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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: 0.318 sec
: Elapsed time for training with 1000 events: 0.322 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00292 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: 0.00078 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00425 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: 0.000206 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00033 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 = 31514
: --------------------------------------------------------------
: 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 | 33074.4 31160.7 0.0111937 0.00115499 79691.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32582.8 30601.3 0.0112166 0.0011213 79245.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31884.2 29911.3 0.0113438 0.00112561 78291.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31119.5 29266.2 0.0114003 0.0011308 77900.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30387.2 28571 0.0113938 0.00113551 77986 0
: 6 Minimum Test error found - save the configuration
: 6 | 29593.9 27700.5 0.0113313 0.00113394 78451.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28860.3 27017.3 0.0113143 0.00111585 78443.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28371 26629.8 0.0112362 0.0011176 79062.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28013.2 26300.9 0.011253 0.0011173 78929 0
: 10 Minimum Test error found - save the configuration
: 10 | 27684.5 26003.2 0.0113592 0.00113479 78243.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27381.1 25720 0.0113709 0.00113381 78147.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27089.8 25449.7 0.0112817 0.00111718 78705.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 26813.2 25184.9 0.0113279 0.00113353 78474.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26538.8 24933.3 0.0112718 0.00111835 78791.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26278.6 24683.2 0.0112125 0.00111245 79207.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 26023 24437.3 0.0112893 0.00111634 78639.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25769.1 24200.4 0.0113402 0.00111625 78247.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25523.8 23966.5 0.0115204 0.0013453 78623 0
: 19 Minimum Test error found - save the configuration
: 19 | 25281.5 23737.7 0.011343 0.00111812 78240.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 25043.5 23513.4 0.0111506 0.00111063 79681.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24811.5 23290.4 0.0112186 0.00111166 79153.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24581.4 23070.9 0.0111709 0.00110535 79479 0
: 23 Minimum Test error found - save the configuration
: 23 | 24349.9 22861.7 0.0111488 0.00110335 79637.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24132.9 22646 0.0111566 0.00110224 79567.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23909.6 22437.4 0.0111979 0.00110925 79297 0
: 26 Minimum Test error found - save the configuration
: 26 | 23690.5 22234 0.0112041 0.00110706 79231.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23479 22028.7 0.0111653 0.00112373 79668.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23265.5 21828.2 0.0112879 0.00110597 78570.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 23055.1 21631.8 0.0111883 0.00111611 79426.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22849.5 21435.7 0.0112011 0.00110848 79265.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22644.9 21242.3 0.0113937 0.00118779 78385.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22443.3 21050.7 0.0113032 0.0011094 78478.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22242.1 20863.2 0.0112938 0.00110598 78525 0
: 34 Minimum Test error found - save the configuration
: 34 | 22048.4 20672.5 0.0111455 0.00110021 79639.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 21848.8 20490.2 0.0112336 0.00111126 79033.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21656.6 20308.7 0.0111947 0.00112191 79421.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21465.6 20128.7 0.0112304 0.00111875 79116.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21277.4 19949.7 0.0111791 0.00110435 79406.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21089.9 19773.2 0.0112198 0.00113452 79323.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20904.6 19599.1 0.0113305 0.00116422 78691.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20721.4 19426.8 0.0113652 0.00111978 78083.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20540.4 19256 0.011181 0.00109908 79350.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20362.8 19084.8 0.0113026 0.00111524 78528.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20183.2 18918.5 0.0112935 0.00113416 78745.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20007.1 18754.5 0.0111804 0.00110232 79380.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19835.7 18588.8 0.0112322 0.00110475 78992.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19662.4 18426.6 0.0111252 0.00109923 79793 0
: 48 Minimum Test error found - save the configuration
: 48 | 19490.5 18268.6 0.0111831 0.00110295 79364.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19321.9 18112 0.0111802 0.00110865 79432.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19159.2 17951 0.0111764 0.00110249 79413.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18989.7 17797.8 0.011186 0.00110401 79349.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18828.1 17643.3 0.0111383 0.00110188 79709.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18663.7 17494.1 0.0111488 0.0010977 79593.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18506.7 17341.6 0.0111334 0.00110251 79753.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18346.2 17193.1 0.0111725 0.00110139 79435.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18190 17044.9 0.0111939 0.00110145 79267.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18032.8 16900.3 0.0111609 0.00109999 79515.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17879.8 16755 0.0113367 0.00121644 79049.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17726.5 16607.4 0.0112803 0.00110619 78630.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17567.9 16450.2 0.0112475 0.00110882 78905.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17424.8 16313 0.0112147 0.00111111 79179.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17262.6 16179.5 0.0112179 0.00110612 79115.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17114.2 16032.9 0.0117314 0.00112675 75438.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 16961.8 15881.1 0.01127 0.00111 78740.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16806.9 15743.9 0.0116237 0.00112081 76169.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16665.2 15596.4 0.0114108 0.00111564 77706.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16512.8 15461 0.0112548 0.00111824 78922.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16370.3 15307.4 0.0113008 0.00111724 78558.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 16218.6 15173.2 0.011319 0.00111869 78428.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16068.7 15024.6 0.0113185 0.00112089 78450 0
: 71 Minimum Test error found - save the configuration
: 71 | 15927.2 14887.9 0.0112979 0.00111668 78576.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15788.6 14749.1 0.011312 0.00112211 78509.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15643.2 14620.1 0.01132 0.00113184 78522.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15499.9 14482.2 0.0113397 0.00113938 78429.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15359.4 14349.6 0.0113195 0.00112671 78486.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15222 14215.9 0.0113161 0.00112299 78484.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15084.1 14088 0.0113482 0.001141 78376.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 14948.1 13956.7 0.0113524 0.00112599 78229.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14812.6 13830.8 0.0113618 0.00112725 78167 0
: 80 Minimum Test error found - save the configuration
: 80 | 14678.1 13703.6 0.0114767 0.00121132 77931.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14547.8 13575.8 0.0114178 0.00113201 77777.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14412.6 13453.7 0.0113885 0.00112714 77962.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14283.6 13327.4 0.0114142 0.00117293 78115 0
: 84 Minimum Test error found - save the configuration
: 84 | 14153 13204.5 0.0113878 0.0011445 78100 0
: 85 Minimum Test error found - save the configuration
: 85 | 14023.5 13084.1 0.0113605 0.00112688 78173.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13895.5 12966.1 0.0113639 0.00112858 78160.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13770.6 12846.6 0.0114442 0.00113326 77587.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13645.9 12728.3 0.0113999 0.0011291 77890.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13523.1 12611.3 0.0114103 0.00113937 77889.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13400.6 12494.3 0.0114129 0.00112955 77795.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13276.6 12381.1 0.0113746 0.00112925 78084.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13157.2 12268.1 0.0113964 0.00113144 77935.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13039.5 12154.5 0.0113793 0.00112815 78039.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 12918.4 12046.8 0.0113833 0.00114427 78132.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12805.1 11934.9 0.0113958 0.00113039 77932 0
: 96 Minimum Test error found - save the configuration
: 96 | 12687.5 11826.5 0.0113848 0.00112861 78001.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12573.8 11718.1 0.0113496 0.00112107 78212.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12458.4 11613.9 0.0113095 0.00112282 78533.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12347.9 11506.9 0.0113215 0.00112124 78429.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12236.8 11400.2 0.0113679 0.00112563 78107.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12124.6 11296.2 0.0113684 0.00112995 78136.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 12013.4 11195.9 0.0113764 0.0011273 78055.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11908.1 11092.2 0.0113873 0.00112705 77970.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11798.9 10990.7 0.0113673 0.00113034 78147.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11691.6 10891.3 0.0113981 0.00115643 78112.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11587.3 10790.5 0.0113863 0.00113158 78013.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11480.1 10694.2 0.0113974 0.00112839 77904.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11378.8 10594.8 0.0114375 0.00114928 77758.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11273.3 10500.1 0.0113604 0.00112391 78151.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11172.3 10405 0.0113625 0.00114418 78290.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11072.8 10307.6 0.0114273 0.0011335 77716.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 10969.9 10215 0.0113465 0.00112955 78301.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10872.3 10120.8 0.0113866 0.00112419 77954.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10773.1 10028.4 0.0113419 0.00112319 78288.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10675.4 9936.5 0.0113261 0.00112695 78437.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10577.7 9846.84 0.0115958 0.00120507 76991.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10483.5 9755.64 0.0115381 0.0011552 77050 0
: 118 Minimum Test error found - save the configuration
: 118 | 10386.9 9667.12 0.0114464 0.00113472 77582.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10293.3 9578.79 0.011376 0.00113015 78080.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 10199.9 9490.95 0.011473 0.0011405 77425.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10107.3 9403.81 0.0114122 0.00114807 77941.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10015.2 9318 0.0113964 0.00112846 77912.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 9922.79 9235.26 0.0113789 0.00112606 78027.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 9835.58 9148.77 0.0113846 0.00114102 78097.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9745.36 9064.31 0.0114662 0.00113283 77418.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9656.05 8981.8 0.0113868 0.00113035 77999.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9569.23 8898.59 0.0113852 0.00112968 78007 0
: 128 Minimum Test error found - save the configuration
: 128 | 9480.26 8819.16 0.0115212 0.00115741 77192.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9396.31 8736.79 0.011447 0.00113473 77577.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9309.83 8656.64 0.0114006 0.00113551 77934 0
: 131 Minimum Test error found - save the configuration
: 131 | 9225.55 8576.57 0.0115598 0.00115376 76878.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9140.4 8499 0.0114092 0.00116096 78061.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9057.56 8421.49 0.0114926 0.00126494 78219.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 8977.59 8341.21 0.0114855 0.00114474 77363.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8892.79 8265.96 0.0114688 0.00115462 77563.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8811.89 8191.15 0.0113713 0.00112799 78100 0
: 137 Minimum Test error found - save the configuration
: 137 | 8733.19 8114.65 0.0113993 0.00112964 77899.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8652.3 8040.61 0.0114547 0.00113593 77528.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8574.4 7965.84 0.0114254 0.00113897 77772 0
: 140 Minimum Test error found - save the configuration
: 140 | 8495.15 7893.34 0.0114324 0.00113767 77709.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8418.05 7820.93 0.011497 0.00118668 77592.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8341.65 7748.35 0.0114881 0.00113482 77269.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8265.56 7676.51 0.0114454 0.00113595 77598.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8189.68 7605.85 0.0113859 0.00114331 78104.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8114.84 7535.97 0.0113823 0.00112669 78005.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8040.88 7466.36 0.0113876 0.00112829 77977.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7967.35 7397.49 0.0113999 0.00113168 77910.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7894.32 7329.63 0.0146966 0.00194278 62726.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7822.23 7262.06 0.0122234 0.00114329 72201.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7750.49 7195.53 0.0114109 0.00114072 77895.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7679.67 7129.37 0.0115593 0.00117958 77073.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7609.99 7062.88 0.0114307 0.00113928 77734.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7539.8 6997.85 0.0118148 0.00115225 75028.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7470.56 6933.84 0.011555 0.00116918 77028.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7402.59 6869.74 0.0114607 0.0011362 77485.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7336.24 6804.16 0.0114855 0.00117575 77596.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7267.4 6741.65 0.0114646 0.00113884 77476.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7200.52 6680.2 0.0113773 0.00112815 78055 0
: 159 Minimum Test error found - save the configuration
: 159 | 7135.47 6617.94 0.0114761 0.00113946 77394.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7069.92 6556.68 0.0115254 0.00115867 77169.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7004.96 6495.87 0.0114948 0.00113287 77205.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6940.82 6435.54 0.0114383 0.00113622 77654.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6877.03 6376.24 0.0114051 0.0011315 77869.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6814.34 6316.63 0.0114287 0.00113451 77713.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6751.38 6258.31 0.0114819 0.00114246 77373.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6690.23 6199.8 0.0114163 0.00113104 77781.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6627.86 6142.78 0.0114166 0.00113097 77778.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6567.1 6086.16 0.0115117 0.00114255 77152 0
: 169 Minimum Test error found - save the configuration
: 169 | 6507.4 6029.05 0.0115529 0.00117331 77074.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6446.26 5974.54 0.0114129 0.00113673 77850 0
: 171 Minimum Test error found - save the configuration
: 171 | 6389.08 5917.35 0.0114792 0.00115297 77472.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6329.43 5862.18 0.0115079 0.00115784 77294.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6270.65 5808.21 0.0114302 0.00115175 77833 0
: 174 Minimum Test error found - save the configuration
: 174 | 6213.23 5754.28 0.0115371 0.00114153 76955.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6155.52 5701.82 0.0114455 0.00113283 77574.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6099.94 5647.85 0.0114462 0.00113884 77614.3 0
: 177 Minimum Test error found - save the configuration
: 177 | 6042.97 5595.45 0.011436 0.00113266 77644.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 5986.97 5544.26 0.011678 0.00114455 75948.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5933.02 5491.62 0.0114565 0.00115895 77688.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5877.15 5441.29 0.0114863 0.00113985 77321.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5823.95 5390 0.011399 0.00113 77904.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5769.37 5340.28 0.0114266 0.00113584 77739.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5716.38 5290.83 0.0114167 0.00113548 77811.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5663.75 5241.59 0.0115083 0.00114164 77170.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5612.52 5191.27 0.0114609 0.00119175 77903 0
: 186 Minimum Test error found - save the configuration
: 186 | 5559.67 5142.87 0.0115708 0.00114766 76752.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5508.14 5095.49 0.0116064 0.00114121 76443.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5457.79 5047.68 0.0114601 0.00113536 77483.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5407.89 4999.92 0.0114814 0.00113977 77357.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5356.97 4953.94 0.0115679 0.00119071 77092.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5308.72 4907.05 0.0117275 0.00113383 75516.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5258.83 4861.44 0.0114518 0.00113856 77570.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5210.17 4816.74 0.0115637 0.0011356 76716 0
: 194 Minimum Test error found - save the configuration
: 194 | 5163.12 4770.77 0.0115558 0.00117917 77096.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5114.64 4726.65 0.0115913 0.00114903 76611.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5067.05 4683.68 0.0114273 0.00113315 77713.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5021.08 4639.32 0.0114651 0.00113789 77464.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 4974.73 4596.3 0.0114682 0.00113905 77450.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4927.93 4554.46 0.0114836 0.00113447 77300.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4884.75 4510.03 0.0114416 0.00113231 77600 0
: 201 Minimum Test error found - save the configuration
: 201 | 4837.77 4468.41 0.0115653 0.00113865 76726.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4794.17 4426.39 0.0113956 0.00112861 77919.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4749.15 4385.47 0.0115732 0.00113942 76674 0
: 204 Minimum Test error found - save the configuration
: 204 | 4705.74 4344.97 0.0115607 0.00115085 76850 0
: 205 Minimum Test error found - save the configuration
: 205 | 4661.83 4304.88 0.0114445 0.00113083 77566.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4619.98 4264.11 0.0114427 0.0011394 77645.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4577.16 4224.09 0.0114361 0.0011604 77853.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4534.24 4185.53 0.0114671 0.00113088 77398.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4493.02 4146.59 0.0117115 0.0011866 76010.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4451.48 4108.31 0.0114847 0.00113775 77317.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4411.81 4068.53 0.0114732 0.00115968 77568.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4369.39 4031.8 0.0117294 0.00117577 75803 0
: 213 Minimum Test error found - save the configuration
: 213 | 4330.18 3994.44 0.0114883 0.00114084 77313.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4290.14 3957.24 0.0116317 0.0011767 76518.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4251.09 3920.24 0.0115033 0.00114327 77220 0
: 216 Minimum Test error found - save the configuration
: 216 | 4211.55 3884.14 0.011521 0.00116459 77247 0
: 217 Minimum Test error found - save the configuration
: 217 | 4173.12 3848.41 0.0115297 0.00114231 77016.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4135.55 3811.53 0.0115473 0.00114691 76919.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4096.85 3776.31 0.0118255 0.00116 75008.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4059.71 3741.13 0.0115654 0.00115269 76828.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4022.62 3705.82 0.0118183 0.0011545 75020.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 3985.96 3670.73 0.0121257 0.00118547 73124.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3948.22 3638 0.0116683 0.00122 76567.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3913.12 3604.14 0.0120717 0.00115085 73254.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3877.59 3570.29 0.011684 0.00117323 76112.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3841.47 3537.77 0.0117481 0.00115614 75529 0
: 227 Minimum Test error found - save the configuration
: 227 | 3807.4 3504.08 0.0115848 0.00114018 76594.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3772.15 3471.24 0.01143 0.00113909 77738.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3738.41 3438.03 0.0115513 0.00116014 76988.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3703.43 3406.43 0.0116058 0.00115579 76554.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3669.56 3375.33 0.0114269 0.00113183 77706.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3636.75 3343.59 0.0114666 0.00113795 77454.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3603.71 3312.3 0.0114653 0.00113709 77457.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3570.05 3282.45 0.0114524 0.00113418 77532.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3538.44 3251.55 0.0114688 0.0011387 77443.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3506.1 3221.94 0.0114939 0.00113363 77218.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3474.84 3191.06 0.0115786 0.00123479 77340.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3442.37 3161.74 0.0114947 0.00113867 77249.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3411.46 3132.04 0.0116413 0.00114853 76243.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3380.14 3103.81 0.0115016 0.00117074 77437.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3350.53 3074.3 0.0114979 0.00115149 77321.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3319.35 3045.51 0.0114996 0.00116613 77418.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3288.79 3017.86 0.011453 0.00113777 77555.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3259.5 2990.32 0.0114945 0.00116392 77439.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3229.94 2961.71 0.011475 0.00114515 77445.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3200.48 2934.36 0.0115079 0.00118055 77464.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3171.3 2906.85 0.011673 0.00116135 76105.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3142.79 2879.66 0.0117052 0.00118151 76019.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3113.95 2852.93 0.0118372 0.00115727 74906.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3085.11 2827.52 0.0114854 0.00114113 77337.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3057.66 2801.36 0.0115533 0.00115558 76939.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3030.08 2775.5 0.0117316 0.00116285 75695 0
: 253 Minimum Test error found - save the configuration
: 253 | 3002.56 2750.01 0.0116516 0.00116261 76270.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2975.42 2723.69 0.0115225 0.00114182 77066.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2948.29 2699.06 0.0118898 0.00115367 74514.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2922.3 2674.28 0.0114716 0.00115248 77525.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2895.06 2650.24 0.0114424 0.00115633 77774.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2869.19 2625.3 0.0119378 0.00115838 74215.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2843.27 2600.07 0.0114976 0.00114514 77276.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2817.38 2575.22 0.0115412 0.00115062 76992.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2791.42 2551.9 0.0119314 0.00116995 74339.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2766.09 2528.45 0.0116285 0.0011596 76416.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2742.17 2504.73 0.0115383 0.00116122 77092.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2715.97 2482.27 0.0116316 0.0011636 76423.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2691.6 2459.25 0.0145242 0.00194427 63593.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2667.27 2437.02 0.0191527 0.00209556 46901.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2643.48 2415.18 0.0128881 0.00121597 68539.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2619.54 2392.41 0.0118742 0.00117613 74780.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2596.29 2369.38 0.0117731 0.00121789 75791.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2571.66 2348.59 0.0117862 0.00115421 75244.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2549.21 2326.19 0.0115787 0.00114987 76710.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2525.89 2304.83 0.0115375 0.00115294 77037.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2503.05 2283.04 0.0114136 0.00113355 77821 0
: 274 Minimum Test error found - save the configuration
: 274 | 2479.76 2262.68 0.0114738 0.00114733 77470.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 2456.93 2242.9 0.0113831 0.00112954 78022 0
: 276 Minimum Test error found - save the configuration
: 276 | 2435.99 2221.29 0.0114687 0.00116194 77618.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2413.36 2200.35 0.0114689 0.00113321 77401.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2390.8 2180.8 0.0113964 0.0011297 77921.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2369.71 2160.53 0.011517 0.00115741 77223.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2348.09 2140.4 0.0114566 0.00113435 77502.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2325.78 2121.99 0.0114544 0.00113379 77514.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2305.04 2102.8 0.0120692 0.00128959 74214 0
: 283 Minimum Test error found - save the configuration
: 283 | 2284.56 2082.89 0.011614 0.00114064 76384.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2263.69 2063.64 0.0114517 0.00113382 77535.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2242.41 2045.2 0.0116982 0.00117162 75998.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2222.48 2025.73 0.011587 0.00114557 76618.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2201.96 2006.61 0.0114582 0.00115029 77610 0
: 288 Minimum Test error found - save the configuration
: 288 | 2181 1989.04 0.0114037 0.00113345 77894.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2161.55 1971.13 0.0114244 0.00114605 77833.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2141.97 1952.2 0.0114796 0.00115269 77467.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2121.58 1935.03 0.0114972 0.00113445 77199.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2102.41 1917.23 0.0114119 0.00113782 77865.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2082.74 1899.52 0.011435 0.00113139 77642.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2064.11 1881.87 0.0114888 0.00113966 77301.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2044.1 1865.19 0.0114411 0.00113753 77642.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2026.2 1847.14 0.0114224 0.00112513 77690.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2006.87 1830.42 0.0114317 0.00113192 77671.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1988.12 1813.98 0.0114211 0.00114732 77867.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1969.81 1797.86 0.0113988 0.00112546 77871.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1951.53 1781.91 0.0113544 0.00113278 78265.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1934.23 1764.31 0.0114203 0.00113745 77799.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1915.31 1748.35 0.0114197 0.0011376 77805.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1897.56 1732.4 0.0115045 0.00115531 77300.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1879.78 1716.46 0.0114101 0.00113296 77843 0
: 305 Minimum Test error found - save the configuration
: 305 | 1861.82 1701.42 0.0115656 0.00114238 76751.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1845.03 1685.79 0.0114538 0.00113608 77536.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1827.52 1670.56 0.0115369 0.00114114 76954.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1810.4 1654.76 0.0114565 0.0011394 77541.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1793.23 1639.99 0.011492 0.00115029 77356.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1776.82 1624.56 0.0114138 0.00113266 77812.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1759.35 1610.2 0.0114915 0.00115049 77361.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1743.19 1595.74 0.0114408 0.0011368 77640.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1726.66 1581.16 0.0118817 0.00115059 74549.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1710.57 1566.34 0.0115329 0.00115658 77098.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1694.51 1551.82 0.0115885 0.00114082 76571.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1678.24 1537.39 0.0115131 0.00115445 77229.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 1662.12 1523.2 0.0115205 0.00115257 77161.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 1646.47 1509.42 0.0114644 0.00115277 77582.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1630.37 1495.59 0.0116697 0.00114547 76015.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1615.08 1482.1 0.0115947 0.00114031 76522.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1600.2 1468.17 0.0114959 0.00113841 77238.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1584.25 1455.33 0.011529 0.00113661 76979.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1569.62 1441.69 0.0115538 0.00113991 76820.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1554.19 1428.34 0.0115445 0.00114406 76919.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1539.72 1414.85 0.0114514 0.00113655 77557.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1524.52 1402.08 0.0114991 0.00115962 77373.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1510.07 1389.66 0.0114527 0.00113088 77505.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1495.63 1376.62 0.011494 0.00116409 77445 0
: 329 Minimum Test error found - save the configuration
: 329 | 1481.49 1363.71 0.0114856 0.00114124 77336.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1466.71 1351.87 0.0114973 0.00113708 77218.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1453.37 1338.71 0.0115092 0.00115412 77257.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1439 1326.48 0.0115296 0.00116154 77160.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1425.4 1313.66 0.0115102 0.00115525 77257.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1411.61 1301.52 0.0114742 0.00114114 77421.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1397.91 1289.53 0.0114374 0.00113678 77664.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1384.53 1277.43 0.0114915 0.00114394 77313.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1371.13 1266.02 0.0114795 0.00113699 77350.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1357.85 1254.55 0.011551 0.0011425 76860.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1345.34 1242.48 0.0116905 0.00118744 76168.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1331.88 1230.67 0.0114983 0.00115631 77354.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1319.31 1219.2 0.0115122 0.00117515 77391.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1306.39 1208.31 0.0114822 0.00114485 77389.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1293.97 1197.29 0.0116204 0.00114379 76360.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1281.26 1185.67 0.011472 0.00114914 77497.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1268.79 1174.67 0.0115201 0.00114178 77083.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1256.61 1163.7 0.011521 0.00113866 77053.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1244.79 1152.28 0.0118401 0.00115518 74872.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1232.02 1142.15 0.0114742 0.00114815 77474.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1220.34 1131.77 0.0114798 0.00114094 77377.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1209.03 1120.77 0.0114806 0.00115359 77467.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1196.89 1110.4 0.0124294 0.00121555 71340.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1185.51 1099.79 0.0118198 0.00114983 74976.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1174.03 1089.8 0.0115445 0.00116674 77087.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1162.94 1079.19 0.0116112 0.00114879 76464.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1151.43 1068.85 0.0117023 0.00114613 75784.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1140.27 1058.76 0.0115852 0.00115637 76710.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1129.13 1048.89 0.0114985 0.00114176 77244.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1118.54 1038.44 0.0116972 0.00115744 75902.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1107.18 1028.98 0.0116171 0.00114024 76358.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1096.26 1019.65 0.0124421 0.00118704 71079.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1086.09 1009.67 0.011522 0.00113783 77040.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1075.64 999.615 0.011644 0.00114358 76187.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1064.97 990.121 0.0116043 0.00114593 76493.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1054.33 980.878 0.0116981 0.00114668 75818.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1043.94 971.731 0.0116135 0.00114404 76412.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1034.05 962.623 0.01152 0.00114427 77103 0
: 367 Minimum Test error found - save the configuration
: 367 | 1023.88 953.593 0.0115146 0.00114189 77125.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1013.82 944.811 0.0115114 0.00114432 77167.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1004.11 934.995 0.0116561 0.00116705 76270.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 994.292 925.959 0.0124155 0.00114459 70979.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 984.245 917.596 0.0133482 0.00220335 71781.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 974.752 908.444 0.0118504 0.00117722 74954.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 964.802 900.616 0.0116018 0.00114684 76519 0
: 374 Minimum Test error found - save the configuration
: 374 | 956.304 891.448 0.0114767 0.0011373 77373.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 946.805 882.58 0.0114971 0.001157 77368.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 936.965 874.1 0.0115152 0.00114206 77122.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 927.931 865.575 0.0117928 0.00128192 76111.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 918.766 857.086 0.0120453 0.0011649 73526.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 909.641 848.934 0.0115324 0.00114337 77004.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 900.932 840.282 0.0115303 0.00115519 77107.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 891.63 832.359 0.0116897 0.00117131 76057.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 882.89 824.572 0.0115105 0.00114146 77152.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 874.26 816.615 0.0116083 0.00119953 76858.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 865.878 807.983 0.0114243 0.00113448 77746.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 856.799 800.307 0.0115693 0.00113644 76680.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 848.602 792.732 0.0114919 0.00117244 77523.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 840.082 784.655 0.0115825 0.00116134 76766.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 831.585 777.09 0.0114495 0.00113996 77598.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 823.759 769.017 0.0115569 0.00117451 77053.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 815.277 761.681 0.0114966 0.00114485 77281.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 806.933 754.185 0.0115754 0.00116931 76878.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 798.946 746.776 0.0115464 0.00113778 76859.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 790.937 739.64 0.0115661 0.00114302 76752.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 783.389 731.599 0.0115414 0.001141 76919.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 774.938 725.102 0.0115685 0.00114159 76724.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 767.632 717.873 0.0115742 0.001179 76958.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 760.056 710.02 0.0115764 0.00114064 76659.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 752.171 703.086 0.0115439 0.00112924 76815 0
: 399 Minimum Test error found - save the configuration
: 399 | 744.684 696.054 0.0115233 0.00114001 77046.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 737.373 690.125 0.0115243 0.00114216 77055.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 729.824 682.594 0.0114664 0.00113791 77455.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 722.426 675.256 0.0115063 0.00113815 77159.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 715.119 668.236 0.0114856 0.00114008 77328 0
: 404 Minimum Test error found - save the configuration
: 404 | 707.747 661.738 0.0122587 0.00113874 71942.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 701.136 654.749 0.0114693 0.00113997 77449.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 693.644 648.143 0.0114706 0.00113917 77434 0
: 407 Minimum Test error found - save the configuration
: 407 | 686.453 641.845 0.0115707 0.00114313 76719.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 679.758 635.339 0.0116424 0.0011405 76176.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 672.959 628.772 0.0117894 0.00117962 75402.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 666.325 622.172 0.0116651 0.00113989 76008.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 659.134 615.757 0.0114789 0.00116816 77589.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 652.539 609.338 0.0114924 0.00114111 77284.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 645.882 603.245 0.011893 0.0012103 74887.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 639.487 596.769 0.0115285 0.00117388 77260.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 632.845 591.271 0.0128089 0.00169205 71963.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 626.537 584.741 0.0114578 0.00114112 77544 0
: 417 Minimum Test error found - save the configuration
: 417 | 619.907 578.622 0.0115131 0.00115667 77246.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 613.892 572.374 0.0115259 0.00114806 77087.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 607.104 567 0.0115277 0.00115046 77092 0
: 420 Minimum Test error found - save the configuration
: 420 | 601.306 560.901 0.0115634 0.00116025 76899.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 594.895 555.081 0.0115273 0.0011793 77309.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 588.904 549.32 0.0114575 0.00113897 77530.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 582.797 543.417 0.0114596 0.00114977 77596.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 576.794 538.482 0.0114359 0.00113299 77648.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 571.025 532.389 0.0114212 0.00113503 77774 0
: 426 Minimum Test error found - save the configuration
: 426 | 565.083 527.139 0.0114312 0.00113567 77703.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 559.555 521.138 0.0114572 0.0011427 77561.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 553.365 515.426 0.0114138 0.00113677 77843.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 547.8 510.085 0.0114287 0.00113442 77712.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 542.018 505.399 0.0114379 0.00114876 77752 0
: 431 Minimum Test error found - save the configuration
: 431 | 536.46 499.998 0.0116583 0.00115283 76150.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 531.084 494.14 0.0114858 0.00115673 77451.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 525.081 489.137 0.0114326 0.0011334 77676.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 520.148 483.909 0.0114518 0.00115165 77669.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 514.659 478.836 0.0114503 0.0011365 77565.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 509.108 473.464 0.0114835 0.00115782 77477.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 503.939 468.312 0.0115824 0.00116019 76759.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 498.688 463.298 0.0117021 0.00114295 75763.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 493.223 459.04 0.0114442 0.00113327 77587.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 488.511 453.47 0.0116565 0.00115193 76157.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 483.62 448.526 0.0114851 0.001134 77286.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 478.028 443.832 0.0114259 0.00113804 77761.5 0
: 443 Minimum Test error found - save the configuration
: 443 | 473.169 439.126 0.0114227 0.00113631 77772.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.439 434.037 0.0118105 0.00115217 75058.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 463.676 429.771 0.0115746 0.0011402 76669.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 458.961 425.164 0.0114069 0.00113149 77855.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.123 420.319 0.011418 0.00114356 77863.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.127 415.538 0.0114339 0.00113233 77658.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 444.01 411.17 0.0115866 0.00114937 76648.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 439.927 406.17 0.0114162 0.00113115 77782.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 434.861 402.375 0.0114131 0.00113236 77815.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 430.554 397.957 0.0119643 0.00115687 74023.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.064 393.411 0.0116658 0.00115045 76079.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 421.597 388.957 0.0117725 0.00114271 75260.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.092 384.797 0.0118213 0.00115358 74992.4 0
: 456 Minimum Test error found - save the configuration
: 456 | 412.619 380.617 0.0114854 0.00113309 77277.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 408.224 376.497 0.0114242 0.0011615 77951.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.304 372.043 0.0116525 0.00115496 76208 0
: 459 Minimum Test error found - save the configuration
: 459 | 399.853 367.876 0.0116419 0.00114018 76178.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 395.731 364.681 0.011641 0.00115115 76264.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.501 360.177 0.0118109 0.00115942 75107.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 387.243 355.806 0.0114973 0.00113633 77212.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.076 352.232 0.0113981 0.00113122 77920.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.318 348.293 0.011426 0.00113327 77725 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.131 344.87 0.0116476 0.00116631 76326.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 371.393 340.581 0.0115752 0.00114057 76667.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.409 336.387 0.0115991 0.00116871 76699 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.304 332.63 0.0114931 0.00114312 77294.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 359.284 329.14 0.0115748 0.00116684 76864.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 355.634 325.285 0.0118065 0.00118983 75353.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.684 321.696 0.0118663 0.00119627 74976.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 347.942 318.181 0.0116176 0.0011951 76757.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.43 314.415 0.012269 0.00116405 72040.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 340.67 311.38 0.0116371 0.00114197 76225.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 336.718 307.601 0.0119113 0.00124293 74987.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.431 303.882 0.0118756 0.00124616 75262.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 329.627 300.226 0.0116416 0.00114437 76210.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.932 297.039 0.0125487 0.00115908 70239.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 322.444 294.035 0.0118541 0.00115143 74747.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.107 290.677 0.0114653 0.0011419 77493.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.591 287.328 0.0114692 0.0011355 77416.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.238 283.866 0.0120774 0.00162093 76507.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.994 280.448 0.0120506 0.00113685 73302.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 305.521 277.034 0.0115195 0.00116266 77243.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.137 274.231 0.0115234 0.00114789 77104.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.783 271.25 0.0120544 0.00117568 73537.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.107 267.935 0.0114951 0.00113893 77248.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 292.541 265.525 0.0114899 0.00113452 77254.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.549 262.282 0.011425 0.00113069 77712.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.414 259.233 0.01146 0.00113738 77499.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.38 256.304 0.0114969 0.00114219 77259.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.323 253.357 0.0114989 0.0011416 77240.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.963 249.795 0.0115007 0.00114328 77239.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.863 246.569 0.0115897 0.00115085 76636.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.628 243.868 0.0122171 0.00126015 73013.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.952 240.978 0.0117686 0.00120996 75767.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.024 238.258 0.0115424 0.00115781 77036.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.324 236.221 0.0117302 0.00116843 75745 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.421 233.358 0.0115097 0.00113825 77135.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.57 230.3 0.0116054 0.00114343 76467.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.96 227.547 0.0114783 0.00113865 77372 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.687 224.864 0.0115476 0.00114926 76935.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.06 222.114 0.0115301 0.0011438 77024.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.285 219.716 0.0117087 0.00115171 75778.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.608 218.047 0.0114858 0.00113997 77325.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.215 215.006 0.0114772 0.00113767 77372.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.776 212.095 0.0114729 0.00113929 77417.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.597 209.393 0.0114688 0.00115306 77551.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.054 207.252 0.0114706 0.00113875 77430.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.47 204.561 0.0114756 0.00114897 77469.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.862 202.225 0.0115771 0.0011584 76784.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.342 199.941 0.0115493 0.00113709 76832.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.055 197.713 0.0118094 0.00120488 75439.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.566 195.748 0.0115274 0.00114223 77033.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.384 192.806 0.0118462 0.00114852 74782.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.729 191.754 0.0118512 0.00117455 74929.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.725 188.369 0.011688 0.00114382 75871.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.977 186.558 0.0116071 0.00116644 76623.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.78 184.221 0.0114847 0.00115635 77456.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.726 182.033 0.0115061 0.00114044 77178.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.059 180.445 0.0122586 0.00117877 72203.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.947 177.582 0.0118208 0.00127307 75845.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.685 175.938 0.0115631 0.00114125 76761.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.462 173.918 0.0117953 0.00117421 75321.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.192 171.718 0.0116494 0.00113661 76097.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.209 169.355 0.0118997 0.00139821 76179.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.8 167.223 0.0118335 0.00116934 75017.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.85 165.118 0.0115752 0.00116383 76838.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.559 163.892 0.0116549 0.00115931 76222.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.863 161.373 0.0115465 0.00114173 76887.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.754 160.683 0.0114773 0.00114019 77390.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.456 158.952 0.0116377 0.00114632 76253.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.565 156.2 0.0116497 0.00116131 76275 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.507 154.474 0.0116828 0.00114944 75949.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.466 152.455 0.011508 0.00113388 77114.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.31 151.008 0.0114724 0.00114206 77441.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.381 149.354 0.0115176 0.00113973 77086.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.411 147.948 0.0115055 0.00114095 77186.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.389 146.255 0.0115055 0.00113752 77160.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.977 143.703 0.0116055 0.00114345 76467.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.963 142.356 0.0115123 0.0011385 77117.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.241 142.172 0.0114602 0.00113634 77490.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.485 139.358 0.0114823 0.00113873 77342.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.41 137.215 0.0114689 0.0011374 77433.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.477 136.631 0.0115921 0.00115512 76650.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.598 134.986 0.0118132 0.00114567 74993.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.745 133.377 0.0118535 0.00117948 74948.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.079 131.387 0.0115 0.00114244 77238.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.184 130.794 0.011501 0.0011548 77323.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.988 128.568 0.011688 0.00118002 76132.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.913 126.944 0.0116638 0.00117437 76267.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.373 126.425 0.0116793 0.00114457 75939.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.557 124.28 0.0119414 0.00116692 74249.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.021 122.416 0.0116659 0.00114817 76062.1 0
: 555 | 137.178 122.424 0.0120649 0.00113106 73167.6 1
: 556 Minimum Test error found - save the configuration
: 556 | 135.88 119.407 0.0121645 0.00117184 72776.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.359 119.028 0.0116409 0.00114492 76219.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.65 117.74 0.0122125 0.00115598 72355.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.801 115.694 0.011889 0.00120278 74862.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.413 114.31 0.0116234 0.00115446 76416.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.854 112.658 0.0114953 0.0011407 77260.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.395 111.965 0.0114843 0.00113974 77335.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.747 110.835 0.011608 0.00116106 76577.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.365 109.533 0.0115995 0.00114558 76526.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.065 107.96 0.0116593 0.0011467 76099 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.885 106.824 0.0118573 0.0011702 74856.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.148 106.015 0.0116704 0.00116823 76175.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.57 104.735 0.0120154 0.00119152 73911 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.061 103.68 0.0116976 0.00117815 76049.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.906 101.89 0.0115783 0.00115106 76722.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.399 101.6 0.0119544 0.00122182 74539.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.276 99.0858 0.0117171 0.00120786 76123.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.678 98.0193 0.0119273 0.00117322 74390.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.322 96.7434 0.0118067 0.00115317 75092.8 0
: 575 | 108.06 97.363 0.0115101 0.00112758 77052.6 1
: 576 Minimum Test error found - save the configuration
: 576 | 106.701 94.7488 0.0115703 0.00115143 76784.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.462 93.4651 0.01157 0.00114577 76744.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.157 92.137 0.0115064 0.00113508 77136.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.948 91.113 0.0115783 0.00114336 76665.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.736 90.6978 0.011594 0.00115903 76665.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.547 89.1451 0.0132771 0.00116841 66068.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.4277 88.0121 0.0115834 0.00114453 76636.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.137 86.8138 0.011615 0.00114769 76428.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.8846 86.1401 0.0115881 0.00114933 76637.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.7229 84.578 0.0114737 0.0011375 77397.9 0
: 586 | 94.6638 85.2369 0.0144525 0.00206603 64586.4 1
: 587 Minimum Test error found - save the configuration
: 587 | 93.752 84.3924 0.013349 0.00115089 65583.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.8467 83.1242 0.0115144 0.00114163 77124.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.4385 81.2212 0.0115135 0.00114239 77137.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.2333 80.2382 0.0115104 0.00115493 77253.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.137 79.8109 0.0114837 0.00114221 77358 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.1048 77.9563 0.0115092 0.00115563 77267.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.0574 76.6054 0.0115545 0.00114118 76824.6 0
: 594 | 86.0075 77.1246 0.0114494 0.0011107 77379.4 1
: 595 Minimum Test error found - save the configuration
: 595 | 84.9522 74.5449 0.0115169 0.00117252 77336.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9607 74.319 0.0115405 0.00117628 77188.5 0
: 597 | 82.9385 74.3719 0.0114534 0.00110653 77318.3 1
: 598 Minimum Test error found - save the configuration
: 598 | 81.9944 72.3203 0.0115799 0.00115574 76744.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.0697 71.2148 0.0116455 0.00117074 76374.2 0
: 600 | 80.3151 71.3264 0.0115155 0.00110219 76824.4 1
: 601 Minimum Test error found - save the configuration
: 601 | 79.2561 70.5421 0.0115092 0.00114066 77156.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.3147 69.6109 0.0114917 0.00113851 77271.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.4175 68.576 0.0114913 0.00117437 77542.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.3996 66.8448 0.0115843 0.00115767 76726.4 0
: 605 | 75.724 67.2108 0.0114784 0.00111101 77164.8 1
: 606 Minimum Test error found - save the configuration
: 606 | 74.6599 64.9801 0.0116015 0.00114696 76521.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.7347 64.5815 0.0115695 0.00116822 76913.3 0
: 608 | 72.8709 64.9347 0.011591 0.00113033 76476.8 1
: 609 Minimum Test error found - save the configuration
: 609 | 72.0115 62.895 0.0115076 0.00114052 77167.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.0101 62.2443 0.0116604 0.00114442 76074.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.2193 61.3244 0.0115369 0.00117727 77223.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.4164 60.4506 0.0119197 0.00123221 74853.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.506 59.9697 0.0115615 0.00113982 76763 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.7498 59.4071 0.0115888 0.00114962 76634.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.7836 57.8499 0.0117551 0.001292 76459.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.2506 57.481 0.0117701 0.00121356 75782.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.3128 57.0874 0.0115412 0.00114386 76942.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.6462 56.154 0.0117396 0.00116378 75644.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.8209 55.7317 0.0122418 0.00168604 75787.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.9147 55.0589 0.0116951 0.00114637 75838.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.1731 54.2772 0.011994 0.00116916 73904.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.3254 53.2605 0.0115386 0.00114594 76977.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.7191 52.528 0.0115148 0.00113607 77080.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.9842 51.6669 0.0116012 0.00115768 76602.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.2526 50.7073 0.0115092 0.00114334 77176.6 0
: 626 | 58.6805 51.1064 0.0117282 0.00120064 75990.9 1
: 627 Minimum Test error found - save the configuration
: 627 | 58.0642 50.0743 0.011745 0.00115809 75565.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.1783 49.7483 0.0114935 0.0011411 77277.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7757 49.122 0.0115459 0.0011534 76978.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.154 47.6822 0.0116044 0.00114667 76498.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.0234 46.951 0.0115483 0.00114349 76887.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.3506 46.7875 0.0116069 0.00115975 76575.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.6446 46.1251 0.0115864 0.00114302 76603.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.0566 45.7104 0.0116027 0.00115843 76596.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.4057 45.2749 0.0118756 0.00133001 75861.3 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.3222 44.9672 0.0116039 0.00114938 76521.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.4191 43.377 0.0116436 0.0011513 76246.1 0
: 638 | 50.732 43.669 0.0114651 0.00109782 77165.7 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.0729 42.5215 0.0115165 0.00114882 77162.5 0
: 640 | 49.4181 43.0123 0.0114772 0.00109934 77087.3 1
: 641 Minimum Test error found - save the configuration
: 641 | 48.928 41.6232 0.0116966 0.00114541 75820.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.3611 40.9013 0.0116501 0.00117152 76346.1 0
: 643 | 47.598 41.0491 0.011528 0.00111879 76854.8 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.0046 39.7829 0.0116345 0.00114455 76263.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.4229 38.793 0.0115621 0.00114665 76808.9 0
: 646 | 46.0868 38.9416 0.0115851 0.001102 76313.4 1
: 647 Minimum Test error found - save the configuration
: 647 | 45.3907 37.8464 0.0125148 0.00119467 70670.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.7828 37.2229 0.0119996 0.00115082 73740.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.2921 36.745 0.0116204 0.00114708 76384.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.6198 36.6921 0.0117065 0.00114714 75762.1 0
: 651 | 43.0727 36.9524 0.0116127 0.00110349 76123.7 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.6719 35.3237 0.0118011 0.00114717 75089.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.076 34.8175 0.0118506 0.00115007 74762.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.5753 34.4844 0.0115215 0.00115913 77202.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.9245 34.0679 0.0115118 0.00114216 77148.1 0
: 656 | 40.4622 34.1674 0.0115315 0.00109752 76672.3 1
: 657 Minimum Test error found - save the configuration
: 657 | 40.0682 32.9533 0.0121218 0.00115501 72947.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.5378 32.3709 0.0139549 0.00133336 63383.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.1229 31.8041 0.0118852 0.00114759 74504.6 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.6109 31.3649 0.0115467 0.00114431 76905.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.2668 31.0779 0.0115732 0.00114623 76724.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.7292 30.6775 0.0114896 0.00114028 77299.6 0
: 663 | 37.2893 30.9355 0.0114493 0.00110255 77318.6 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.1769 30.3682 0.0114986 0.00116714 77433.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.3977 29.5293 0.0115734 0.00114802 76735.5 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.8509 28.6507 0.0114785 0.00113595 77350.3 0
: 667 | 35.3515 28.984 0.0114993 0.00109914 76922 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.0144 27.7918 0.0116028 0.00114565 76502.6 0
: 669 | 34.8359 27.8428 0.0114909 0.00112181 77152.1 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.274 27.2225 0.0115306 0.00115618 77112.9 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.8465 26.7175 0.0116708 0.00114298 75989.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.323 25.8899 0.0115179 0.00114376 77115.2 0
: 673 | 32.8557 26.6247 0.0114443 0.00109996 77337.2 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.4829 25.6075 0.0115259 0.00114585 77071.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.1605 24.6925 0.0114951 0.00114122 77265.7 0
: 676 | 31.6982 25.7624 0.0114705 0.00109806 77127.2 1
: 677 | 31.305 24.9032 0.0114696 0.00109789 77132.6 2
: 678 Minimum Test error found - save the configuration
: 678 | 31.0329 24.5675 0.0115021 0.0011399 77203.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.6816 23.9655 0.0113895 0.00113036 77979.6 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.1392 23.9156 0.0114263 0.0011443 77806.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.7962 22.7222 0.0115873 0.0011405 76578.2 0
: 682 | 29.4247 22.7683 0.0114127 0.0011163 77697.3 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.3622 22.068 0.0113998 0.00113176 77911.9 0
: 684 | 28.5011 22.3597 0.0113734 0.00109076 77800.9 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.1925 21.413 0.0114957 0.00114057 77256.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.9582 20.7747 0.0114745 0.00113943 77406.3 0
: 687 | 27.4736 21.12 0.0114408 0.00109619 77334.9 1
: 688 | 27.169 20.8127 0.0114882 0.00110672 77060.4 2
: 689 Minimum Test error found - save the configuration
: 689 | 26.8887 20.0552 0.012136 0.00125967 73553.9 0
: 690 | 26.489 20.7085 0.0117826 0.00112257 75046.6 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.1624 19.7745 0.0116743 0.00114668 75990.3 0
: 692 | 25.8127 19.8491 0.0120834 0.00111131 72912.4 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.8367 19.113 0.0117502 0.00115115 75478.5 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.3271 18.815 0.011932 0.00115428 74227.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.8334 18.64 0.0124843 0.00173191 74401.8 0
: 696 | 24.3482 19.6906 0.0121423 0.00110763 72498.8 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.4074 18.3376 0.0116914 0.00116889 76027.4 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.9667 18.2233 0.0118125 0.00114269 74977.6 0
: 699 | 23.4774 18.5031 0.0116634 0.00120878 76521.3 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.3489 17.5135 0.0116937 0.0011459 75845.4 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.9273 17.2102 0.0120248 0.00121732 74022.8 0
: 702 | 22.6172 17.7609 0.0119811 0.00119407 74163.4 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.6219 16.4287 0.0122387 0.00173548 76167 0
: 704 | 21.9373 16.6035 0.0126935 0.00116253 69378.6 1
: 705 | 21.7142 16.4476 0.0118858 0.00110097 74178 2
: 706 Minimum Test error found - save the configuration
: 706 | 21.3284 16.1663 0.0121897 0.00141221 74229 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.0146 15.5754 0.0120917 0.00124142 73730.9 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.7321 15.3309 0.0123615 0.0011741 71508.9 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.6133 15.2645 0.0123022 0.00167013 75244.3 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.2378 15.1843 0.0143873 0.00131468 61196.4 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.0232 14.3113 0.0122095 0.00118318 72553.9 0
: 712 | 19.769 14.5641 0.0119007 0.00117385 74579 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.542 13.9541 0.0124291 0.00158237 73755.3 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.2263 13.7245 0.0128604 0.00118067 68494.6 0
: 715 | 19.0549 14.5278 0.01168 0.00114141 75911.3 1
: 716 | 18.779 13.7327 0.0117103 0.0011254 75579.1 2
: 717 | 18.5904 14.1911 0.0118606 0.00118842 74961.6 3
: 718 | 18.6026 13.905 0.0116837 0.00109276 75536.3 4
: 719 Minimum Test error found - save the configuration
: 719 | 17.9615 13.1823 0.0116561 0.00113869 76064 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.7326 12.5552 0.0125534 0.00114032 70094.8 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.4779 12.2583 0.0126433 0.00143302 71362.8 0
: 722 | 17.2241 12.3602 0.0119122 0.0011085 74048.7 1
: 723 Minimum Test error found - save the configuration
: 723 | 16.9838 11.8164 0.0121279 0.00116191 72952.9 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.8549 11.7151 0.0117756 0.00127333 76173.7 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.5663 11.5311 0.0118632 0.00116801 74799.7 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.4128 11.4918 0.0120479 0.00149097 75779.6 0
: 727 | 16.324 12.6774 0.0120612 0.00113807 73239 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.0427 10.7561 0.0118312 0.00131232 76053.9 0
: 729 | 15.6942 10.7652 0.0120615 0.00112652 73159.5 1
: 730 | 15.5967 10.8537 0.0126289 0.0012806 70495 2
: 731 | 15.3085 11.0736 0.0117442 0.00120731 75923.9 3
: 732 Minimum Test error found - save the configuration
: 732 | 15.0045 10.2569 0.0118426 0.00114789 74803.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.8357 10.0756 0.0125245 0.00114832 70322.6 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.7276 9.37191 0.0120641 0.00118054 73505.4 0
: 735 | 14.5157 10.0828 0.0114726 0.00113263 77369.5 1
: 736 | 14.5403 9.47065 0.0115194 0.00111719 76906.5 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.4203 9.32851 0.011577 0.0011433 76674.9 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.8279 8.86156 0.0115555 0.00115341 76907.6 0
: 739 | 13.6629 9.02541 0.0114704 0.0010949 77104.8 1
: 740 | 13.4525 9.0861 0.0117603 0.00112741 75238.6 2
: 741 | 13.4099 9.22892 0.0116802 0.00109275 75561 3
: 742 | 13.3737 9.4572 0.011381 0.00109523 77777.4 4
: 743 Minimum Test error found - save the configuration
: 743 | 13.3114 8.47385 0.0117506 0.00114021 75397.6 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.8925 8.06936 0.011624 0.00114279 76327.4 0
: 745 | 12.9629 8.8582 0.0114556 0.00109275 77199 1
: 746 | 12.5946 8.48051 0.0114062 0.00109901 77615.5 2
: 747 Minimum Test error found - save the configuration
: 747 | 12.2106 7.44101 0.0114867 0.00113756 77301.2 0
: 748 | 12.0004 7.57451 0.0114184 0.0010888 77447.7 1
: 749 | 11.8564 7.54996 0.0114484 0.00110907 77374.3 2
: 750 Minimum Test error found - save the configuration
: 750 | 11.8296 7.18855 0.011448 0.00113072 77539.9 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.5461 7.04484 0.0115291 0.00116493 77189 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.3838 6.96515 0.0115052 0.00113475 77142.2 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.245 6.61611 0.0114738 0.00113726 77395.3 0
: 754 | 11.0264 7.10802 0.0114636 0.00109321 77143 1
: 755 Minimum Test error found - save the configuration
: 755 | 10.92 6.30784 0.0115337 0.00114306 76992.5 0
: 756 | 10.8834 7.02158 0.0114344 0.00109109 77344.8 1
: 757 | 10.7707 6.39122 0.0114566 0.00111838 77382.6 2
: 758 | 10.5062 6.40323 0.0114199 0.00109633 77492.6 3
: 759 Minimum Test error found - save the configuration
: 759 | 10.6821 6.18316 0.0116243 0.00114129 76314.1 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.3856 6.03744 0.0115608 0.00113795 76754.5 0
: 761 | 10.1329 6.05841 0.0114204 0.00109228 77458.5 1
: 762 | 9.98322 6.4231 0.0117337 0.00110965 75300.6 2
: 763 Minimum Test error found - save the configuration
: 763 | 9.88848 5.68445 0.0116122 0.0011543 76496.9 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.72565 5.55116 0.0114887 0.00115019 77380.9 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.70424 5.53202 0.0114798 0.00116252 77539.6 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.69647 5.48659 0.0115104 0.00115524 77255.9 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.57322 5.19759 0.0115311 0.00114166 77001 0
: 768 | 9.43721 5.45321 0.0114027 0.0011058 77693 1
: 769 | 9.08662 5.20626 0.0114306 0.00114752 77798 2
: 770 | 9.15885 5.40362 0.0115668 0.00113498 76688.7 3
: 771 Minimum Test error found - save the configuration
: 771 | 9.43206 5.05749 0.0115021 0.00114315 77228.2 0
: 772 | 8.91264 5.20215 0.0114243 0.00110179 77500.4 1
: 773 Minimum Test error found - save the configuration
: 773 | 8.66398 4.63584 0.0118373 0.00138482 76536.8 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.63999 4.59916 0.0115703 0.00114454 76732.7 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.49272 4.26274 0.011582 0.00117619 76879.9 0
: 776 | 8.38473 4.34543 0.0114629 0.00109759 77180.6 1
: 777 | 8.21223 4.53161 0.0115357 0.00110322 76683.8 2
: 778 | 8.2101 4.56135 0.0116496 0.00111743 75958.1 3
: 779 Minimum Test error found - save the configuration
: 779 | 8.11829 3.98437 0.0117839 0.00115636 75275.8 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.07455 3.59105 0.0116274 0.00116132 76437.1 0
: 781 | 7.81741 4.24123 0.011567 0.00110277 76451 1
: 782 | 7.81747 3.84332 0.012298 0.00186065 76648.1 2
: 783 | 7.70639 3.74507 0.0124319 0.00110743 70643.3 3
: 784 Minimum Test error found - save the configuration
: 784 | 7.43865 3.23009 0.0118045 0.00115053 75089.4 0
: 785 | 7.46187 3.64361 0.0115462 0.0011201 76730.3 1
: 786 | 7.35423 3.31268 0.0118578 0.00139452 76457.7 2
: 787 | 7.22381 3.24357 0.0116155 0.00113533 76334.5 3
: 788 | 7.10922 3.30781 0.0114738 0.00109786 77101.4 4
: 789 Minimum Test error found - save the configuration
: 789 | 6.96618 3.10231 0.0116162 0.00114838 76424.5 0
: 790 | 6.87659 3.24214 0.0114002 0.0010892 77587.4 1
: 791 | 7.0907 3.28924 0.0113995 0.0010894 77593.6 2
: 792 Minimum Test error found - save the configuration
: 792 | 6.79094 2.92935 0.0113912 0.00113302 77986.7 0
: 793 | 6.90085 3.00327 0.0113883 0.00109063 77687.3 1
: 794 Minimum Test error found - save the configuration
: 794 | 6.74358 2.77424 0.0114631 0.00114709 77549.7 0
: 795 | 6.55199 3.02246 0.0114557 0.00110812 77312.4 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.4354 2.48778 0.0116283 0.00116952 76490.9 0
: 797 | 6.39419 2.68196 0.0114957 0.00109822 76941.7 1
: 798 | 6.44428 2.52476 0.0114383 0.00111109 77465.5 2
: 799 Minimum Test error found - save the configuration
: 799 | 6.44775 2.42962 0.0117389 0.00115214 75566.4 0
: 800 | 6.0804 2.83369 0.0114575 0.00108886 77155.6 1
: 801 | 6.21336 3.18815 0.011426 0.00111774 77607.9 2
: 802 | 6.16232 2.44538 0.0113473 0.00109407 78024.2 3
: 803 Minimum Test error found - save the configuration
: 803 | 5.93917 2.42858 0.0114161 0.00114226 77867.9 0
: 804 | 5.90463 2.56455 0.0116274 0.00111797 76122.2 1
: 805 | 5.90726 3.0355 0.0116742 0.00109756 75638.2 2
: 806 Minimum Test error found - save the configuration
: 806 | 6.0035 2.35831 0.011505 0.00113822 77169.7 0
: 807 Minimum Test error found - save the configuration
: 807 | 5.63813 2.33223 0.0115068 0.00114114 77178.2 0
: 808 | 5.4735 2.3997 0.0115032 0.00110026 76901.5 1
: 809 Minimum Test error found - save the configuration
: 809 | 5.45847 2.11507 0.0116011 0.00114685 76523.6 0
: 810 | 5.52235 2.41381 0.0119492 0.00111535 73842.5 1
: 811 | 5.41759 2.32885 0.0114877 0.00110783 77072.4 2
: 812 | 5.34144 2.30116 0.0114892 0.00109859 76992.7 3
: 813 Minimum Test error found - save the configuration
: 813 | 5.35397 1.96459 0.0116492 0.00115 76196 0
: 814 | 5.16925 2.35203 0.0114508 0.00109882 77280.1 1
: 815 | 5.18805 2.17917 0.0114573 0.00109653 77214 2
: 816 | 5.03729 2.04048 0.0114214 0.00109172 77447 3
: 817 | 4.92898 2.17536 0.0114863 0.00113506 77285.4 4
: 818 Minimum Test error found - save the configuration
: 818 | 4.98236 1.95437 0.0115813 0.00114701 76670 0
: 819 | 4.93168 2.9645 0.0115243 0.00109253 76689.1 1
: 820 | 5.06139 2.23402 0.0116015 0.00111755 76307.4 2
: 821 Minimum Test error found - save the configuration
: 821 | 4.89626 1.9371 0.0116813 0.00116407 76065.7 0
: 822 Minimum Test error found - save the configuration
: 822 | 4.80412 1.7307 0.0119884 0.00118662 74061.9 0
: 823 Minimum Test error found - save the configuration
: 823 | 4.61041 1.72843 0.011675 0.00119514 76337 0
: 824 | 4.63469 2.19746 0.0119183 0.00114978 74290.5 1
: 825 | 4.66224 2.00311 0.0115546 0.0010991 76514.6 2
: 826 Minimum Test error found - save the configuration
: 826 | 4.52454 1.64201 0.0115305 0.00114676 77043.6 0
: 827 | 4.55116 1.72662 0.0115497 0.00109919 76551.3 1
: 828 Minimum Test error found - save the configuration
: 828 | 4.34596 1.54202 0.0116006 0.00114345 76503 0
: 829 | 4.51904 2.10636 0.0114493 0.00110636 77347.7 1
: 830 | 4.66347 3.41628 0.0126308 0.00113595 69596.6 2
: 831 | 4.8938 2.21545 0.0118508 0.00111402 74510.3 3
: 832 | 4.31324 1.81591 0.0117837 0.00118942 75512.7 4
: 833 | 4.10596 1.92294 0.0115874 0.00110958 76351.9 5
: 834 | 4.13486 1.99777 0.0116643 0.00115239 76104.2 6
: 835 | 4.0394 1.68859 0.0116863 0.00112954 75780.8 7
: 836 Minimum Test error found - save the configuration
: 836 | 3.97233 1.48383 0.0118018 0.00117304 75267.3 0
: 837 | 3.9471 2.29196 0.0116684 0.00111353 75794.2 1
: 838 | 3.94535 2.46146 0.0116761 0.00112244 75803.4 2
: 839 | 4.06723 2.28448 0.0120443 0.00120551 73809.2 3
: 840 | 4.03617 2.05168 0.0118272 0.00111443 74677.5 4
: 841 | 3.76949 2.23707 0.0117865 0.00113615 75114.8 5
: 842 | 3.71423 1.56321 0.0126139 0.00119119 70035.9 6
: 843 | 3.63676 1.82867 0.0117997 0.00110939 74834.4 7
: 844 | 3.669 1.85437 0.0116479 0.0011115 75927.5 8
: 845 | 3.65842 1.83356 0.0116232 0.00112772 76223.5 9
: 846 | 3.73766 1.89547 0.0116217 0.001117 76156 10
: 847 | 3.51976 1.82362 0.0116627 0.00111188 75823.8 11
: 848 | 3.51484 1.74482 0.0116408 0.00111285 75988.3 12
: 849 | 3.50341 1.87779 0.0116072 0.00113834 76417.2 13
: 850 | 3.54558 2.04251 0.0116404 0.00114098 76194.7 14
: 851 | 3.46533 2.26097 0.01165 0.00112813 76032.2 15
: 852 | 3.34914 1.57337 0.0116452 0.00112135 76017.7 16
: 853 | 3.41135 1.6399 0.0116282 0.00112299 76152.9 17
: 854 | 3.5806 2.18418 0.0116472 0.00112688 76043 18
: 855 | 3.47685 1.71338 0.0122807 0.00114061 71812.7 19
: 856 | 3.18764 2.83357 0.0118712 0.00112884 74471.8 20
: 857 | 3.36871 1.98598 0.0116671 0.0011136 75804 21
:
: Elapsed time for training with 1000 events: 9.96 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0148 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: 0.955 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= 3.29668e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.0723e+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: 0.041 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: 0.0492 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: 0.00185 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: 0.129 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: 1.01 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: 0.0243 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00307 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: 0.0445 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00521 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: 0.00224 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000387 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: 0.128 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0136 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: 1.01 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.117 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.865 -0.103 5.35 1.52 | 3.231 3.236
: 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 : -0.198 -0.0532 1.83 1.09 | 3.358 3.348
: 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.