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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 file, usually with extension .root, that stores data and code in the form of serialized objects in ...
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:4149
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:1312
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: 0.262 sec
: Elapsed time for training with 1000 events: 0.266 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00256 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: 0.000743 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0039 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: 0.000193 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000523 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 = 31495.7
: --------------------------------------------------------------
: 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 | 33062.2 31111.7 0.0100826 0.00102003 88275 0
: 2 Minimum Test error found - save the configuration
: 2 | 32521.8 30517 0.00999415 0.00100772 89023.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31795.4 29832.8 0.0103503 0.00104807 86001 0
: 4 Minimum Test error found - save the configuration
: 4 | 31053.9 29227.8 0.0101747 0.00101137 87304.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30369.1 28583.1 0.0101211 0.00101574 87860.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29608.6 27746.9 0.010159 0.00101852 87522.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28819.1 26945.8 0.0101073 0.00100146 87855.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28263.1 26511.8 0.0101789 0.000997555 87133.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27883.1 26173.5 0.0100616 0.000987544 88163.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27551.4 25868.5 0.00996983 0.000985214 89041.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 27242.8 25584.2 0.0100271 0.000988585 88510.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 26951.8 25311.9 0.00999838 0.000987354 88780.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26671.2 25050 0.0100094 0.00100689 88864.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26401.4 24794.3 0.0101006 0.00108016 88687.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26135.3 24549.6 0.0105011 0.0010149 84333.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 25881.1 24306.5 0.00996721 0.000985615 89071.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25630.6 24067.8 0.00995656 0.000991574 89236.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25382.2 23837.2 0.0100382 0.000988085 88396.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25144.9 23605 0.0100272 0.000988735 88510.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24904.7 23381.3 0.00999655 0.000985966 88784.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 24671.6 23160.8 0.0100104 0.000984374 88632.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24439.7 22946.9 0.00996701 0.000987874 89095.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24219 22727.8 0.00993812 0.000983376 89338.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 23994.7 22514.3 0.0100261 0.000989764 88531.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23771.4 22308.8 0.0101049 0.00100929 87954.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23557.1 22102.3 0.00997938 0.000987434 88968.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23340.1 21902.7 0.0100263 0.000990274 88534.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23133.5 21698.7 0.0100518 0.00102841 88658.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 22920 21504.1 0.0100254 0.00100408 88678.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22716.7 21307.5 0.0101093 0.000992664 87751.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22511.8 21114.8 0.0100154 0.000991685 88655.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22311.9 20922.3 0.0102223 0.000995104 86700.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22108.6 20738.2 0.0100786 0.000995844 88078.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 21916 20549.7 0.010037 0.000992885 88454.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21721 20364.3 0.0100148 0.00101348 88875.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21524.5 20186.7 0.0101143 0.0010887 88636.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21338.3 20004.7 0.0100375 0.000993964 88461.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21148.4 19827.1 0.0100791 0.00103401 88445.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 20961.2 19652.7 0.0101614 0.00101713 87486.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20776.8 19480.3 0.0100325 0.00102623 88827 0
: 41 Minimum Test error found - save the configuration
: 41 | 20595.3 19308.4 0.0100444 0.00105699 89013.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20416.1 19136.4 0.0100617 0.00105181 88791.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20237.2 18966.8 0.0100705 0.00104055 88594 0
: 44 Minimum Test error found - save the configuration
: 44 | 20060.4 18799.3 0.0101137 0.00104342 88199.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19884 18635.9 0.0100791 0.00104448 88548.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 19709.8 18475.8 0.0100302 0.0010482 89066.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19541.3 18313.2 0.0101224 0.00109221 88591.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19372.4 18151.4 0.0103313 0.00105536 86245 0
: 49 Minimum Test error found - save the configuration
: 49 | 19200 17998 0.0100613 0.00104073 88686 0
: 50 Minimum Test error found - save the configuration
: 50 | 19037 17841.2 0.0100243 0.00103783 89022.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18873.7 17684.4 0.0100729 0.00105044 88667.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18707.3 17534.4 0.0101299 0.0010117 87736.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18550.1 17380 0.0100077 0.000990474 88718.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18388 17230.8 0.0100891 0.00102875 88297.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18227.8 17085.5 0.0100836 0.00101483 88214.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18072.8 16936 0.0100943 0.00102918 88249.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17914.5 16781 0.0102425 0.00113102 87801.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17752.4 16624.4 0.0100948 0.00100031 87965.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17624.3 16483.3 0.0101004 0.00100603 87966.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17447.2 16346.1 0.0101028 0.00102622 88138.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17290.9 16200.8 0.0100793 0.00101913 88298.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17150 16045.6 0.0101047 0.00101632 88024.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 16989.5 15922.4 0.0101391 0.00103042 87828.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16842.9 15766.2 0.0102675 0.00102798 86584.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16687.8 15625.4 0.0108457 0.00123871 83272.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16544.4 15478.4 0.0105164 0.00105841 84584.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16392.3 15336.7 0.0101842 0.00106255 87703.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16242.2 15187.2 0.010216 0.00106463 87418.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16097.8 15048 0.0107403 0.00109352 82929.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 15949.6 14907 0.0102554 0.00109865 87367.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15804.7 14772.8 0.0101611 0.00104927 87798 0
: 72 Minimum Test error found - save the configuration
: 72 | 15660.8 14635.1 0.010168 0.001061 87844.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15519.4 14500.7 0.0102889 0.00105488 86636.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15377.8 14365.4 0.0102087 0.00104061 87259.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15237 14233.8 0.0102754 0.00105784 86790.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15098.7 14100.7 0.0101341 0.00102521 87826 0
: 77 Minimum Test error found - save the configuration
: 77 | 14959.9 13970.5 0.0101575 0.00101903 87541.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14823.2 13842.8 0.0102923 0.00101479 86230.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14689.8 13713.5 0.0107192 0.00150646 86836.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14555.9 13586.3 0.0121478 0.00123454 73305.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 14421.1 13464.4 0.0102758 0.0010166 86400.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14293.7 13338.5 0.0102051 0.00101522 87051.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14161 13217.9 0.0102041 0.00101218 87033.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14034.8 13096.1 0.0102281 0.00101547 86837.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 13906 12977.4 0.010343 0.00103406 85939.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13783.3 12855.5 0.0106066 0.0010634 83829.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13655.6 12740 0.0102673 0.00102545 86562.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13534.5 12621 0.010805 0.00103938 81919.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13409 12508.6 0.0102001 0.00101233 87072.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13289.6 12394.3 0.0102175 0.00102256 87004.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13170.5 12279.8 0.0107754 0.00101415 81956.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13050.2 12168.1 0.0102271 0.00101387 86831.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 12931.5 12058.6 0.010321 0.00101808 85994.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12817.4 11946.5 0.0101856 0.00101136 87200.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12699.1 11839 0.0102079 0.00103359 87200 0
: 96 Minimum Test error found - save the configuration
: 96 | 12585.2 11731 0.0103168 0.00101896 86041.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12472.2 11623.1 0.0103225 0.00102684 86061.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12359.3 11516.2 0.0102275 0.00101522 86840.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12246.8 11411.8 0.0102764 0.00101507 86380.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12136 11308.5 0.0102114 0.0010147 86987.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12026.7 11205.3 0.0102077 0.00101406 87016.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 11917.4 11104.1 0.0102133 0.00101368 86959.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11810.2 11002.6 0.0102329 0.00101484 86785.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11703.4 10902 0.0105568 0.0010289 83963.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11597.5 10802.7 0.0102686 0.00103455 86636 0
: 106 Minimum Test error found - save the configuration
: 106 | 11491.2 10706 0.0102456 0.00101716 86688.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11389.2 10607 0.0102298 0.00101509 86817.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11285.4 10510 0.0102258 0.00102337 86933.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11183.5 10413.5 0.0102066 0.00101842 87068.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11081.7 10318.5 0.0103436 0.00102395 85839.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 10980.8 10225.2 0.0102557 0.00101777 86599.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 10882 10131.7 0.010382 0.00102159 85466.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10783.1 10039.4 0.0103458 0.0010524 86082.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10686.4 9946.39 0.0104097 0.00102168 85214.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10588.4 9855.72 0.0104443 0.00105273 85182.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10492 9766.48 0.0102949 0.00103816 86423 0
: 117 Minimum Test error found - save the configuration
: 117 | 10396.5 9678.32 0.0103268 0.0010202 85960.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10303.3 9588.99 0.0105334 0.00106188 84463.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10210.4 9499.85 0.0102726 0.00106244 86860.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10115.7 9414.19 0.0103139 0.00104093 86272.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10025.2 9327.2 0.0102616 0.00103827 86736.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 9933.41 9242.18 0.0103094 0.00104045 86309.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9843.03 9158.09 0.0103722 0.00104556 85776.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 9753.62 9074.51 0.0102864 0.00103896 86510.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9664.81 8991.83 0.0103529 0.00108329 86303.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9578.09 8907.88 0.0103082 0.0010735 86629.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9490.25 8825.84 0.0102522 0.00107664 87187.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9403.29 8745.24 0.0103192 0.00106692 86465 0
: 129 Minimum Test error found - save the configuration
: 129 | 9318.3 8664.51 0.0103152 0.00108687 86689.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9233.42 8584.67 0.010282 0.00107927 86930.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9148.47 8506.46 0.0102883 0.00110166 87083.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9066.96 8426.65 0.0102599 0.00109467 87286.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 8981.6 8351.43 0.010548 0.00103796 84121.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8900.78 8275.03 0.0104492 0.00102166 84858 0
: 135 Minimum Test error found - save the configuration
: 135 | 8820.46 8198.13 0.0102878 0.0010448 86551.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8739.8 8122.17 0.0105238 0.00102794 84247.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8659.22 8048.13 0.0102842 0.0010191 86345.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8580.67 7974.05 0.0103671 0.00103301 85706.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8502.64 7900.13 0.0102629 0.00102176 86569.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8423.77 7828.61 0.010273 0.00103777 86624.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8349.16 7754.28 0.010244 0.00101991 86729.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8270.6 7684.02 0.010268 0.00102002 86505 0
: 143 Minimum Test error found - save the configuration
: 143 | 8195.14 7613.98 0.0102684 0.00102265 86525.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8122.21 7541.83 0.0102605 0.00102147 86588.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8045.52 7473.86 0.0104799 0.0010497 84833.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 7973.39 7404.15 0.0103375 0.00104114 86054.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 7899.1 7337.09 0.0102495 0.00101848 86664.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7828 7268.84 0.0103296 0.00103473 86068.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7756.01 7201.59 0.0103349 0.00102151 85898.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7685.95 7133.8 0.0104563 0.00103116 84879.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7612.69 7070.75 0.0104064 0.00104144 85424.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7545.63 7004.15 0.0104461 0.00103195 84978.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7475.73 6939.24 0.0118724 0.00175691 79086.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7407.73 6874.28 0.0108382 0.00104479 81687.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7338.95 6811.18 0.0106012 0.00109877 84189.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7272.24 6747.84 0.0103791 0.00103113 85579.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7205.03 6685.78 0.0102484 0.00102139 86701.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7138.35 6625.35 0.0120135 0.00175389 77975.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7075.2 6561.79 0.0105159 0.00103397 84370.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7007.72 6502.69 0.0122301 0.00105461 71585.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 6944.14 6442.92 0.0108604 0.00102264 81319.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6881.48 6382.26 0.010281 0.00102381 86419.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6818.25 6322.05 0.0106361 0.00103224 83299.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6754.1 6264.61 0.0103108 0.0010233 86136.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6692.64 6206.78 0.0106248 0.00103922 83458.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6631.03 6149.46 0.0105904 0.00102499 83634.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6571.85 6090.12 0.0102951 0.00102012 86253.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6509.71 6034.14 0.0102715 0.00102496 86519.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6449.85 5978.3 0.0102835 0.00101962 86356.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6390.05 5923.58 0.0103007 0.001023 86228.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6332.54 5867.44 0.010321 0.00102494 86058.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6273.77 5812.41 0.0104087 0.0010328 85325.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6215.05 5759.34 0.0102949 0.00103856 86427.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6157.97 5706.53 0.0103848 0.001026 85480.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6102.15 5652.59 0.0105833 0.00104076 83835.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6046.46 5598.78 0.0102953 0.0010247 86294.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 5989.64 5546.55 0.0109265 0.00103194 80852.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 5934.1 5495.4 0.0103174 0.001025 86091.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5879.57 5444.59 0.0106818 0.00102754 82864.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5825 5394.48 0.0103241 0.0010619 86372.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5771.78 5344.5 0.0104208 0.00102786 85169.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5719.67 5292.8 0.0103137 0.00102623 86137.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5665.17 5243.93 0.0118802 0.00105242 73883.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5613.41 5194.87 0.0104096 0.00106397 85601.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5560.64 5147.8 0.0102909 0.00102417 86330.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5510.93 5098.21 0.0102682 0.00102976 86595.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5459.07 5050.73 0.0105213 0.00102486 84241.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5408.54 5003.89 0.010502 0.00118501 85864.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5359.25 4956.56 0.0103168 0.00104916 86321.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5308.99 4910.76 0.0102613 0.00102393 86605 0
: 191 Minimum Test error found - save the configuration
: 191 | 5260.46 4864.76 0.0103337 0.00102727 85962.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5212.59 4817.8 0.0105422 0.00109315 84664.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5163.26 4773.48 0.0103887 0.00104654 85633.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5115.53 4729.09 0.0103471 0.00107478 86278 0
: 195 Minimum Test error found - save the configuration
: 195 | 5067.76 4686.45 0.0103773 0.00107583 86007.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5022.23 4642.09 0.0103024 0.00108529 86795 0
: 197 Minimum Test error found - save the configuration
: 197 | 4975.37 4598.69 0.0103378 0.00108391 86449.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 4929.7 4555.51 0.0103569 0.00107189 86160.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4883.91 4512.98 0.0103262 0.00107814 86504.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4838.61 4471.51 0.0102569 0.00102441 86651 0
: 201 Minimum Test error found - save the configuration
: 201 | 4793.99 4430.01 0.0102259 0.00102286 86928 0
: 202 Minimum Test error found - save the configuration
: 202 | 4750.37 4388.03 0.0103464 0.00108459 86376.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4706.42 4346.57 0.0103125 0.00109118 86755.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4662.67 4306.18 0.0106385 0.00104064 83352.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4619.02 4267.07 0.010366 0.00105452 85915.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4578.06 4226.2 0.0103703 0.00102795 85631.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4534.99 4186.46 0.011138 0.00103203 79161.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4493.25 4147.24 0.0105325 0.00103379 84221.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4451.17 4109.7 0.0106161 0.00110128 84079 0
: 210 Minimum Test error found - save the configuration
: 210 | 4411.32 4070.49 0.0102826 0.00102703 86434.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4370.49 4032.82 0.0102302 0.001026 86916.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4330.02 3995.32 0.0104416 0.0010438 85126.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4289.27 3959.3 0.0102913 0.00103766 86452.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4251.53 3921.22 0.0102536 0.00103249 86757.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4211.22 3885.28 0.0103013 0.00105013 86475.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4173.94 3847.56 0.0102617 0.00103028 86661 0
: 217 Minimum Test error found - save the configuration
: 217 | 4133.89 3812.8 0.0102828 0.00103261 86484.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4096.86 3777.03 0.0102552 0.00103065 86725.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4059.18 3742.07 0.0102361 0.00102646 86865.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4021.81 3707.8 0.0102464 0.00102501 86754.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 3985.31 3672.19 0.0102545 0.00102144 86645.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 3948.7 3637.89 0.0102248 0.00102403 86949.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3912.31 3604.03 0.0102332 0.0010181 86814.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3876.28 3571.08 0.0103834 0.0010414 85634.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3841.59 3537.08 0.0102776 0.00104204 86621.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3805.56 3505 0.0102391 0.00102293 86803.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3771.54 3472.3 0.0102541 0.00102544 86686.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3736.94 3439.68 0.0103545 0.00114421 86859.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3703.19 3406.95 0.0102571 0.00103447 86742.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3669.3 3374.67 0.0102327 0.00102858 86918 0
: 231 Minimum Test error found - save the configuration
: 231 | 3635.53 3343.47 0.0102752 0.00102334 86469.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3602.83 3311.62 0.0104472 0.00104259 85064.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3569.35 3281.18 0.0102806 0.00102512 86435.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3535.96 3252.39 0.0102436 0.00102075 86740.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3504.94 3222.29 0.0102881 0.00104339 86535.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3473.9 3190.96 0.0102437 0.00102246 86756 0
: 237 Minimum Test error found - save the configuration
: 237 | 3441.01 3161.92 0.0102635 0.00102676 86610.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3410.18 3133.04 0.0102576 0.00103143 86709.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3379.14 3103.37 0.0102229 0.00102016 86930.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3348.74 3074.1 0.0102426 0.00102576 86797.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3317.91 3045.82 0.0102599 0.00102333 86611.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3287.59 3017.55 0.0102095 0.0010193 87049.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3257.4 2990.42 0.0102181 0.00102224 86995.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3228.52 2962.35 0.0102137 0.00102378 87052.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3199.9 2933.48 0.010336 0.00104986 86150.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3169.91 2906.65 0.0102997 0.00103718 86369.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3140.63 2879.95 0.0103646 0.00102884 85691.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3112.77 2852.87 0.0102389 0.00102086 86785.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3083.82 2826.97 0.0104366 0.00103293 85072.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3055.96 2801.09 0.0103311 0.00103371 86045.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3029.52 2773.71 0.0104025 0.00103564 85407.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3000.91 2747.98 0.010332 0.00104371 86129.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 2973.68 2722.75 0.0104527 0.00103298 84928.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2946.05 2698.71 0.0102602 0.00102923 86664.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2921.08 2672.2 0.0102969 0.00105457 86558.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2893.1 2648 0.0102522 0.00102747 86723.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2867.42 2623.33 0.010256 0.00102952 86706.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2841.59 2598.75 0.0102809 0.00102822 86461.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2815.55 2575.09 0.0102379 0.00102432 86828.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2789.97 2551.65 0.0102433 0.00103092 86839.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2764.92 2528.12 0.0102591 0.00102502 86635.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2740.33 2504.05 0.0102398 0.00102376 86805.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2714.51 2481.65 0.0102433 0.00102242 86759.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2691.06 2458.17 0.0102444 0.00102194 86744.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2665.63 2436.16 0.0102805 0.00104499 86621.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2642.1 2413.99 0.0102622 0.00102528 86608.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2618.38 2390.76 0.0102329 0.00102257 86858.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2593.76 2369.67 0.0102343 0.00102129 86834.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2571.01 2347.43 0.0103758 0.00103259 85623.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2547.69 2325.84 0.0102632 0.00102837 86628.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2524.7 2304.71 0.0102483 0.00102364 86724.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2501.69 2282.96 0.0102754 0.00102545 86486.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2478.76 2261.98 0.0107501 0.00105446 82511.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2456.33 2241.19 0.0102988 0.00103037 86314.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2433.81 2220.89 0.0103558 0.00105094 85976.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2411.77 2200.69 0.0102844 0.00102818 86428.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2390.27 2180.26 0.0103223 0.00103043 86097.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2368.5 2159.61 0.0103304 0.0010333 86048.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2346.19 2140.11 0.0104325 0.00118067 86469.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2325.01 2120.61 0.0103904 0.00102999 85466.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2303.87 2101.32 0.0104356 0.00103225 85076.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2283.22 2081.62 0.0103087 0.00102614 86183.4 0
: 283 Minimum Test error found - save the configuration
: 283 | 2261.31 2063.76 0.0103079 0.00102871 86213.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2241.72 2044.12 0.010337 0.00103213 85976.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2221.13 2024.7 0.0103338 0.00104575 86132 0
: 286 Minimum Test error found - save the configuration
: 286 | 2200.83 2005.69 0.0103205 0.00103466 86153.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2179.81 1987.9 0.010361 0.00103997 85827.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2159.66 1970.35 0.0103707 0.00105306 85859 0
: 289 Minimum Test error found - save the configuration
: 289 | 2140.61 1951.75 0.010355 0.00102727 85765.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2120.43 1934.03 0.010297 0.00104133 86433.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2101.17 1915.95 0.0102689 0.00102513 86544.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2081.06 1899.23 0.0102915 0.00102571 86338.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2062.66 1881.13 0.0103865 0.00103067 85508.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2042.99 1864.21 0.0103387 0.00102943 85936 0
: 295 Minimum Test error found - save the configuration
: 295 | 2024.66 1846.93 0.0103836 0.0010467 85681.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2005.76 1829.85 0.0107647 0.00106375 82466.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 1987.12 1812.87 0.0106322 0.00107676 83721.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 1968.24 1796.54 0.0114043 0.00103515 77152 0
: 299 Minimum Test error found - save the configuration
: 299 | 1949.68 1781.09 0.0103384 0.00103085 85951.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1932.35 1764.3 0.0104281 0.00102915 85115.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1914.1 1748.52 0.0104022 0.00102713 85332.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1896.23 1732.34 0.0103573 0.00102503 85724.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1879 1716.17 0.0103611 0.0010505 85923.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1860.47 1701.44 0.0103781 0.00104179 85687.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1843.65 1685.49 0.0104644 0.00106795 85138.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1826.42 1669.66 0.0103597 0.00105639 85990.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1809.51 1654.02 0.0103852 0.00104652 85664.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1791.78 1639.6 0.0104845 0.00105838 84870.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1775.49 1624.77 0.0104017 0.00106775 85708.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1758.72 1609.37 0.0104 0.00104944 85556.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1742.42 1594.5 0.0103702 0.00106448 85968.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1725.75 1579.8 0.0103959 0.00106438 85731.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 1708.8 1566.01 0.0105028 0.00106848 84796.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1693.27 1551.19 0.0103878 0.00108252 85972.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1676.64 1537.93 0.0104549 0.00109673 85486.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1661.66 1523.16 0.0103557 0.00105663 86029.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1645.49 1509.26 0.0104205 0.0010533 85404.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1630.37 1494.75 0.0104759 0.00108482 85187.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1613.84 1481.77 0.0104293 0.00103108 85122.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1599.03 1467.93 0.0102541 0.00101918 86627.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1583.92 1454.18 0.0102379 0.00102151 86801.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1568.39 1441.27 0.010244 0.00102285 86757.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1553.34 1428.57 0.0102942 0.00102468 86304.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1538.96 1415.15 0.0104039 0.00106025 85619.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1524.53 1401.38 0.010356 0.00114028 86808.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1509.11 1388.84 0.0103019 0.00102525 86237.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1494.92 1376.16 0.0108794 0.0010581 81455.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1480.91 1363.09 0.0103183 0.00102641 86096.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1466.13 1350.98 0.0107944 0.00104846 82085.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1452.48 1338.31 0.0103153 0.00102853 86144.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1438.65 1326.06 0.0106935 0.00102668 82756.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1425.35 1313.33 0.0105356 0.0010253 84119.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1410.84 1301.26 0.01035 0.00102486 85789.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1396.97 1289.68 0.0104755 0.00115138 85798.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1384.54 1277.02 0.0107995 0.00105089 82062.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1370.44 1265.42 0.0102458 0.00102405 86751 0
: 337 Minimum Test error found - save the configuration
: 337 | 1357.78 1253.08 0.0102366 0.0010252 86848.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1343.96 1241.86 0.0105046 0.00103031 84439.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1331.31 1230.69 0.0103148 0.00102592 86124.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1318.56 1219.29 0.0102588 0.00102594 86646.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1305.9 1207.58 0.0102457 0.00103079 86815.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1293.26 1197.26 0.0102316 0.00102534 86897.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1281.14 1185.04 0.0102417 0.00102398 86789.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1268.24 1174.94 0.0108013 0.0010378 81937.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1256.06 1163.88 0.0104663 0.0010474 84935.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1244.45 1152.28 0.0102653 0.00102472 86574.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1231.77 1141.72 0.0107099 0.00147048 86585.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1219.92 1131.21 0.0103677 0.00103301 85702.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1208.15 1120.52 0.0102555 0.00102397 86659.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1196.65 1109.7 0.0102372 0.00102213 86814.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1185.25 1099.18 0.0103508 0.00104613 85977.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1173.04 1089.82 0.0102453 0.00102267 86743.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1162.17 1079.13 0.0103355 0.00102428 85917.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1150.99 1069 0.0105393 0.00103749 84194.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1139.88 1058.15 0.0102988 0.00104771 86475.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1128.32 1048.36 0.0102615 0.00102832 86643.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1117.39 1038.42 0.0102748 0.0010338 86570.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1106.5 1028.67 0.0102713 0.00102513 86522.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1096.01 1018.9 0.0102494 0.00102363 86713.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1085.17 1008.94 0.0102476 0.00102988 86789.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1074.73 999.352 0.0102481 0.00102236 86714 0
: 362 Minimum Test error found - save the configuration
: 362 | 1063.71 990.445 0.0102488 0.00102475 86729.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1053.66 980.886 0.0102615 0.00102695 86631.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1043.16 971.696 0.0102644 0.00102775 86611.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1033.27 962.334 0.0103705 0.00104853 85818.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1023.04 952.968 0.0102518 0.00102736 86725.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1013.13 943.802 0.0102747 0.00102544 86493.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1003.38 934.334 0.0102779 0.00103173 86522 0
: 369 Minimum Test error found - save the configuration
: 369 | 993.553 925.186 0.0102636 0.00102229 86567.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 983.339 916.854 0.0103665 0.00102918 85677.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 974.161 908.058 0.0102673 0.00103527 86655.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 964.437 899.324 0.0102929 0.00102753 86342.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 955.155 890.503 0.0103721 0.00103557 85685 0
: 374 Minimum Test error found - save the configuration
: 374 | 945.26 882.866 0.0127502 0.00177494 72891.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 936.694 873.578 0.0115232 0.00106438 76490.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 926.997 865.675 0.01034 0.00103016 85930.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 918.409 856.627 0.0106633 0.00117975 84356.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 908.538 848.383 0.0107486 0.00104899 82477.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 899.746 840.464 0.0105877 0.00103025 83704.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 890.997 832.175 0.0106059 0.00104429 83667.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 882.224 823.948 0.0103295 0.00102904 86016.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 873.659 815.348 0.0110547 0.00104379 79913 0
: 383 Minimum Test error found - save the configuration
: 383 | 864.415 808.075 0.0103461 0.00110779 86596.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 856.3 800.139 0.0102459 0.00102501 86760 0
: 385 Minimum Test error found - save the configuration
: 385 | 847.655 792.174 0.0103012 0.00104186 86399.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 839.171 784.314 0.0106446 0.00104523 83338.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 830.863 776.599 0.0102537 0.00102148 86652.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 822.775 768.624 0.0102533 0.00102593 86698.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 814.31 761.282 0.010242 0.00102211 86769.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 806.249 753.699 0.0102665 0.00102299 86546.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 798.323 746.029 0.0102622 0.00102376 86594.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 790.302 738.854 0.0104623 0.00111582 85593.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 782.283 731.526 0.0104159 0.00103539 85283.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 774.633 725.37 0.0102535 0.00102748 86711 0
: 395 Minimum Test error found - save the configuration
: 395 | 767.051 717.001 0.0103656 0.0010464 85844.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 759.302 709.354 0.0103083 0.00102394 86166.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 751.367 702.442 0.0102572 0.00102831 86684.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 743.609 696.214 0.0102603 0.00102257 86601 0
: 399 Minimum Test error found - save the configuration
: 399 | 736.475 688.814 0.0102364 0.00102282 86828.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 729.035 681.627 0.0102305 0.00102219 86878.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 721.407 674.808 0.0104201 0.00102735 85172.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 714.368 668.181 0.0108277 0.00104108 81744 0
: 403 Minimum Test error found - save the configuration
: 403 | 707.292 661.813 0.0105879 0.00102851 83687.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 700.051 654.491 0.0102496 0.00102417 86716.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 693.017 647.356 0.0106555 0.00133684 85849.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 685.833 641.263 0.0102465 0.00102437 86747.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 679.266 635.566 0.0102488 0.00102583 86739.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 671.945 628.844 0.0102361 0.00102257 86828.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 665.374 621.831 0.0110799 0.00103176 79616.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 658.547 615.434 0.0103453 0.0010413 85984.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 651.936 608.925 0.0102914 0.00102923 86373 0
: 412 Minimum Test error found - save the configuration
: 412 | 645.268 602.825 0.0105726 0.00128642 86150 0
: 413 Minimum Test error found - save the configuration
: 413 | 638.634 596.487 0.0106253 0.00102853 83361 0
: 414 Minimum Test error found - save the configuration
: 414 | 631.784 590.468 0.0103281 0.00102913 86030.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 625.428 584.151 0.010499 0.00104868 84652.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 619.078 578.036 0.0102824 0.00102771 86443 0
: 417 Minimum Test error found - save the configuration
: 417 | 612.486 572.311 0.0103195 0.00103444 86160.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 606.378 566.623 0.0107502 0.00103926 82380.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 600.34 560.344 0.0102973 0.00103235 86347 0
: 420 Minimum Test error found - save the configuration
: 420 | 594.283 554.189 0.0103337 0.00102729 85962.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 587.796 548.288 0.0103891 0.00103113 85488.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 581.625 543.08 0.0103437 0.00103983 85985.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 575.806 537.758 0.0103632 0.0010297 85713.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 570.071 531.473 0.0104721 0.00104237 84837.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 564.08 525.836 0.0104421 0.00106941 85353.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 558.054 520.959 0.0103283 0.00105347 86254.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 552.694 514.795 0.0103586 0.00104422 85888.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 546.495 509.553 0.0103698 0.00104629 85804.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 540.983 504.028 0.0103299 0.00104307 86143.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 535.52 498.49 0.0103433 0.00104424 86030.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 529.894 493.741 0.0103039 0.00103925 86349.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 524.676 487.755 0.0104161 0.00112363 86090.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 518.673 483.187 0.0103042 0.00102556 86219.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 513.821 477.713 0.0109742 0.00105455 80648 0
: 435 Minimum Test error found - save the configuration
: 435 | 508.359 472.86 0.010323 0.00104532 86228.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 502.812 467.489 0.0102784 0.00102604 86464.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 497.827 462.91 0.0102801 0.00102531 86441.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 492.387 457.768 0.0102753 0.00102448 86479.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 487.359 452.91 0.0102608 0.00102364 86606.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 482.254 447.917 0.0103403 0.00103403 85963.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 477.219 443.195 0.0103549 0.00102932 85785.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 472.375 438.176 0.0103338 0.00103162 86001.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 467.207 433.524 0.0105475 0.00102874 84044.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 462.465 428.964 0.0103139 0.00104031 86266.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 457.843 423.986 0.0103233 0.00104666 86238 0
: 446 Minimum Test error found - save the configuration
: 446 | 452.679 419.752 0.0102989 0.00103668 86372.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 448.105 415.104 0.0102949 0.00102611 86311.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 444.091 411.895 0.010375 0.00112274 86465.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 438.893 405.939 0.0105031 0.00103221 84469.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 434.407 401.637 0.0103284 0.00103253 86059.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 429.551 397.167 0.0108308 0.00105459 81830.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 425.066 392.727 0.0104447 0.00113678 85948.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 420.392 388.426 0.0104157 0.00103225 85256.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 416.167 384.273 0.0103122 0.00102554 86145.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 411.81 380.065 0.0103316 0.00104809 86174.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 407.514 375.604 0.0102703 0.0010272 86551.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 403.056 371.303 0.0102501 0.0010267 86735.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 398.824 367.566 0.0102671 0.00102484 86558.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 394.668 363.36 0.0102952 0.00102899 86334.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 390.331 359.598 0.01027 0.00102837 86564.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 386.458 355.54 0.0103175 0.00103048 86141.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 382.151 351.603 0.0103039 0.00104828 86433.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 378.301 347.237 0.0102689 0.00103565 86643.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 374.109 343.14 0.0102883 0.00104523 86550.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 370.039 339.479 0.0103052 0.00104932 86431.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 366.232 335.665 0.0102588 0.00102474 86636.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 362.261 332.523 0.0102869 0.00102983 86420.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 358.54 328.107 0.0102722 0.00102584 86520.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 354.554 324.796 0.0104103 0.00104212 85395.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 351.011 321.711 0.0103157 0.00102823 86137.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 347.356 317.309 0.0103708 0.00109088 86207.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 343.379 313.814 0.0103143 0.0010388 86248.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 339.643 310.323 0.0103789 0.00103099 85581 0
: 474 Minimum Test error found - save the configuration
: 474 | 336.316 307.63 0.0102858 0.00103305 86461.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 332.71 303.324 0.0102858 0.00104266 86550.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 328.91 299.699 0.0102529 0.00102446 86688.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 325.239 296.666 0.0103001 0.00103136 86311.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 322.293 293.118 0.0102646 0.00102407 86574.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 318.295 289.757 0.0102564 0.00102317 86643.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 314.903 286.505 0.0102977 0.00104393 86451.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 311.505 283.243 0.0102963 0.00105328 86552 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.207 279.845 0.0102944 0.00102753 86329.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 305.004 276.738 0.0103594 0.00103386 85786.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.431 273.312 0.0103067 0.00102904 86229.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.039 270.445 0.0103323 0.00104996 86185.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 295.208 266.95 0.0102659 0.00102859 86604.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.841 265.038 0.0102887 0.00102633 86371.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.93 261.562 0.0102866 0.0010287 86412.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 285.499 258.072 0.010324 0.00102983 86075.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 282.433 255.194 0.010338 0.00102741 85923.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.46 252.449 0.0103297 0.00103111 86034.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.363 249.605 0.0104236 0.00106006 85437.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.359 246.458 0.0106134 0.00104747 83630.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.246 243.584 0.0103946 0.00104041 85523.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.264 241.233 0.0104575 0.00107165 85234.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.545 238.669 0.0104216 0.00105173 85380.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.975 236.164 0.0103675 0.00103904 85759.1 0
: 498 Minimum Test error found - save the configuration
: 498 | 258.952 232.883 0.010303 0.0010259 86233.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 255.901 229.78 0.0103364 0.00103698 86026.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 252.745 227.727 0.0103683 0.00102973 85665.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.309 224.865 0.010311 0.00102799 86178.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.541 221.907 0.010294 0.00102694 86327.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 244.725 219.65 0.0108279 0.00109318 82179.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.143 217.036 0.0103841 0.001031 85533.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.314 214.454 0.0103665 0.00104681 85839.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 236.992 212.981 0.0103863 0.00103485 85548.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.157 210.893 0.0103131 0.0010347 86222.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.012 206.876 0.0103266 0.0010275 86029.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.18 204.331 0.0103201 0.00103402 86150.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.544 202.512 0.0103208 0.00103678 86169.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 224.162 200.354 0.0103626 0.00103971 85810.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.638 198.379 0.0103059 0.00103988 86336.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.084 195.116 0.0104065 0.00105902 85584.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 216.571 193.504 0.0103184 0.00104481 86266.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.339 191.028 0.0103194 0.00105577 86358.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 211.854 189.103 0.0103305 0.00102777 85996.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.603 186.339 0.010304 0.00102382 86205.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.118 186.035 0.0102985 0.00102713 86287 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.07 181.817 0.010299 0.00103463 86352.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.568 180.199 0.0103494 0.00104075 85941.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.499 177.926 0.010296 0.00103474 86381.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.164 176.276 0.010283 0.00103097 86467.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 195.836 174.134 0.0103023 0.00102597 86241.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.027 171.81 0.0102862 0.0010253 86384.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.613 170.189 0.0103402 0.0010642 86243.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.431 168.458 0.0102996 0.00103605 86359.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.124 165.765 0.0103273 0.00103782 86119.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.025 164.191 0.0103117 0.00102346 86130.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 182.879 162.425 0.0103034 0.00102379 86210.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.023 160.654 0.0116586 0.00113339 76007.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.765 158.697 0.0103282 0.00103279 86064.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 176.965 157.204 0.0103503 0.00103716 85900.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.728 154.795 0.0104132 0.00103975 85347.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 172.838 154.191 0.0104136 0.00103236 85277 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.052 150.706 0.0103237 0.00104776 86244.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.013 148.978 0.0104603 0.00103472 84875.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 166.988 148.281 0.0103514 0.00103936 85910.3 0
: 538 Minimum Test error found - save the configuration
: 538 | 164.887 145.038 0.0102929 0.00103826 86443.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.328 144.101 0.0103632 0.00102961 85711.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.243 144.079 0.0103148 0.00102629 86128.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.439 141.124 0.0103756 0.00103974 85690.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.591 140.09 0.0104609 0.00104126 84928.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.968 137.855 0.0103355 0.00103791 86043.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.954 136.265 0.0103066 0.00103867 86318.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 151.976 134.109 0.0103545 0.00105758 86049.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.308 131.953 0.0104263 0.00105908 85404.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.649 131.606 0.0104775 0.00103843 84754.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.837 130.632 0.0104797 0.00103773 84727.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.056 127.991 0.0104789 0.00106427 84973.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.393 126.285 0.0104775 0.00106681 85010 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.607 125.194 0.0104679 0.00104761 84923.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.861 123.096 0.0104511 0.00103758 84984.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.236 122.836 0.0105207 0.00103206 84311.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.778 120.849 0.0104711 0.00107108 85105.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.236 120.053 0.0105074 0.00108848 84935.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.597 118.465 0.0104344 0.00107131 85441.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.175 116.66 0.0116502 0.00109782 75812.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.61 115.583 0.0103559 0.00102965 85779.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.105 114.444 0.0103374 0.00103386 85989 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.516 112.673 0.0102984 0.0010308 86322.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.831 110.93 0.0102443 0.0010261 86784.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.322 110.28 0.0102382 0.00102397 86822.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.734 108.772 0.0102456 0.0010228 86741.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.353 107.639 0.0103091 0.00103601 86271 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.071 105.595 0.0103032 0.00104434 86403.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.567 104.917 0.0103153 0.0010317 86173.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.084 103.56 0.0103329 0.00105732 86248.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.692 102.561 0.010316 0.00102992 86150 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.423 100.793 0.0102883 0.00103524 86457.8 0
: 570 | 112.927 101.499 0.0102261 0.000989664 86613.9 1
: 571 Minimum Test error found - save the configuration
: 571 | 111.69 98.6703 0.0102335 0.00102495 86876.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.171 97.2085 0.0102462 0.00102965 86800.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.947 96.567 0.0103554 0.00102832 85771.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.821 95.4407 0.0102838 0.00102882 86439.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.362 93.1326 0.010273 0.00104233 86667.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.113 92.0038 0.0103173 0.00102837 86124.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.703 91.0364 0.0102902 0.00103115 86401.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.751 90.3062 0.01026 0.00102333 86611.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.454 88.1812 0.0102811 0.00102563 86435.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.281 88.1301 0.0102945 0.00102714 86324.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.3866 85.9141 0.0102538 0.00102362 86672.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.8232 85.4724 0.0102622 0.00102623 86617.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.5779 84.0538 0.0102507 0.00102407 86705.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.4822 84.0032 0.0102773 0.00102692 86483 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.3747 82.7724 0.0102909 0.00104557 86530.3 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.4772 81.976 0.0102411 0.00103443 86893.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.3196 80.5761 0.0102681 0.00102486 86550 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.3305 79.9314 0.0102577 0.00102678 86665.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.1534 78.9827 0.010272 0.00102972 86558.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.0464 78.0486 0.0102608 0.00102717 86640.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.9501 76.3694 0.0102726 0.0010318 86572.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.9058 75.3157 0.0102402 0.00102206 86785.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.871 74.7296 0.0103993 0.00109818 86010.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.8637 73.303 0.0102683 0.00102922 86588.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.0334 72.8512 0.0102914 0.00104086 86481.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.7981 71.2983 0.0102415 0.00102439 86794.8 0
: 597 | 81.9511 71.5261 0.010248 0.000996584 86473.7 1
: 598 Minimum Test error found - save the configuration
: 598 | 81.0616 70.0674 0.0103242 0.00104557 86219.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.1371 68.8115 0.010263 0.00102682 86615.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.8551 67.9281 0.0103423 0.00102948 85902.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.951 66.4714 0.0105787 0.00121747 85459.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.0189 66.3433 0.0104997 0.00107094 84847 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.0639 65.0437 0.0106902 0.00103046 82818.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.3923 64.4266 0.0104982 0.00103752 84560.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.3647 63.3899 0.0103938 0.00104867 85605.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.4464 63.249 0.0102565 0.00102491 86658.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.5496 62.1725 0.0102702 0.00102122 86496.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.7986 61.6311 0.0102618 0.00102491 86609.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.9996 60.9798 0.0102609 0.00102398 86608.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.0182 59.4986 0.0103622 0.00102186 85650 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.1994 58.4133 0.0102495 0.00102029 86681.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.4184 57.1638 0.0102402 0.00102404 86804 0
: 613 | 67.5472 58.1452 0.0103063 0.000989524 85866.7 1
: 614 Minimum Test error found - save the configuration
: 614 | 66.7702 56.4264 0.0102559 0.0010224 86641 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.9576 55.5791 0.0102711 0.001038 86644.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.1905 54.8045 0.0102299 0.00102103 86872.5 0
: 617 | 64.3859 54.9344 0.0102555 0.000990114 86343.3 1
: 618 Minimum Test error found - save the configuration
: 618 | 63.8617 54.166 0.0102486 0.00102551 86738.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.8601 52.4979 0.0102617 0.00102074 86571 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.9967 52.4459 0.0102534 0.00102259 86666.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.4446 51.2042 0.0102613 0.00102455 86610.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.4883 50.4881 0.0102493 0.00102147 86694.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.8741 50.413 0.0102375 0.00102188 86809 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.0153 48.7757 0.0103519 0.00102763 85797.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.414 48.6319 0.0102425 0.00102122 86756 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.6094 47.6075 0.0103794 0.00103085 85574.9 0
: 627 | 56.9887 47.6745 0.0102331 0.000991934 86569.5 1
: 628 Minimum Test error found - save the configuration
: 628 | 56.3654 46.5045 0.0102636 0.00102156 86560.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.6301 46.3582 0.0102681 0.00102586 86559.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.0256 44.8002 0.0102652 0.00102333 86562.1 0
: 631 | 54.3075 44.806 0.0102933 0.000990505 85995.2 1
: 632 Minimum Test error found - save the configuration
: 632 | 53.6507 44.0282 0.0102697 0.00102519 86537.7 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.9349 43.9698 0.010353 0.00102617 85773.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.4312 42.7161 0.0102551 0.00102377 86661.2 0
: 635 | 51.7641 42.8175 0.0102061 0.000982744 86736 1
: 636 Minimum Test error found - save the configuration
: 636 | 51.0497 41.8916 0.0102846 0.00104863 86618.3 0
: 637 | 50.5538 42.538 0.0102265 0.000990025 86613.5 1
: 638 | 50.1796 42.3632 0.010246 0.000989354 86424.1 2
: 639 Minimum Test error found - save the configuration
: 639 | 49.4613 41.0337 0.0102585 0.00102371 86629.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.675 39.4965 0.0102558 0.00102286 86645.9 0
: 641 | 48.3485 39.7807 0.0102289 0.000991816 86607 1
: 642 Minimum Test error found - save the configuration
: 642 | 47.4355 38.4531 0.0102482 0.00102406 86729.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.906 38.007 0.0102509 0.00102589 86721.1 0
: 644 | 46.5247 38.28 0.0102334 0.000988904 86538.2 1
: 645 Minimum Test error found - save the configuration
: 645 | 45.7938 37.2394 0.0102554 0.00102614 86681.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.1487 36.8454 0.0102867 0.00103986 86516.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.591 36.0481 0.0103053 0.00102664 86219.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.1595 35.3595 0.0102741 0.00102583 86502.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.6303 34.693 0.0102688 0.00102612 86555.2 0
: 650 | 43.1179 35.2213 0.0102299 0.000987434 86556.5 1
: 651 Minimum Test error found - save the configuration
: 651 | 42.7206 33.934 0.0103008 0.00104626 86443.6 0
: 652 | 42.2075 34.032 0.0102272 0.000989255 86599.1 1
: 653 Minimum Test error found - save the configuration
: 653 | 41.5912 33.0199 0.0102767 0.00102664 86486.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.1115 32.7187 0.0103477 0.00102658 85826.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.4815 32.3956 0.0102664 0.00102288 86547.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.9874 31.0388 0.0102858 0.00103961 86522.3 0
: 657 | 40.0151 31.7081 0.0102221 0.000990824 86662.2 1
: 658 | 39.3876 31.2082 0.0103469 0.000991454 85511.7 2
: 659 Minimum Test error found - save the configuration
: 659 | 38.5372 30.5845 0.0102727 0.00102691 86526.2 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.4122 29.7512 0.0102567 0.00102335 86642.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.9197 29.5895 0.010271 0.00102638 86537 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.2833 28.9263 0.0102629 0.00102252 86576.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.7197 28.8762 0.0102462 0.00102366 86744.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.3757 28.4673 0.0102623 0.00102369 86593.5 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.9442 27.2135 0.0103401 0.00108255 86415.8 0
: 666 | 35.6178 27.8139 0.0102542 0.000990414 86357.8 1
: 667 Minimum Test error found - save the configuration
: 667 | 34.8677 26.6559 0.010272 0.00102686 86531.8 0
: 668 | 34.469 26.8072 0.0102335 0.000993175 86577.2 1
: 669 Minimum Test error found - save the configuration
: 669 | 34.1263 25.6355 0.0104728 0.00103769 84789.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.6742 25.194 0.0102876 0.00102675 86385.3 0
: 671 | 33.2038 25.673 0.0102227 0.000989875 86647.7 1
: 672 Minimum Test error found - save the configuration
: 672 | 32.9934 24.6841 0.0102639 0.00102264 86568.6 0
: 673 | 32.7219 25.9279 0.0102788 0.000999674 86215.1 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.2514 24.0747 0.0103527 0.00102687 85783.5 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.7123 23.6437 0.0102798 0.00102189 86412.3 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.2936 23.596 0.010282 0.00104013 86562.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.9858 22.548 0.0102664 0.00102407 86558 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.4386 22.2527 0.0102683 0.00103366 86630.7 0
: 679 | 30.2664 22.9981 0.0103919 0.000998385 85165.2 1
: 680 Minimum Test error found - save the configuration
: 680 | 29.8862 22.0921 0.0102778 0.00102664 86475.8 0
: 681 | 29.604 23.6139 0.0102275 0.000991105 86613.9 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.4804 21.6242 0.0102615 0.00102305 86594.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.8573 20.7929 0.0102658 0.00102627 86584.4 0
: 684 | 28.3332 21.6475 0.0102221 0.000990285 86656.6 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.1006 20.2178 0.0102673 0.00103195 86623.5 0
: 686 | 27.6639 20.4236 0.0102545 0.000991665 86366.9 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.3638 19.6461 0.0102506 0.00102508 86716.2 0
: 688 | 27.1017 20.1676 0.010228 0.000992696 86623.9 1
: 689 Minimum Test error found - save the configuration
: 689 | 26.7818 18.8972 0.0102601 0.00102913 86664.8 0
: 690 | 26.1073 19.1534 0.0102221 0.000990856 86662.1 1
: 691 Minimum Test error found - save the configuration
: 691 | 25.7519 18.0262 0.0102592 0.0010299 86680.6 0
: 692 | 25.4577 18.6162 0.0102235 0.000991374 86654.3 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.3399 18.0183 0.0102738 0.00102518 86499.6 0
: 694 | 25.0376 18.6346 0.0103235 0.000991775 85729.3 1
: 695 Minimum Test error found - save the configuration
: 695 | 24.7908 17.4888 0.0102734 0.00102883 86537.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.2987 16.7398 0.0105167 0.00105474 84549.4 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.8442 16.7048 0.0102634 0.00102939 86636 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.5581 16.6025 0.0102836 0.0010266 86421.3 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.1179 16.0584 0.0102718 0.00102586 86524.2 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.856 15.9402 0.0103249 0.00102609 86032.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.6958 15.5405 0.0103357 0.00109764 86598.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.265 15.3209 0.010294 0.00102875 86343.9 0
: 703 | 22.1409 15.3722 0.0102485 0.000991495 86420.9 1
: 704 Minimum Test error found - save the configuration
: 704 | 21.7533 14.7244 0.0102642 0.00102512 86588.7 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.3763 14.5791 0.0102425 0.00102397 86781.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.2237 14.0772 0.0102975 0.00105864 86590.9 0
: 707 | 20.908 15.1677 0.0102305 0.000991415 86589.1 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.6274 13.945 0.0102883 0.00102493 86361.2 0
: 709 | 20.2381 14.3707 0.0102286 0.000989485 86588 1
: 710 Minimum Test error found - save the configuration
: 710 | 19.9623 13.8421 0.0102718 0.00102733 86537.9 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.9287 13.3573 0.0102625 0.001025 86603 0
: 712 | 19.7936 14.321 0.0102201 0.000990964 86682.2 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.339 13.2062 0.0102598 0.00102264 86606.3 0
: 714 | 19.0627 13.554 0.0103787 0.000996355 85266.5 1
: 715 Minimum Test error found - save the configuration
: 715 | 18.7546 12.7364 0.0102745 0.00102669 86507.3 0
: 716 | 18.3739 12.8054 0.0102371 0.000990424 86517.2 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.3066 12.4735 0.0103435 0.0010448 86033 0
: 718 Minimum Test error found - save the configuration
: 718 | 17.9139 12.3288 0.0102815 0.00102739 86448 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.7236 11.9477 0.0102559 0.0010254 86669.1 0
: 720 | 17.5083 12.2884 0.0102478 0.000996365 86473.1 1
: 721 | 17.36 12.0787 0.0102394 0.000989704 86488.9 2
: 722 | 17.2384 12.4782 0.0102321 0.000993405 86592.1 3
: 723 Minimum Test error found - save the configuration
: 723 | 17.026 11.3932 0.0102726 0.00103342 86588.2 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.5977 11.2087 0.0103231 0.00102944 86079.8 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.3711 10.9085 0.0103635 0.00103622 85769.5 0
: 726 | 16.1361 11.5966 0.0102642 0.000993415 86292.5 1
: 727 | 15.8477 10.9468 0.010256 0.000990934 86345.4 2
: 728 Minimum Test error found - save the configuration
: 728 | 15.7315 10.8558 0.0103176 0.00103522 86184.4 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.7667 10.6939 0.0102642 0.00102614 86598.2 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.5444 10.603 0.0102576 0.00102448 86644.5 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.0321 10.3191 0.010282 0.00102432 86414.8 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.9537 9.92295 0.010257 0.00102628 86666.7 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.6562 9.80351 0.010294 0.00103064 86361.5 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.4957 9.53963 0.0103673 0.00111328 86448.5 0
: 735 | 14.5634 10.0988 0.0102295 0.000993565 86617.7 1
: 736 | 14.3388 9.83285 0.0102221 0.000994025 86692.4 2
: 737 | 14.3184 10.8922 0.0107895 0.000995595 81683.5 3
: 738 Minimum Test error found - save the configuration
: 738 | 14.2336 9.48412 0.0116916 0.00112921 75740.4 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.6058 9.03794 0.0117165 0.00105272 75020.4 0
: 740 | 13.3986 9.1216 0.010245 0.000996674 86501.7 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.1389 8.44698 0.0102629 0.00102783 86626.7 0
: 742 | 13.2548 8.74188 0.0102486 0.00101673 86656.7 1
: 743 | 13.0403 8.74176 0.0102769 0.000992155 86163 2
: 744 Minimum Test error found - save the configuration
: 744 | 12.7919 8.31397 0.0102986 0.00102853 86298.9 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.4202 8.28578 0.0102575 0.00102333 86635.2 0
: 746 | 12.188 8.54371 0.0102244 0.000990556 86637.4 1
: 747 | 12.185 8.32344 0.0103861 0.000997346 85208.3 2
: 748 Minimum Test error found - save the configuration
: 748 | 12.1976 8.05244 0.0102928 0.00102951 86362.2 0
: 749 | 11.8734 8.10982 0.0102245 0.000990734 86638.8 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.6521 7.60509 0.0102636 0.00102382 86582.6 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.5301 7.15223 0.0102951 0.00102957 86341.2 0
: 752 | 11.3203 7.35665 0.0102627 0.000998195 86350.9 1
: 753 | 11.2411 7.27768 0.0102187 0.000990674 86692.8 2
: 754 | 11.0601 7.16749 0.0103253 0.000991584 85710.4 3
: 755 Minimum Test error found - save the configuration
: 755 | 11.0398 6.99293 0.0102825 0.00102754 86439.7 0
: 756 | 10.6596 7.1703 0.0103755 0.000993664 85271.1 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.76 6.72491 0.0103429 0.00104915 86079.6 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.4943 6.69151 0.0102794 0.00102506 86446.4 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.4649 6.68343 0.0103125 0.00103089 86192 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.5127 6.4586 0.0102893 0.0010305 86404.3 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.1896 6.37002 0.0102645 0.00102547 86589.2 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.0075 5.85152 0.0103349 0.0010329 86003.4 0
: 763 | 9.80448 5.95425 0.0102422 0.000991355 86478.7 1
: 764 Minimum Test error found - save the configuration
: 764 | 9.66484 5.34783 0.0102664 0.0010271 86586.3 0
: 765 | 9.58601 6.12085 0.0102313 0.000993194 86597.9 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.44286 5.16864 0.0102582 0.00102395 86634.4 0
: 767 | 9.33441 5.41462 0.0102516 0.000993765 86413.2 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.20615 5.15562 0.0102902 0.00102615 86355 0
: 769 | 9.33334 5.22958 0.010217 0.000993035 86730.5 1
: 770 Minimum Test error found - save the configuration
: 770 | 8.9267 5.01902 0.010293 0.00102658 86333.3 0
: 771 | 8.89097 5.56328 0.0102332 0.000995024 86597.5 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.81869 4.95312 0.0103277 0.00103019 86044.3 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.56909 4.56686 0.0102706 0.0010229 86508.2 0
: 774 | 8.52558 4.68797 0.0102387 0.000989114 86490.4 1
: 775 | 8.4647 5.05408 0.0103259 0.000992515 85714 2
: 776 Minimum Test error found - save the configuration
: 776 | 8.32361 4.27665 0.0102824 0.00102769 86442.4 0
: 777 | 8.17345 4.69743 0.0102784 0.000988054 86111.3 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.13882 4.161 0.0102803 0.00102572 86444.1 0
: 779 | 8.18268 4.24877 0.0102371 0.000992445 86536.4 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.08391 3.78383 0.0102665 0.00102644 86579.9 0
: 781 | 7.76572 4.51297 0.0102674 0.00101425 86456.8 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.74259 3.68758 0.0102979 0.00102712 86292.9 0
: 783 | 7.54293 3.8537 0.0102434 0.000994104 86493.3 1
: 784 | 7.73207 3.86505 0.0103829 0.000995205 85218 2
: 785 | 7.37797 3.79778 0.0102716 0.000993134 86221.1 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.35765 3.26403 0.0102745 0.00102991 86537.3 0
: 787 | 7.24324 3.33461 0.0102833 0.000992835 86109.9 1
: 788 | 7.19557 3.82654 0.0102608 0.000994444 86334 2
: 789 | 7.10482 3.40343 0.0102377 0.000995734 86561.4 3
: 790 | 6.85136 3.49075 0.0102424 0.000990525 86469.4 4
: 791 Minimum Test error found - save the configuration
: 791 | 6.8715 3.02928 0.0103127 0.00103649 86241.8 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.757 2.72227 0.0103288 0.00103105 86042 0
: 793 | 6.76368 3.13086 0.0102497 0.000993634 86429.5 1
: 794 | 6.616 2.79819 0.0102501 0.000991026 86402 2
: 795 | 6.50112 2.96249 0.0103227 0.000992606 85744.2 3
: 796 Minimum Test error found - save the configuration
: 796 | 6.40503 2.54329 0.0104383 0.00104119 85132.8 0
: 797 | 6.40955 2.85299 0.0103237 0.000991864 85727.9 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.31387 2.543 0.0102883 0.00102803 86390.8 0
: 799 | 6.28595 3.25204 0.0111216 0.000995036 79000.3 1
: 800 Minimum Test error found - save the configuration
: 800 | 6.27598 2.45382 0.0103031 0.00103842 86349.8 0
: 801 | 6.09184 3.09979 0.0102867 0.000992774 86077.9 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.17812 2.38288 0.010291 0.001028 86365.5 0
: 803 | 5.90656 2.46805 0.010297 0.000993755 85991.1 1
: 804 Minimum Test error found - save the configuration
: 804 | 5.83844 2.08969 0.0102729 0.00103148 86567 0
: 805 | 5.7369 2.1209 0.0102519 0.000991545 86389.6 1
: 806 Minimum Test error found - save the configuration
: 806 | 5.74566 1.95625 0.0102694 0.00102404 86529.6 0
: 807 | 5.62356 2.34451 0.0102656 0.000991275 86259.2 1
: 808 | 5.55777 2.36424 0.0102485 0.000994195 86446.7 2
: 809 | 5.6564 2.84778 0.0102413 0.000991634 86489.6 3
: 810 | 5.86059 2.7608 0.0102619 0.000993854 86318.1 4
: 811 | 5.51697 2.24309 0.0103257 0.000992105 85711.6 5
: 812 | 5.55935 2.05635 0.010266 0.000986495 86211.4 6
: 813 | 5.59852 2.21571 0.0102433 0.000994764 86500 7
: 814 | 5.27424 2.1454 0.0102502 0.000992154 86411 8
: 815 Minimum Test error found - save the configuration
: 815 | 5.37536 1.92861 0.0103864 0.00103361 85535.9 0
: 816 | 5.15749 2.20093 0.0102517 0.000992664 86402.5 1
: 817 | 5.27028 2.62879 0.0102627 0.000991154 86285.5 2
: 818 Minimum Test error found - save the configuration
: 818 | 5.10427 1.60024 0.0102917 0.00102614 86341.7 0
: 819 | 4.93842 2.19206 0.0102452 0.000991284 86449.9 1
: 820 | 4.97263 2.23612 0.0102858 0.000995734 86113.4 2
: 821 | 4.88941 2.06283 0.0102686 0.000995164 86267.8 3
: 822 | 4.82428 2.13901 0.0102509 0.000993615 86418.5 4
: 823 | 4.74253 2.29107 0.0102521 0.000990314 86376.5 5
: 824 | 4.73613 1.70941 0.0102843 0.000995914 86129.1 6
: 825 Minimum Test error found - save the configuration
: 825 | 4.8123 1.31676 0.0106437 0.00110622 83879.4 0
: 826 | 4.6464 1.88738 0.0102527 0.000996444 86427.7 1
: 827 | 4.63015 1.72359 0.0102624 0.000993814 86312.9 2
: 828 | 4.59553 2.2512 0.0102699 0.000993814 86242.8 3
: 829 | 4.52828 1.61678 0.0102538 0.000997634 86429.3 4
: 830 | 4.35558 1.39962 0.0102976 0.00101676 86199.3 5
: 831 | 4.29667 1.83123 0.0102783 0.000995695 86182.8 6
: 832 | 4.39929 1.59215 0.0102682 0.000993014 86251.4 7
: 833 | 4.26569 1.35348 0.0102449 0.000992204 86461.2 8
: 834 | 4.2307 1.63748 0.010251 0.000993094 86412.7 9
: 835 | 4.1466 1.65224 0.0103527 0.000993755 85479.6 10
: 836 | 4.1616 1.8968 0.0102485 0.000993135 86436.6 11
: 837 | 4.11723 1.67465 0.0102586 0.000994474 86354.7 12
: 838 | 4.07749 1.48951 0.0103556 0.000992085 85438 13
: 839 | 4.14884 1.57158 0.0102573 0.000991314 86336.8 14
: 840 | 4.2821 1.32558 0.0102786 0.000994365 86167.7 15
: 841 | 3.92723 1.79487 0.0102777 0.000994454 86177.1 16
: 842 | 4.0779 2.3476 0.0102632 0.000993534 86303.1 17
: 843 | 4.11818 1.90245 0.0102449 0.000992184 86461.4 18
: 844 Minimum Test error found - save the configuration
: 844 | 3.77931 1.23625 0.0102859 0.0010373 86499.4 0
: 845 | 3.70773 1.7562 0.0103366 0.000996654 85653.3 1
: 846 | 3.79875 1.30629 0.0102484 0.001001 86510.4 2
: 847 | 3.6153 1.37936 0.010262 0.00100544 86425 3
: 848 | 3.50058 2.09606 0.0102805 0.000994114 86147.3 4
: 849 | 3.77613 1.79766 0.0102802 0.0010148 86342.9 5
: 850 | 3.85158 1.54797 0.0102527 0.000992634 86392.3 6
: 851 | 3.40531 1.69481 0.0102384 0.000998265 86578.6 7
: 852 | 3.4356 1.96826 0.010246 0.000990774 86437.6 8
: 853 | 3.37271 1.67876 0.0102623 0.000992664 86303.3 9
: 854 | 3.31581 1.43542 0.010242 0.000992733 86493.1 10
: 855 | 3.45642 1.54883 0.0104206 0.000993445 84860.9 11
: 856 | 3.32521 1.27552 0.0102978 0.000994904 85995 12
: 857 | 3.6043 1.3239 0.0102788 0.000994194 86164.5 13
: 858 | 3.34947 1.39757 0.0102886 0.000992614 86058.9 14
: 859 | 3.18 2.01163 0.0103215 0.000993565 85764.3 15
: 860 | 3.24914 1.71487 0.0102369 0.000991754 86531.8 16
: 861 | 3.32521 1.31156 0.010266 0.000993744 86278.6 17
: 862 | 3.04335 1.47312 0.010252 0.000993005 86402.9 18
: 863 | 2.95614 1.31047 0.01025 0.000992544 86417.2 19
: 864 | 3.07068 1.56108 0.010361 0.000997804 85440.7 20
: 865 | 3.03845 1.28781 0.0102412 0.000995415 86525.9 21
:
: Elapsed time for training with 1000 events: 8.95 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: 0.0118 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.82 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.157 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= 3.27306e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05013e+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: 0.0397 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: 0.0376 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: 0.00225 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: 0.099 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.904 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0199 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00257 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: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00431 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: 0.00189 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000393 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: 0.0945 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0109 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.888 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0979 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 : -0.675 0.130 5.47 1.46 | 3.234 3.243
: 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 : 0.0563 0.193 1.77 1.09 | 3.389 3.378
: 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.