.00102289 86911.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16255.1 15188.4 0.0101976 0.00102628 87228.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16106.1 15050 0.010229 0.00102547 86922.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15959.9 14917.1 0.010267 0.00102723 86581.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15820.2 14780.7 0.0102416 0.00102944 86841.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15677.4 14648.1 0.0102354 0.00102464 86854.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15539.4 14514.9 0.0102672 0.00101608 86476.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15398.3 14385.3 0.0101718 0.00101438 87361 0
: 76 Minimum Test error found - save the configuration
: 76 | 15262.7 14253.9 0.0101978 0.00102941 87255.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15126.1 14126.3 0.0102598 0.00102845 86661.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 14988.9 13999.6 0.0102447 0.00102594 86779.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14856.9 13872.5 0.0102447 0.00102733 86792.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14724.7 13746.3 0.0102082 0.00102978 87160.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14590.1 13626.2 0.0102207 0.00102763 87022 0
: 82 Minimum Test error found - save the configuration
: 82 | 14462.4 13502.6 0.0102407 0.00102711 86828.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14334.6 13378.4 0.0102522 0.00102699 86718.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14204.1 13258.3 0.010257 0.00102401 86646 0
: 85 Minimum Test error found - save the configuration
: 85 | 14077.7 13139.7 0.0102535 0.00102534 86690.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13952 13021 0.0102854 0.00104887 86612.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13826.7 12904.6 0.0103371 0.00104418 86086.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13703.9 12787.3 0.0102648 0.00102832 86613.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13580.4 12674.3 0.0102766 0.00102627 86483.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13459.6 12558.8 0.0102901 0.00102963 86388.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13340.6 12444.3 0.010285 0.00102976 86437.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13218.4 12332.8 0.010278 0.00102745 86481.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13102.9 12219.3 0.0102554 0.00103561 86769.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12983.7 12110.9 0.0102261 0.0010251 86947.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12867.5 12001.1 0.0102929 0.0010373 86434.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12752.5 11891.8 0.0102609 0.00102822 86648.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12639.6 11782.1 0.01027 0.00102697 86551.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 12523.8 11676.2 0.0102817 0.00102659 86438.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12412.4 11572.2 0.0106428 0.00127378 85387.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12298.2 11470.5 0.0103562 0.00102071 85694.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12192.8 11363.3 0.0105656 0.00105243 84093.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12081.4 11259.8 0.0119021 0.00106788 73839.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11973.3 11157.1 0.0105171 0.00103912 84406.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11864.7 11057.2 0.0106735 0.00105131 83140.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11758.8 10956 0.0114709 0.00119596 77859.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11652.8 10857.2 0.012194 0.00113656 72349.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11548 10759.5 0.0107714 0.00115328 83176.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11443.1 10663.5 0.0111301 0.00117547 80364.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11341.1 10567.4 0.0107317 0.00105226 82649.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11241.3 10469 0.0106559 0.00117753 84402.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11137.1 10376 0.0103226 0.00102807 86072.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 11039.1 10280.3 0.0102687 0.00102962 86588.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10937 10189.2 0.0102522 0.00102116 86664 0
: 114 Minimum Test error found - save the configuration
: 114 | 10840.8 10095.8 0.0102422 0.00102528 86797 0
: 115 Minimum Test error found - save the configuration
: 115 | 10743.1 10002.8 0.0102945 0.00103149 86364.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10645.1 9912.3 0.0102785 0.00104606 86650.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10549.7 9821.9 0.0102583 0.00102741 86665.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10453.5 9733.33 0.0102951 0.00103508 86393 0
: 119 Minimum Test error found - save the configuration
: 119 | 10360.3 9644.56 0.0102931 0.00102882 86352.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10265.3 9558.66 0.0102271 0.00102636 86949 0
: 121 Minimum Test error found - save the configuration
: 121 | 10174.6 9470.32 0.0102374 0.00102339 86824 0
: 122 Minimum Test error found - save the configuration
: 122 | 10081.2 9384.35 0.0102436 0.00103209 86847.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9992.21 9296.93 0.0102925 0.00102944 86364.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9899.18 9213.72 0.0102747 0.00102299 86470.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9810.99 9128.87 0.0102411 0.00103569 86904.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9721.27 9046.54 0.010279 0.00104036 86592.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9634.97 8962.62 0.0103316 0.00103538 86056.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9546.77 8880.78 0.010304 0.00102921 86255.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9460.1 8800.15 0.0103062 0.00103377 86277.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9375.5 8718.39 0.0103705 0.00103181 85664.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9290.04 8638.48 0.0102504 0.0010337 86798.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9205.66 8559.4 0.0102541 0.00102885 86718.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9120.56 8483.65 0.0102367 0.00102524 86847.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 9039.59 8405.89 0.0102401 0.00103054 86866.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8958.27 8327.64 0.0102766 0.00104421 86651.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8875.59 8252.52 0.010269 0.00102728 86564.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8795.05 8177.63 0.0102972 0.00102568 86285.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8715.32 8103.38 0.0103099 0.00102824 86191.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8638.25 8026.89 0.0104051 0.00104973 85512.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8558.23 7953.21 0.0103761 0.00102666 85566.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8479.6 7881.76 0.0103104 0.00103263 86227.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8403.64 7808.98 0.0102717 0.00102707 86536.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8327.46 7736.42 0.0102781 0.00102961 86500.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8251.62 7664.87 0.0102543 0.00102614 86690.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8175.98 7594.66 0.0102572 0.00103451 86742.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8101.49 7525.05 0.0103195 0.00104664 86273.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 8027.74 7456.26 0.0102839 0.00103183 86466.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7954.26 7388.58 0.0103263 0.00104196 86166.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7882.85 7319.42 0.0103012 0.00103983 86380.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7810.8 7251.73 0.0103542 0.00103827 85874.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7739.75 7184.04 0.0103612 0.00104611 85882.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7668.21 7118.46 0.0103475 0.0010463 86009.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7597.66 7054.67 0.0103127 0.00102794 86163.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7529.13 6989.83 0.010247 0.00102634 86761.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7462.14 6923.11 0.0103036 0.00103418 86305 0
: 156 Minimum Test error found - save the configuration
: 156 | 7391.99 6860.02 0.0103046 0.00102913 86249.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7324.45 6797.4 0.0102581 0.00102858 86678.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7257.75 6735.01 0.0102913 0.00103546 86432 0
: 159 Minimum Test error found - save the configuration
: 159 | 7192.23 6672.21 0.0103353 0.00103952 86060.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7126.19 6610.1 0.0103269 0.00103603 86105.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7060.48 6549.19 0.0103108 0.00102486 86151.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 6995.88 6489.24 0.0102723 0.00102763 86535.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6931.71 6429.66 0.0112246 0.001573 82888.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6868.99 6369.67 0.0120939 0.00166516 76711 0
: 165 Minimum Test error found - save the configuration
: 165 | 6805.89 6310.49 0.0119201 0.00133693 75591.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6743.47 6251.81 0.0111041 0.00108655 79859.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6681.36 6194.17 0.0103583 0.00104419 85890.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6620.47 6136.53 0.0103567 0.00103718 85841.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6559.1 6080.17 0.0103274 0.00103578 86099.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6499.85 6023.24 0.0103344 0.00103397 86017.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6439.63 5967.18 0.0103091 0.00102527 86171.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6379.75 5913.11 0.0102937 0.00103351 86391.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6322.95 5856.66 0.0109251 0.00116334 81952.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6263.93 5802.11 0.0107658 0.00105542 82385.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6205.22 5749.77 0.0125984 0.00104992 69273.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6149.91 5695.31 0.0104147 0.00105562 85478.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6092.77 5642.16 0.0109912 0.00144439 83797.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6036.99 5589.12 0.0103366 0.00103528 86009.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5980.85 5537.57 0.0103068 0.00103357 86269.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5926.44 5486.21 0.0103458 0.0010357 85928.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5870.58 5436.46 0.0103409 0.00103559 85972.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5817.98 5384.92 0.0104546 0.00105034 85068 0
: 183 Minimum Test error found - save the configuration
: 183 | 5764.55 5333.6 0.0103953 0.00105407 85641.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5710.23 5284.85 0.0103917 0.0010365 85513.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5658.71 5235.04 0.0103429 0.00102763 85880.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5605.58 5187.03 0.0102889 0.0010285 86389.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5554.64 5138.44 0.0103326 0.00103287 86023.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5503.2 5090.49 0.01037 0.00104727 85812.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5452.48 5043.48 0.0103403 0.00103785 85999.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5401.9 4996.74 0.0102968 0.00105096 86525 0
: 191 Minimum Test error found - save the configuration
: 191 | 5352.64 4949.8 0.0103482 0.00104782 86017.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5303.7 4903.13 0.0102974 0.00103871 86405.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5254.51 4856.81 0.0103298 0.00103003 86024 0
: 194 Minimum Test error found - save the configuration
: 194 | 5205.65 4811.62 0.0102784 0.00103607 86558.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5157.75 4766.86 0.0104037 0.00104982 85525.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5109.69 4723.12 0.0103238 0.00103664 86140.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5063.06 4679.31 0.0103751 0.00103062 85612 0
: 198 Minimum Test error found - save the configuration
: 198 | 5015.57 4636.59 0.010403 0.00105721 85600 0
: 199 Minimum Test error found - save the configuration
: 199 | 4970.69 4592.54 0.0103625 0.00105536 85955.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4923.68 4550.69 0.0103012 0.00103843 86367.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4879.6 4507.29 0.0103059 0.00102951 86240.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4833.62 4465.87 0.010326 0.00103417 86097.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4790.07 4423.19 0.0103501 0.0010385 85914.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4745.77 4381.29 0.0102931 0.00103293 86391.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4701.56 4341.4 0.0102908 0.00103077 86392.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4658.38 4300.87 0.010339 0.00103828 86014.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4614.84 4261.59 0.0103049 0.0010299 86253.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4573.69 4220.91 0.0102836 0.00103278 86479.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4530.13 4182.98 0.0103408 0.00104378 86048.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4490.82 4142.29 0.0103358 0.00103474 86011.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4447.35 4104.69 0.010322 0.00103154 86109.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4407.78 4065.68 0.0102834 0.00103159 86469.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4366.86 4027.44 0.0103085 0.0010352 86268.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4325.73 3991.51 0.0103609 0.00103549 85786.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4287.67 3953.41 0.0103379 0.00103379 85983.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4247.44 3916.97 0.0103215 0.00103231 86121.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4208.14 3881.31 0.0102944 0.00103034 86355.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4170.85 3844.07 0.0103168 0.00102848 86130 0
: 219 Minimum Test error found - save the configuration
: 219 | 4131.67 3808.77 0.010332 0.00103345 86034.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4094.15 3773.2 0.0103168 0.00103936 86230.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4056.5 3738.25 0.010336 0.00103301 85993.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 4019.49 3703.74 0.0103206 0.00104258 86225 0
: 223 Minimum Test error found - save the configuration
: 223 | 3983.22 3669.02 0.0103341 0.00103677 86046.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3946.18 3634.92 0.0103354 0.00103761 86042.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3910.4 3601.02 0.0103053 0.00102898 86241.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3874.54 3567.84 0.0103212 0.00103137 86115.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3838.96 3535.3 0.0103185 0.00103596 86183.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3804.72 3501.85 0.0103266 0.00103086 86060.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3769.34 3469.83 0.010318 0.001041 86234.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3736.1 3437.03 0.0103457 0.00103228 85897.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3700.73 3405.61 0.0103153 0.00103457 86200.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3668.11 3373.32 0.0103126 0.00103715 86249.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3633.94 3342.85 0.0103125 0.00103062 86189.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3601.61 3311.27 0.0103417 0.00103148 85926.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3568.62 3280.2 0.0103183 0.00102832 86113.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3536.45 3249.73 0.0103482 0.00103928 85939 0
: 237 Minimum Test error found - save the configuration
: 237 | 3503.75 3219.62 0.0103356 0.00103454 86011.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3471.88 3190.31 0.0103283 0.00103487 86081.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3441.19 3160.01 0.0103462 0.00103696 85935.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3409.47 3130.96 0.0103195 0.00103734 86187 0
: 241 Minimum Test error found - save the configuration
: 241 | 3378.96 3101.09 0.0103162 0.00103645 86209.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3347.57 3073.77 0.0103774 0.00103458 85627.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3317.45 3044.63 0.0103378 0.00103145 85962.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3287.36 3016.45 0.0105005 0.00105121 84662 0
: 245 Minimum Test error found - save the configuration
: 245 | 3257.67 2988 0.0103964 0.00104354 85535.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3228.17 2960.66 0.0103407 0.00103707 85987.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3198.57 2932.61 0.0103801 0.00104469 85695.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3169.68 2905.12 0.0103664 0.00104134 85789.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3140.52 2878.61 0.0103295 0.00103506 86073 0
: 250 Minimum Test error found - save the configuration
: 250 | 3112 2852.32 0.0103652 0.00103601 85752.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3084.21 2825.55 0.0103352 0.00103721 86040.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3055.85 2799.86 0.0103154 0.0010328 86183.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 3028.02 2774.11 0.010302 0.00103064 86287.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3001.45 2747.61 0.0103156 0.00103167 86170.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2973.49 2722.28 0.0103149 0.00103832 86238.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2946.33 2697.59 0.010326 0.00103527 86107.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2920.08 2672.57 0.0103625 0.00106019 85999.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2893.46 2647.86 0.0103572 0.00106189 86064.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2867.71 2622.69 0.010402 0.00106479 85678.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2841.59 2598.08 0.0104573 0.00107408 85258.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2815.87 2573.88 0.0103347 0.00103429 86018 0
: 262 Minimum Test error found - save the configuration
: 262 | 2789.75 2550.93 0.0103511 0.00104193 85936.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2765.04 2527.17 0.0103026 0.00103785 86348.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2739.52 2504.72 0.0102947 0.00103912 86433.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2715.39 2481.39 0.0103322 0.00103743 86069.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2690.26 2459.37 0.0103424 0.00103628 85964.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2666.79 2436.13 0.0103646 0.00103553 85753.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2642.1 2413.35 0.0103759 0.00106734 85942.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2618.77 2390.03 0.010398 0.00104641 85546.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2594.19 2368.58 0.0103515 0.00103318 85852.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2570.64 2347.52 0.0104462 0.00107355 85354.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2548.15 2325.33 0.0103657 0.00103987 85782.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2524.41 2304.34 0.0103436 0.00103211 85915.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2501.74 2283.34 0.0103032 0.00103535 86319.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2479.37 2262.01 0.0103521 0.00103791 85890.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2456.51 2241.5 0.0103193 0.00103241 86142.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2433.86 2221.51 0.0103185 0.00103473 86171.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2412.52 2200.79 0.0103488 0.00103661 85908.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2390.41 2180.15 0.0103149 0.00103658 86222.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2369.11 2159.39 0.0103111 0.00103653 86256.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2346.18 2140.82 0.0103648 0.00104559 85843.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2325.65 2120.97 0.0103621 0.00103547 85775.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2304.72 2100.67 0.0103733 0.00103833 85699.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2282.9 2081.86 0.0104096 0.00104657 85442.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2262.11 2063.13 0.0103565 0.00103952 85864.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2241.81 2043.88 0.0103752 0.00103655 85665.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2220.99 2025.28 0.0103062 0.00103876 86323.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2200.79 2006.54 0.0103256 0.00103744 86130.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2180.18 1988.62 0.0103206 0.00103186 86125.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2161.03 1969.66 0.010329 0.00103956 86119.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2140.59 1951.58 0.010343 0.00105296 86113.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2120.97 1933.62 0.0103647 0.00104492 85838.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2101.94 1915.51 0.0103594 0.00103556 85801.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2081.73 1898.41 0.010384 0.0010297 85522.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2062.65 1881.24 0.0103344 0.00103768 86051.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2043.44 1864.78 0.0102995 0.00103565 86356.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2024.98 1847.51 0.0102855 0.00103095 86444.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 2006.52 1830.39 0.0103305 0.00102934 86010.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1987.58 1813.94 0.0103346 0.00103072 85985.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1969.34 1796.79 0.0103053 0.00102564 86210.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1950.85 1780.35 0.0103187 0.00103579 86180.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1932.83 1764.07 0.0103234 0.00103743 86151.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1914.65 1748.09 0.0103138 0.00103443 86213 0
: 304 Minimum Test error found - save the configuration
: 304 | 1896.54 1732.72 0.0103462 0.00104039 85968.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1879.44 1716.59 0.0103197 0.001032 86135.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1862.1 1700.48 0.0103058 0.00103042 86249.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1844.02 1685.14 0.0103205 0.00102955 86105.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1826.84 1670.14 0.0103196 0.00102989 86116.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1810.1 1654.48 0.0103193 0.00103304 86148.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1792.59 1639.81 0.0103319 0.00103826 86080.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1775.83 1625.01 0.0103678 0.00104342 85796.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1759.67 1609.6 0.0103084 0.00103706 86287.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1742.68 1595.33 0.0103405 0.0010312 85935.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1726.58 1580.5 0.0103626 0.00104811 85887.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1709.93 1565.73 0.0103538 0.00103844 85879.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1693.61 1551.72 0.0103763 0.00103621 85652.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1677.72 1537.55 0.0105097 0.00103643 84447.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1662.38 1523.56 0.0103167 0.00102964 86141.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1645.77 1509.81 0.0103099 0.00103359 86241.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1630.82 1495.87 0.0103263 0.00103654 86116.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1614.98 1481.82 0.0103047 0.00103331 86286.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1599.85 1468.33 0.0103303 0.00104981 86202 0
: 323 Minimum Test error found - save the configuration
: 323 | 1584.48 1454.93 0.0103116 0.00103235 86213.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1569.08 1441.49 0.0103523 0.00103078 85823 0
: 325 Minimum Test error found - save the configuration
: 325 | 1554.26 1428.19 0.0103524 0.00103173 85830.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1539.55 1414.81 0.0103245 0.00103126 86084.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1524.53 1402.08 0.0103597 0.00104121 85850.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1509.94 1389.35 0.0106964 0.00103763 82826 0
: 329 Minimum Test error found - save the configuration
: 329 | 1495.92 1376.49 0.0102968 0.00104789 86496.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1481.26 1363.88 0.0103095 0.00103895 86295.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1467.15 1351.17 0.0102964 0.00103141 86346.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1453.18 1338.45 0.0103343 0.00103404 86019.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1439.08 1326.06 0.0103359 0.00104641 86118.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1425.03 1314.9 0.0103224 0.00104374 86218.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1412.12 1301.69 0.0103768 0.00104477 85726.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1397.86 1289.79 0.0103427 0.00103232 85925.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1384.45 1278.03 0.0103576 0.0010494 85945.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1371.36 1266.17 0.0103796 0.00103457 85606.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1358.4 1254.22 0.010365 0.00104568 85842.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1345.27 1242.23 0.0103584 0.00104119 85862.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1331.94 1231.26 0.0103568 0.00103748 85843.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1319.43 1219.38 0.0103848 0.00103984 85607.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1306.69 1208.19 0.0103491 0.00104147 85950.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1293.57 1197.42 0.0103464 0.00103502 85916.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1281.69 1186.08 0.0103895 0.00108505 85979.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1269.2 1175.08 0.0104725 0.00105874 84981.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1257.08 1163.4 0.0104898 0.00103754 84635.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1244.53 1152.71 0.0105805 0.0010949 84338 0
: 349 Minimum Test error found - save the configuration
: 349 | 1232.78 1142 0.0103902 0.0010421 85578.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1220.54 1131.98 0.0103346 0.00103888 86060.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1208.72 1121.55 0.0103166 0.00104516 86286.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1197.61 1110.3 0.0103387 0.00103624 85998.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1185.15 1100.52 0.0103772 0.00103892 85669.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1174.18 1090.11 0.0103548 0.00103537 85842.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1162.76 1079.53 0.0103561 0.00103012 85781.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1151.65 1069.11 0.0103897 0.00104003 85564.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1140.32 1059.18 0.0104375 0.00105621 85276 0
: 358 Minimum Test error found - save the configuration
: 358 | 1129.1 1049.16 0.0104581 0.00104428 84981.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1117.9 1039.59 0.0106253 0.00106767 83702.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1107.18 1029.52 0.0106552 0.00108152 83562.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1096.7 1019.52 0.0105106 0.00106464 84692.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1086.05 1009.74 0.0104735 0.00105521 84941.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1074.9 1000.48 0.0105168 0.00105483 84548.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1064.8 990.746 0.0104919 0.00105228 84749.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1054.32 981.301 0.0108641 0.00105567 81562.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1043.88 972.079 0.010347 0.00103661 85925.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1033.98 962.577 0.0103935 0.0010427 85554.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1023.84 953.687 0.0104124 0.00103493 85311.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1013.77 944.445 0.0103481 0.00104052 85951.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1003.66 935.452 0.0103242 0.00103181 86092.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 994.001 926.466 0.0103511 0.00104084 85926.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 984.319 917.576 0.0103094 0.00102908 86203.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 974.436 909.221 0.0103309 0.00102905 86004.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 965.322 899.819 0.0103051 0.00102915 86244.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 955.945 890.915 0.0103459 0.00104012 85968.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 945.886 882.625 0.0103446 0.0010345 85927.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 936.75 874.366 0.0104592 0.00107396 85240.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 927.961 865.694 0.0105985 0.00106122 83881.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 918.524 857.41 0.0104993 0.00107105 84851.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 909.458 848.862 0.0104545 0.00104996 85064.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 900.467 840.753 0.0105116 0.0010559 84604.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 891.61 832.445 0.0106262 0.00106576 83677.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 882.813 824.497 0.0104814 0.0010548 84866.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 874.013 817.065 0.0103744 0.00103592 85666.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 865.667 808.736 0.0105222 0.00109388 84850.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 856.769 800.745 0.0106023 0.00105753 83815.5 0
: 387 Minimum Test error found - save the configuration
: 387 | 848.639 792.386 0.0105064 0.00105701 84661.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 839.817 784.707 0.0104262 0.0010383 85216 0
: 389 Minimum Test error found - save the configuration
: 389 | 831.846 776.9 0.0132245 0.00107752 65860 0
: 390 Minimum Test error found - save the configuration
: 390 | 822.933 769.586 0.0127888 0.00158419 71399 0
: 391 Minimum Test error found - save the configuration
: 391 | 815.272 762.049 0.0105517 0.00108481 84504.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 807.203 754.014 0.0104651 0.00105787 85040.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 798.966 746.801 0.0105177 0.00109146 84869.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 790.689 739.771 0.0104715 0.0010682 85076.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 782.979 732.126 0.0107343 0.00107962 82861.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 775.153 724.971 0.0106825 0.00108493 83354.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 767.609 717.239 0.0108052 0.00108115 82269.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 759.697 710.226 0.0105923 0.0010826 84124.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 752.135 703.327 0.010822 0.00111342 82401.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 744.923 695.738 0.0106407 0.00108164 83690.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 736.795 689.217 0.0105462 0.00105166 84259.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 730.021 682.056 0.0105299 0.00108732 84722.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 722.307 675.027 0.0105933 0.00108474 84134.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 715.134 668.183 0.0105265 0.00108578 84739.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 707.82 662.035 0.010494 0.00104946 84704.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 700.567 655.387 0.0104879 0.00104812 84747.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 693.887 648.398 0.0104252 0.0010402 85242.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 686.839 641.254 0.0104502 0.00104785 85085.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 679.552 634.974 0.0104239 0.00104229 85273.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 672.885 628.632 0.0105049 0.00104626 84578.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 665.661 622.306 0.010482 0.00105252 84840 0
: 412 Minimum Test error found - save the configuration
: 412 | 659.178 615.941 0.0106185 0.00108495 83913.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 652.773 609.005 0.0104415 0.00106616 85330.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 645.42 603.276 0.0106031 0.00105882 83819.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 639.188 596.844 0.0104957 0.00107331 84903.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 632.625 590.527 0.0105128 0.00105914 84623.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 626.22 584.568 0.0105855 0.00106023 83987 0
: 418 Minimum Test error found - save the configuration
: 418 | 619.646 578.471 0.010502 0.00104986 84636.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 613.362 572.628 0.0104067 0.00104106 85418.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 607.114 566.993 0.0104949 0.00104146 84624.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 601.083 561.028 0.0103531 0.00103386 85844.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 594.781 554.762 0.0105088 0.00106441 84706.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 588.585 549.211 0.0105781 0.00109037 84319.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 582.636 543.231 0.0104234 0.00106135 85451.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 576.44 537.488 0.0105197 0.00105726 84545.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 570.535 532.119 0.0106529 0.00107541 83529.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 564.846 526.363 0.0104636 0.00105298 85009.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 559.092 521.083 0.010633 0.00106552 83616.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 553.312 515.627 0.0103942 0.0010448 85566.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 547.369 510.056 0.0105256 0.00105913 84509 0
: 431 Minimum Test error found - save the configuration
: 431 | 541.788 504.332 0.0104293 0.00105272 85318.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 536.594 499.259 0.01046 0.00105506 85061.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 530.603 493.711 0.0104456 0.00106008 85237.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 524.79 489.439 0.0106063 0.00106145 83815 0
: 435 Minimum Test error found - save the configuration
: 435 | 519.675 483.373 0.0104894 0.00104069 84668 0
: 436 Minimum Test error found - save the configuration
: 436 | 514.176 478.302 0.0104823 0.00106551 84954.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 508.896 473.428 0.0104983 0.00104747 84648.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 503.643 468.136 0.0104824 0.00106476 84946.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 498.6 463.071 0.0105864 0.00108356 84185.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 493.153 458.035 0.0105772 0.00105907 84050.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 487.985 453.145 0.0104475 0.00106677 85281.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 482.817 448.264 0.0104809 0.0010503 84830.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 477.867 443.397 0.0105017 0.00104355 84583.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 472.909 438.251 0.0104969 0.00104504 84639.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 468.009 434.141 0.0105176 0.00105513 84544.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 463 429.325 0.0105256 0.0010549 84471.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 458.128 424.732 0.0105033 0.00106537 84764.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 453.486 419.395 0.0104399 0.00106163 85303.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 448.319 415.19 0.0103743 0.00103625 85670.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 444.076 410.409 0.0104083 0.00104308 85422.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 439.257 406.082 0.010394 0.00105132 85628.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 434.33 401.668 0.0105849 0.00106754 84057.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.932 397.317 0.0104948 0.00106534 84840.3 0
: 454 Minimum Test error found - save the configuration
: 454 | 425.547 392.738 0.0104633 0.0010464 84953.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 421.072 389.263 0.0104507 0.00104056 85014.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 416.851 384.296 0.010429 0.00105424 85335.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 412.263 380.417 0.0104149 0.00105178 85442 0
: 458 Minimum Test error found - save the configuration
: 458 | 407.784 376.268 0.0104847 0.00104358 84735.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 403.787 372.183 0.0105226 0.00104526 84412 0
: 460 Minimum Test error found - save the configuration
: 460 | 399.417 367.975 0.0105263 0.00105992 84509.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 395.335 363.844 0.0105436 0.00104443 84217.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 391.057 359.524 0.0105012 0.00110098 85104 0
: 463 Minimum Test error found - save the configuration
: 463 | 386.876 355.213 0.0105386 0.00105231 84332.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 382.558 352.164 0.0105586 0.00107492 84355.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 378.936 347.547 0.0104711 0.00105855 84993.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 374.638 343.615 0.0105325 0.00105028 84368.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.399 340.196 0.0104999 0.00105569 84707.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 367.03 336.01 0.0104184 0.00106905 85567.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.665 331.979 0.0104782 0.00105259 84874.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.703 328.584 0.0106003 0.00111492 84339.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.179 324.544 0.0104657 0.00106242 85077 0
: 472 Minimum Test error found - save the configuration
: 472 | 351.554 321.807 0.0105255 0.00106733 84583.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 347.422 317.376 0.010475 0.00104483 84833.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.781 313.877 0.0104843 0.00105513 84843.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.965 310.645 0.0104122 0.00107203 85651.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 336.769 307.813 0.0104124 0.0010592 85532.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.294 303.686 0.0104983 0.00107535 84899.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 329.231 300.111 0.0104986 0.00105615 84723.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.74 296.523 0.0104715 0.00105017 84913.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.951 292.914 0.0104511 0.00106984 85276.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 318.546 289.593 0.0104681 0.00105902 85024.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 315.251 287.016 0.0105622 0.00106689 84251.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.978 283.136 0.010533 0.00105297 84387.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.398 280.732 0.010442 0.00104505 85133.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 305.337 276.805 0.0104904 0.00105832 84816.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.99 274.37 0.0103769 0.00104041 85684.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.693 270.308 0.0103925 0.00103932 85532.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 295.645 267.533 0.0104016 0.0010454 85505 0
: 489 Minimum Test error found - save the configuration
: 489 | 292.151 263.941 0.0103771 0.00105316 85800.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.938 261.071 0.0103375 0.00103189 85969.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.707 258.293 0.0103889 0.00104322 85601 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.763 254.924 0.0103119 0.00103355 86221.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.341 252.493 0.010323 0.00103318 86115.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.496 249.791 0.0103652 0.00104673 85850.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.599 247.003 0.0104753 0.00108996 85239 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.619 244.059 0.0104199 0.00106842 85547.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.536 241.187 0.010495 0.00104032 84614.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.753 238.13 0.0103443 0.00102862 85876.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.669 235.154 0.0104809 0.00106057 84922.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.692 232.439 0.0105125 0.00103856 84441.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.063 229.624 0.0104732 0.00106023 84988.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.409 227.027 0.010409 0.00103995 85387.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.491 224.787 0.0104541 0.00106003 85160.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.703 221.89 0.0108599 0.00109245 81904.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.98 219.351 0.0105692 0.00104798 84022.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.38 216.481 0.0104295 0.00104184 85218 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.676 214.036 0.0104158 0.00103925 85319.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.747 211.564 0.010399 0.00105689 85634.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.183 209.756 0.0104414 0.00105416 85222.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.817 206.818 0.0104074 0.00104556 85453.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.376 204.15 0.0103644 0.00104743 85864.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.668 202.637 0.0103675 0.0010409 85776.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.281 199.945 0.0107481 0.0010876 82811 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.859 197.401 0.0107405 0.0010633 82668.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.555 195.008 0.0103623 0.00104063 85821.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.163 193.68 0.0108363 0.00106267 81852.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.243 190.287 0.0103876 0.00104078 85590.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.656 188.537 0.0104303 0.00105616 85341 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.824 185.736 0.0104206 0.00103738 85258.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.604 183.593 0.0104526 0.00105721 85148.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.502 181.913 0.0105307 0.00107115 84570.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.106 179.622 0.0104544 0.0010419 84993.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.654 177.709 0.0103955 0.00103631 85477.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.656 175.292 0.0103526 0.00104794 85978.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.237 172.829 0.0106848 0.00117305 84106.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.991 170.536 0.0105016 0.00105788 84712.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.818 169.029 0.0105404 0.0010524 84317.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.687 166.819 0.0106293 0.00108821 83848 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.431 164.916 0.0106885 0.0010605 83091.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.753 162.696 0.01054 0.00105571 84349.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.296 161.414 0.0104215 0.00104807 85347.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.225 159.329 0.010447 0.00104687 85105.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.098 157.103 0.010336 0.0010457 86111.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.922 155.587 0.0103709 0.00105072 85835.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.085 153.797 0.0103909 0.00106233 85758 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.157 151.755 0.010426 0.00104637 85291 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.123 149.805 0.0109019 0.0011163 81752.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.1 148.155 0.0133984 0.00107574 64921.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.209 146.444 0.0109166 0.00123558 82635.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.381 144.288 0.0131898 0.00163178 69215.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.312 142.946 0.0125777 0.0010617 69468.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.669 141.19 0.0104022 0.00104789 85522.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.825 139.249 0.0103831 0.00104942 85711.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.724 137.659 0.0104097 0.00104193 85398.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.09 136.187 0.0103404 0.00103558 85977 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.121 134.177 0.0103705 0.00104985 85830.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.166 133.047 0.0104125 0.00103469 85307.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.606 131.135 0.0104562 0.00106045 85144.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.753 129.565 0.0105744 0.00105592 84047.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.975 128.296 0.0103925 0.00104712 85603.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.449 126.727 0.0105766 0.00115782 84937 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.675 125.26 0.0103647 0.00104099 85802.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.287 123.855 0.0103173 0.00103637 86198 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.419 121.908 0.0103706 0.0010369 85710.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.69 121.16 0.010355 0.00103328 85821.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.443 119.431 0.0104107 0.00104553 85423.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.491 118.259 0.0106353 0.00105091 83469.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.849 116.263 0.0104197 0.00106304 85500.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.326 115.145 0.0104211 0.00104969 85365.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.695 113.8 0.0104187 0.00104288 85325.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.222 112.403 0.0103676 0.00104454 85808.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.747 110.898 0.0103999 0.00104306 85498.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.3 110.762 0.0104056 0.00103746 85395.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.983 108.205 0.010408 0.00104472 85439.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.338 106.645 0.0103929 0.00105005 85627.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.61 105.311 0.0103882 0.00104212 85596.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.394 104.142 0.0107688 0.0010852 82614.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.887 102.671 0.0106216 0.00106388 83702.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.342 101.489 0.0105526 0.00107114 84375.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.991 100.521 0.0104537 0.0010449 85026.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.748 99.1473 0.0104492 0.00103265 84956.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.219 98.2194 0.010373 0.00104318 85746.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.114 96.8856 0.0103943 0.00104516 85569.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.587 95.161 0.0104988 0.00106994 84846.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.387 94.4522 0.0103946 0.0010379 85500.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.064 92.7932 0.0104061 0.00104799 85487.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.621 92.1384 0.0105469 0.00106926 84409.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.508 91.0753 0.0106849 0.00111765 83618.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.44 89.7087 0.01067 0.00111349 83712.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.989 88.5571 0.0106356 0.00108347 83750.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.767 87.3161 0.0106102 0.00106639 83823.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.52 86.3592 0.0105195 0.00107549 84710.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.3937 84.9912 0.0104541 0.00105171 85084.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.2272 83.8259 0.0104589 0.00105339 85056.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.1016 83.6897 0.010471 0.00106535 85055.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.446 82.038 0.0104896 0.0010743 84967.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.8386 81.1282 0.0104994 0.00105905 84743 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.5438 79.7253 0.0104944 0.001053 84733.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.6356 78.8747 0.0105759 0.00107635 84214.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.4391 77.4567 0.0105011 0.0010543 84684.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.3122 76.6282 0.0104999 0.00106341 84777.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.2152 75.648 0.0105229 0.00107076 84636.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.1415 74.9186 0.0106001 0.00108109 84042.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.2455 73.9382 0.010829 0.00108832 82129.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.2483 72.8316 0.011994 0.00112149 73580.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.1039 72.1557 0.0124346 0.00115774 70941.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.2873 71.4331 0.015187 0.00179751 59748.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.1322 70.0087 0.0159748 0.00166261 55896.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.3779 68.9895 0.0156252 0.00170555 57472.7 0
: 600 | 81.2354 69.3365 0.0150844 0.00168304 59695.4 1
: 601 Minimum Test error found - save the configuration
: 601 | 80.5238 67.1362 0.0154205 0.00160768 57917 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.388 66.456 0.0147565 0.00168026 61179.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.3949 66.1346 0.0136672 0.00159625 66275 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.4633 64.8101 0.0154407 0.00180429 58666.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.482 63.6432 0.0157799 0.00179709 57213.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.6463 62.9718 0.0123263 0.00169259 75232.2 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.8044 62.9465 0.0143668 0.00117559 60646.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.0065 61.5716 0.0111988 0.0011577 79672.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.077 60.6078 0.0137292 0.00148552 65340 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.462 60.0485 0.0145438 0.00127729 60302.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.3231 58.8921 0.0120015 0.00148357 76060.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.6181 58.1827 0.0114803 0.00111823 77204.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.611 57.5614 0.0107313 0.00109398 83010.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.6793 56.4211 0.0105054 0.00106715 84761.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.8038 55.986 0.0105222 0.00108159 84740.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.1204 55.2161 0.0105093 0.00105948 84657.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.3602 54.7037 0.0105263 0.00106792 84580.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.7472 53.8363 0.0105486 0.0010767 84460.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.8821 52.9804 0.0105327 0.00106338 84483.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.9564 52.0431 0.010533 0.00106083 84457.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.3874 51.6053 0.0105285 0.00106159 84504.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.4571 51.0038 0.0105909 0.00106781 84006.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.5576 50.0063 0.0105511 0.00108203 84485.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.8249 49.2689 0.0106397 0.0010776 83663.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.1572 49.1869 0.0105819 0.00106461 84057.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.4786 47.9769 0.0105807 0.00108013 84205.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.8852 47.4721 0.0105778 0.00106476 84095.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.0291 46.5623 0.0105536 0.00106403 84302.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.2892 45.9683 0.010546 0.00104434 84195.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.7288 45.5632 0.0104947 0.00108939 85058 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.0298 44.8862 0.0105681 0.00108194 84333 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.2911 44.6713 0.0105417 0.00106338 84402.7 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.6199 43.4491 0.0105825 0.00107174 84115.1 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.1763 42.942 0.0105287 0.00105945 84483.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.3256 42.71 0.010474 0.0010644 85019.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.7337 41.6651 0.0105203 0.00105332 84504.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.1936 41.5917 0.0105257 0.00108565 84745 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.4629 40.8551 0.0105027 0.00105702 84695.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.7213 40.3252 0.0104752 0.00105786 84949.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.0858 39.3853 0.0105224 0.00106372 84578 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.703 39.0329 0.0105165 0.001057 84570.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.2496 38.569 0.0105578 0.00107063 84324.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.5874 38.323 0.0105208 0.00106817 84632.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.0124 37.6215 0.0105569 0.00106071 84244.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.1741 36.5833 0.0105781 0.00110427 84443.2 0
: 646 | 46.8774 36.7231 0.0110229 0.00102211 79993.6 1
: 647 Minimum Test error found - save the configuration
: 647 | 46.1805 35.9171 0.0106371 0.00107507 83663.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.4911 35.16 0.0105972 0.00106608 83935.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.015 34.897 0.0105531 0.00106939 84355.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.9067 34.8783 0.010539 0.00105963 84393.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.1485 34.0665 0.0105533 0.00107629 84414.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.341 33.5795 0.0108275 0.00107803 82055.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.8516 32.5402 0.0106929 0.00112047 83573.4 0
: 654 | 42.3212 32.5874 0.010611 0.0010198 83409.7 1
: 655 Minimum Test error found - save the configuration
: 655 | 41.7803 31.7657 0.0105396 0.0010722 84500.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.4192 31.4052 0.0105772 0.00107245 84168.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.8592 30.6808 0.0105691 0.00107206 84236.5 0
: 658 | 40.3987 30.9538 0.0105091 0.0010207 84313 1
: 659 Minimum Test error found - save the configuration
: 659 | 40.1849 29.7756 0.010559 0.00106646 84276.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.3927 29.7385 0.0105992 0.00108402 84075.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.9714 28.8684 0.0107332 0.00108066 82879.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.5202 28.7353 0.0107995 0.00112431 82685.7 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.0272 28.2776 0.0108716 0.00110924 81947.5 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.5739 27.6585 0.0106978 0.00109433 83303.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.1408 27.528 0.0107103 0.00109226 83177 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.9614 27.5062 0.0104528 0.00104597 85044.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.2428 26.6313 0.0104381 0.00104333 85153.6 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.7207 26.0981 0.0104311 0.00103531 85144.3 0
: 669 | 35.3115 26.1384 0.0104223 0.00100208 84924.1 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.8561 25.3048 0.0104981 0.00104011 84584.1 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.4064 24.9618 0.0104641 0.00103474 84841.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.0544 24.8755 0.0104744 0.00104379 84830.1 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5343 24.0382 0.010416 0.0010462 85380.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.257 23.7536 0.0104409 0.00104653 85157.8 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.8389 23.3486 0.0105069 0.00105091 84602.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.3135 22.7545 0.0103987 0.00103669 85451.6 0
: 677 | 31.9674 23.1471 0.0104188 0.00100638 84993.9 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.4958 22.407 0.0103813 0.0010454 85691.1 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.1512 21.7839 0.0103631 0.00104355 85841.1 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.8498 21.6724 0.0107539 0.0010876 82761.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.224 21.3925 0.0106002 0.00111608 84351.5 0
: 682 | 29.9961 21.7122 0.0104751 0.00102827 84684.9 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.7338 20.7302 0.0105395 0.00107442 84520.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.2733 20.6278 0.0104114 0.00107545 85690.4 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.941 19.8791 0.0104169 0.00108072 85687.9 0
: 686 | 28.3428 20.0607 0.0104588 0.00106626 85173.8 1
: 687 | 28.4612 20.1558 0.0104903 0.00105939 84827.3 2
: 688 Minimum Test error found - save the configuration
: 688 | 28.202 19.8264 0.0105904 0.00108303 84145.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.5071 19.057 0.0104304 0.00104747 85261.6 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.9027 18.4062 0.0103729 0.00102859 85613.4 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.7107 18.3056 0.0103577 0.00105091 85958.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.3385 17.7798 0.0104463 0.00103383 84993.6 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.9574 17.7595 0.0104189 0.00103105 85216.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.6188 17.2205 0.0104556 0.00106812 85220.1 0
: 695 | 25.342 17.4394 0.0106106 0.00100175 83256.8 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.9397 16.8218 0.0104069 0.00106002 85590.3 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.6547 16.714 0.0107013 0.00105768 82956.3 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.1915 16.1977 0.010722 0.00108057 82975.4 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9058 16.0979 0.0107296 0.00105906 82725.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.5571 15.9082 0.0106547 0.00107944 83548.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.3269 15.4258 0.0104251 0.00104479 85285 0
: 702 | 22.9606 15.7714 0.010365 0.00100709 85489.4 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.6399 15.1702 0.0104458 0.00105201 85163 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.3434 14.8846 0.0104243 0.00105707 85404.5 0
: 705 | 22.0158 14.9758 0.0105441 0.00100164 83835.7 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.8471 14.4336 0.0105595 0.00107463 84344.4 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.5708 14.0838 0.0104882 0.00104579 84724.2 0
: 708 | 21.3315 14.2127 0.0105533 0.00103643 84061.5 1
: 709 Minimum Test error found - save the configuration
: 709 | 21.0483 13.6693 0.010547 0.0010506 84242 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.6986 13.4567 0.0104688 0.00105136 84949 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.3211 13.3284 0.0104568 0.00104393 84990 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.0601 13.3045 0.0106373 0.00108185 83721.6 0
: 713 | 19.8182 13.6526 0.0106181 0.00100856 83250.2 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.5599 12.689 0.0104523 0.00104071 85001.6 0
: 715 | 19.2782 13.1652 0.0104559 0.00102603 84837.1 1
: 716 | 19.3187 12.732 0.0104671 0.00103227 84791.8 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.8542 12.3628 0.0103656 0.00105025 85879.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.5965 11.8599 0.0104713 0.00107088 85102.2 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.4402 11.8271 0.010446 0.00108657 85475.5 0
: 720 | 18.2939 11.9955 0.0103975 0.00104541 85542.1 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.902 11.5659 0.0105247 0.00108716 84768.1 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.5535 11.3409 0.0105936 0.00111403 84392.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.442 10.7498 0.0106217 0.00106811 83738.1 0
: 724 | 17.0542 11.9436 0.0108492 0.00101682 81364 1
: 725 | 17.1017 10.8908 0.0107584 0.00119003 83608.7 2
: 726 | 16.8407 11.1198 0.0107709 0.0010568 82354.3 3
: 727 Minimum Test error found - save the configuration
: 727 | 16.5939 10.2956 0.0106898 0.00113991 83770.7 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.3417 10.0969 0.0107169 0.00108069 83019.9 0
: 729 | 16.1824 10.4383 0.0105051 0.00102859 84419.6 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.8662 9.9112 0.010473 0.0010859 85223.3 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5533 9.5093 0.0106593 0.0010639 83373.6 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.2616 9.45617 0.010951 0.00108069 81051.3 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.1207 9.29684 0.0110019 0.00106959 80545.3 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.0488 9.15179 0.0106447 0.00105571 83428.6 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.7058 8.59414 0.010624 0.00108131 83833.5 0
: 736 | 14.5294 8.78025 0.0107595 0.00107627 82616.6 1
: 737 | 14.4356 9.49283 0.0106457 0.00100517 82982.9 2
: 738 | 14.435 9.2852 0.0106876 0.00100689 82638.1 3
: 739 | 14.3684 8.69514 0.010528 0.00102328 84168.9 4
: 740 Minimum Test error found - save the configuration
: 740 | 13.9419 8.55215 0.0105638 0.00105482 84131.4 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.7274 7.64412 0.0111904 0.00123438 80353.2 0
: 742 | 13.2938 7.77361 0.0111952 0.0012946 80803.5 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.152 7.63236 0.0105374 0.00108097 84598.1 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.0405 7.33267 0.0105629 0.00108064 84368.3 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.8949 7.12025 0.0108686 0.00110354 81924.4 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.5789 6.98247 0.0105356 0.00109405 84731.5 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.6214 6.57363 0.0105612 0.0010984 84541.5 0
: 748 | 12.2878 7.58811 0.0109867 0.00101261 80208.1 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.3773 6.2606 0.0108483 0.00106519 81773.8 0
: 750 | 12.3211 6.44123 0.0106334 0.0011568 84418.3 1
: 751 | 11.9091 6.38816 0.0111641 0.00105193 79112.9 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.8163 6.23932 0.0111756 0.0010849 79280.9 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.4851 5.83637 0.010467 0.00105921 85035.9 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.3403 5.6093 0.0106187 0.00106194 83710.7 0
: 755 | 11.1324 5.68249 0.0104423 0.000994587 84676.1 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.1555 5.56679 0.0104063 0.0010796 85775.5 0
: 757 | 10.994 5.97946 0.0108914 0.00124884 82965.3 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.9298 5.2452 0.0111606 0.00109725 79496.4 0
: 759 | 10.6509 5.39793 0.0104627 0.00101234 84653 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.4909 4.95894 0.0117474 0.00113773 75403.1 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.5152 4.82419 0.0104691 0.00105772 85003.1 0
: 762 | 10.3532 5.31292 0.0103465 0.00102049 85781.3 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.2701 4.78154 0.0103944 0.00105506 85658.7 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.1251 4.44359 0.0105407 0.00116556 85332.1 0
: 765 | 10.0683 4.53016 0.01129 0.001011 77828.5 1
: 766 | 9.78499 4.71891 0.0105664 0.00110322 84538.3 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.54781 4.29219 0.0111482 0.00107264 79400.2 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.41493 4.28008 0.0103987 0.00103211 85409.9 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.37006 4.18578 0.0107965 0.00108019 82335.4 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.23663 4.10995 0.0104506 0.00104735 85077.1 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.18886 4.06123 0.0105699 0.00104977 84032.1 0
: 772 | 9.25905 4.4036 0.0105469 0.00100379 83829.8 1
: 773 Minimum Test error found - save the configuration
: 773 | 9.20982 3.6997 0.0105297 0.00104831 84375.5 0
: 774 | 8.81011 3.76829 0.0104233 0.00100528 84943.4 1
: 775 | 8.5766 3.84262 0.0103707 0.000998478 85358.4 2
: 776 Minimum Test error found - save the configuration
: 776 | 8.57508 3.65388 0.0111532 0.00107079 79345.7 0
: 777 | 8.3714 3.70598 0.0118432 0.00122046 75310.3 1
: 778 | 8.37693 3.91355 0.0108648 0.00108318 81786.1 2
: 779 | 8.34384 4.00125 0.0108487 0.00106287 81751 3
: 780 | 8.15734 3.67201 0.0103377 0.00100797 85747.4 4
: 781 | 8.25533 3.71924 0.0104123 0.00100361 85027.9 5
: 782 Minimum Test error found - save the configuration
: 782 | 7.95132 3.4123 0.010552 0.00105638 84249.1 0
: 783 | 7.77551 3.49406 0.0113259 0.00103325 77725.5 1
: 784 | 7.66696 4.00573 0.0103485 0.00100315 85603.8 2
: 785 | 7.58118 3.64466 0.0107321 0.000996968 82176.2 3
: 786 | 7.47212 3.62366 0.0103125 0.000990838 85821.9 4
: 787 | 7.49937 3.97078 0.0103301 0.00100281 85770.1 5
: 788 Minimum Test error found - save the configuration
: 788 | 7.3837 3.16461 0.0104087 0.00105282 85507.6 0
: 789 | 7.30708 3.66611 0.0103579 0.00100701 85553.7 1
: 790 | 7.28156 3.88354 0.0104329 0.00100833 84884.5 2
: 791 | 7.05114 4.58476 0.0103926 0.00100359 85205.7 3
: 792 | 7.03161 3.48636 0.0105454 0.00101435 83936.1 4
: 793 | 6.92882 3.55601 0.010632 0.00101028 83145.3 5
: 794 | 6.77024 3.61227 0.0105071 0.00100772 84215.7 6
: 795 | 6.59781 3.34774 0.0113364 0.00121289 79023.9 7
: 796 | 6.68313 3.3475 0.011163 0.00100145 78728.2 8
: 797 | 6.70485 3.7135 0.0112386 0.00119228 79630.8 9
: 798 | 6.39612 3.59104 0.010745 0.00101372 82209.5 10
: 799 | 6.59456 4.23244 0.0103965 0.00104921 85586 11
: 800 | 6.45732 3.49414 0.0105467 0.00105273 84263.7 12
: 801 | 6.23094 3.28866 0.010585 0.00103634 83781 13
: 802 | 6.11109 4.17805 0.0104927 0.00102883 84531.9 14
: 803 | 6.1234 3.7051 0.0104929 0.00104789 84700.6 15
: 804 | 5.95056 4.04108 0.0111221 0.00126719 81177.4 16
: 805 | 6.00966 3.67534 0.0114197 0.00101974 76923.7 17
: 806 | 5.87236 3.51782 0.0104591 0.00100388 84609 18
: 807 | 5.80627 3.82962 0.0103431 0.00100049 85629.4 19
: 808 | 5.76452 4.46567 0.0103352 0.000997137 85670.7 20
: 809 | 5.79288 3.85201 0.0103784 0.00100132 85314 21
:
: Elapsed time for training with 1000 events: 8.57 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0111 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.834 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.173 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= 3.31484e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08899e+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: 0.0476 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: 0.0379 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: 0.00183 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.101 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.93 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0209 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00256 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0393 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00432 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: 0.00262 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000396 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: 0.105 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0117 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: 0.916 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.01 -0.0496 6.32 1.62 | 3.219 3.217
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.276 -0.00468 2.49 1.09 | 3.369 3.363
: 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.