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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.267 sec
: Elapsed time for training with 1000 events: 0.27 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00318 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: 0.000723 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00452 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: 0.000179 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00116 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31536.4
: --------------------------------------------------------------
: 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 | 33090.8 31181.8 0.00999084 0.00103511 89328.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32627.8 30676.1 0.0100448 0.00101742 88619 0
: 3 Minimum Test error found - save the configuration
: 3 | 31970.4 30042.6 0.0102055 0.00102756 87165.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31287 29431.6 0.0102168 0.00102431 87027.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30569.2 28737.6 0.0102271 0.00102187 86907.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29773 27841.7 0.0102231 0.00104396 87154 0
: 7 Minimum Test error found - save the configuration
: 7 | 29045.7 27212.2 0.0100877 0.00099783 88009.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28585.1 26834 0.0100358 0.00099167 88455.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28222.4 26511.6 0.00997052 0.000981381 88996.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27900.4 26209.3 0.00995798 0.00099545 89260.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27594.8 25924.6 0.00989549 0.000980051 89732 0
: 12 Minimum Test error found - save the configuration
: 12 | 27305.5 25650.3 0.0101228 0.00100307 87721.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 27023 25388.7 0.0100862 0.000988749 87936.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26752.7 25133.3 0.00991987 0.000997641 89663.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26486.8 24886.8 0.00990285 0.00097754 89632.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 26233.1 24640 0.00994086 0.00099756 89452.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25980.6 24399.4 0.0101008 0.00098929 87801.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25732.4 24165 0.0100567 0.000989 88225 0
: 19 Minimum Test error found - save the configuration
: 19 | 25489.4 23935.6 0.009892 0.000980301 89769.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 25249.2 23712.5 0.00996598 0.000988639 89113.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 25017.9 23488.1 0.0100297 0.000986011 88459.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24785.6 23269.2 0.00999829 0.00098803 88787.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24555.1 23057.7 0.00989229 0.00098008 89764.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24335.5 22841.5 0.00989546 0.000982131 89753.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 24113.8 22629.1 0.00989707 0.000978961 89705.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23890.3 22426.7 0.00987543 0.00097113 89844.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23677.6 22221.8 0.00993868 0.00099885 89487.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23466.8 22016.4 0.00989712 0.000981351 89728.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 23254.6 21816 0.00996465 0.00098856 89125.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 23043.2 21623 0.00998972 0.000988219 88874 0
: 31 Minimum Test error found - save the configuration
: 31 | 22841.1 21426.9 0.0100476 0.0010021 88441.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22635.2 21237 0.00995534 0.00098275 89160.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22438.6 21042.9 0.00989769 0.000981231 89721.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22235.6 20857.4 0.010174 0.0010009 87211.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 22041 20671.1 0.0100367 0.000991131 88440.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21844.4 20489.9 0.00992979 0.00098467 89434.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21655.4 20305.9 0.00995712 0.00100284 89342.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21464 20125.6 0.0102306 0.00100338 86699.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21276.2 19946.9 0.00999349 0.00098698 88824.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21087.6 19773.5 0.0099783 0.0009945 89049.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20905.1 19599.4 0.0099074 0.000971129 89522.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20721.9 19428.3 0.00991695 0.00098058 89521.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20543.1 19256.5 0.00998929 0.00101793 89172.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20362.2 19089.7 0.00996414 0.00099703 89214.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 20186.1 18923.4 0.00991774 0.00098369 89545 0
: 46 Minimum Test error found - save the configuration
: 46 | 20011.6 18758 0.00991564 0.000985581 89585 0
: 47 Minimum Test error found - save the configuration
: 47 | 19837.4 18595.4 0.00995846 0.00100372 89338.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19666.7 18433.2 0.00991245 0.000981301 89574.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19497.3 18271.9 0.00997859 0.000994429 89045.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 19327.9 18113.4 0.0100015 0.00103615 89232.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 19159.7 17957 0.00991284 0.000978281 89539.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18992.2 17793.6 0.00994401 0.00099 89345.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18825.1 17633.8 0.00997266 0.00099368 89097 0
: 54 Minimum Test error found - save the configuration
: 54 | 18656 17477.1 0.00998336 0.000996331 89017.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18491.2 17321.9 0.00999369 0.00099552 88906.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18335.6 17166.8 0.0100077 0.000989791 88711.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 18183.7 17038.3 0.010135 0.00100227 87597.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 18023.2 16882.1 0.0100101 0.00100973 88885.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17856.7 16715.6 0.0102392 0.00101171 86697.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17699.6 16569.8 0.0101019 0.00101187 88008.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17540.8 16423.9 0.010123 0.00102323 87914.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17384.7 16274.9 0.0100769 0.00100134 88148.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17230.8 16122.5 0.0100675 0.00100789 88304 0
: 64 Minimum Test error found - save the configuration
: 64 | 17079.1 15979.2 0.0100933 0.00100611 88036.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16926.5 15832.5 0.0100765 0.00100329 88172.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16776.1 15686.7 0.0100815 0.00100045 88095.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16622.9 15546.7 0.0100892 0.00101189 88131.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16476.6 15405.6 0.0104403 0.00106924 85368.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16332.1 15266.4 0.0101276 0.00100686 87712.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 16181.5 15129 0.0101941 0.00101525 87157 0
: 71 Minimum Test error found - save the configuration
: 71 | 16038.6 14989.7 0.0103418 0.00119827 87493.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15894.2 14852.2 0.0101753 0.00100857 87272.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15749.3 14718.3 0.0101161 0.00101044 87857.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15608.6 14584.7 0.0101916 0.00109089 87905 0
: 75 Minimum Test error found - save the configuration
: 75 | 15470.5 14448.3 0.0101033 0.00100614 87939.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15327.3 14320.4 0.0101017 0.00100856 87978.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 15191.7 14189.5 0.0101325 0.00101961 87787.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 15054.1 14061.9 0.0102082 0.00104436 87300 0
: 79 Minimum Test error found - save the configuration
: 79 | 14921.7 13931.9 0.0102196 0.00101199 86884.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14785.8 13805.9 0.0102382 0.00101367 86725.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14652.5 13681.7 0.0101044 0.00100792 87945.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14523.3 13555.4 0.0101128 0.00100786 87864.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14391.1 13432.8 0.0101276 0.00100929 87735.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14262.3 13311.1 0.0101516 0.00100981 87509.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 14134.4 13191 0.0101202 0.00100913 87805 0
: 86 Minimum Test error found - save the configuration
: 86 | 14008.5 13071 0.0103828 0.00109764 86158.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13881.5 12953.7 0.0102438 0.00102588 86787.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13760.3 12832.7 0.0103806 0.00106151 85845.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13633.9 12717.9 0.0102189 0.00103905 87147.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13511.9 12603.3 0.0101734 0.0010115 87318.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13390.6 12490 0.0102289 0.00101554 86830.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 13271.3 12376.5 0.0101166 0.00100968 87845.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13151 12265.6 0.0101135 0.00100732 87852.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 13034.8 12153.1 0.0101465 0.0010089 87550.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12917 12042.7 0.0101516 0.00101446 87554.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12801.4 11932.9 0.010132 0.00101032 87703.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12685.3 11825.8 0.0101367 0.00100526 87609 0
: 98 Minimum Test error found - save the configuration
: 98 | 12571.2 11719.9 0.0101252 0.00100687 87735 0
: 99 Minimum Test error found - save the configuration
: 99 | 12458.4 11614.7 0.0104019 0.00113853 86362.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12347.6 11508.5 0.0101523 0.00100912 87496.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12236.5 11403.2 0.0101385 0.00101351 87671.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 12126.1 11299.5 0.0101312 0.00101012 87709 0
: 103 Minimum Test error found - save the configuration
: 103 | 12015.9 11198.6 0.0101347 0.00100839 87658.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11908.9 11096.9 0.0101282 0.00101058 87741.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11801.9 10995.4 0.0102038 0.00101187 87032.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11696.1 10894.7 0.0102775 0.0010266 86478.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11589 10797.6 0.0101554 0.00100955 87471.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11484.8 10700.5 0.0101452 0.00101132 87585.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11382.7 10602.4 0.0102076 0.0010317 87184.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11279.4 10506.4 0.0102186 0.00106335 87381.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11177.5 10411.4 0.0102172 0.00101632 86948 0
: 112 Minimum Test error found - save the configuration
: 112 | 11078.1 10315.6 0.0101424 0.0010131 87630.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10976.6 10222.3 0.0101428 0.0010068 87565.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10877.1 10131.2 0.0101402 0.00101024 87623.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10782.7 10035.1 0.0101824 0.00101537 87269.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10680.1 9947.87 0.0101592 0.00100845 87424.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10586.2 9857.32 0.0101454 0.00101083 87579.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10491.6 9765.99 0.0101446 0.00100983 87577.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10394.3 9678.84 0.0102393 0.00103913 86955.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10300.7 9592.34 0.0103704 0.00103639 85708.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10209.6 9503.31 0.0102104 0.00101232 86974.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10117.4 9415.28 0.0101536 0.00100997 87492.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 10024 9330.02 0.010172 0.00101437 87359.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 9933.73 9245.89 0.0101654 0.00101182 87397.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9843.73 9161.57 0.0101957 0.00101659 87154 0
: 126 Minimum Test error found - save the configuration
: 126 | 9755.73 9076.63 0.010235 0.00103838 86988.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9665.98 8994.77 0.0102313 0.00101821 86832.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9578.16 8913.7 0.0104643 0.00122994 86632.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9491.24 8833.54 0.0102123 0.00103621 87182.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9406.23 8752.16 0.0102726 0.00102679 86526 0
: 131 Minimum Test error found - save the configuration
: 131 | 9320.76 8671.77 0.0102137 0.00101358 86955 0
: 132 Minimum Test error found - save the configuration
: 132 | 9235.38 8593.31 0.0101953 0.00101442 87137.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9151.96 8515.31 0.0103271 0.00102006 85956.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9068.6 8438.32 0.0102016 0.00101665 87098.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8986.55 8360.88 0.0101759 0.00101731 87350 0
: 136 Minimum Test error found - save the configuration
: 136 | 8905.16 8283.95 0.0101959 0.00101679 87154.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8825.21 8206.54 0.010197 0.00101744 87150.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8743.11 8133.09 0.0102503 0.00101919 86663.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8664.82 8057.98 0.0102172 0.00103672 87141.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8585.48 7984.36 0.0103999 0.00102435 85328.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8507.42 7911.77 0.0102158 0.00101947 86990.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8430.87 7838.31 0.0101837 0.00101867 87288.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8353.95 7765.63 0.0101753 0.00101767 87359.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8276.97 7695.24 0.0101894 0.00101585 87207.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8202.33 7624.07 0.0102675 0.00103894 86687.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8127.46 7553.98 0.0103165 0.00103382 86181.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 8053.18 7484.84 0.0102058 0.00101792 87071.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7981.22 7414.41 0.0102288 0.001037 87033.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7906.05 7348.06 0.010212 0.00101505 86985.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7834.52 7281.32 0.0103429 0.00102416 85848.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7763.82 7214.49 0.010203 0.00102928 87205.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7692.91 7147.56 0.0101916 0.00101827 87209.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7623.06 7081.64 0.0102181 0.00101995 86973.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7554.07 7015.11 0.0101984 0.00101309 87095.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7483.47 6951.47 0.0101991 0.00101523 87109 0
: 156 Minimum Test error found - save the configuration
: 156 | 7415.39 6887.97 0.0102068 0.00101819 87063.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7348.59 6823.73 0.0102228 0.00101565 86889.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7280.4 6761 0.0102252 0.00102027 86910.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7213.85 6699.03 0.0102009 0.00101821 87120.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7148.47 6637.75 0.0103239 0.0011245 86962.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 7083.69 6574.57 0.0102111 0.0010242 87080.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 7018.29 6513.06 0.0102263 0.00102314 86927.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6953.54 6454.62 0.0102328 0.00103841 87009.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6890.38 6393.97 0.0101948 0.00101991 87194.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6826.69 6335.85 0.0102422 0.00102891 86831.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6764.41 6277.3 0.0102402 0.00102426 86806.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6703.83 6217.68 0.0101934 0.00101818 87191.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6641.64 6159.41 0.0102392 0.00102349 86808.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6580.22 6102.67 0.0102023 0.00102102 87133.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6519.08 6047.72 0.0102428 0.00103659 86898.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6461.14 5990.32 0.0102109 0.00101735 87017.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6400.81 5934.51 0.0102421 0.00102371 86782.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6342.3 5879.4 0.0102242 0.00101905 86907.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6284.23 5824.4 0.0102242 0.0010173 86891.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6227.38 5769.31 0.0103691 0.00103779 85732.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6168.09 5716.89 0.0103823 0.0010262 85505.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6112.08 5664.04 0.0102189 0.00102521 87016.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 6056.75 5610.11 0.0102995 0.00104732 86466 0
: 179 Minimum Test error found - save the configuration
: 179 | 6000.19 5558.39 0.0103311 0.00102649 85979.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5945.09 5506.58 0.0102316 0.00103963 87032.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5890.46 5456.05 0.0103686 0.00106878 86023 0
: 182 Minimum Test error found - save the configuration
: 182 | 5836.99 5403.79 0.0102495 0.00102213 86698.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5781.87 5354.41 0.0101999 0.00101899 87137.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5729.33 5304.18 0.0102697 0.00102404 86526.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5676.5 5255.02 0.0103789 0.00103731 85638.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5624.98 5205.39 0.0102589 0.00102285 86617.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5572.58 5156.5 0.0102428 0.00103106 86845.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5520.5 5109 0.0102139 0.00101995 87013.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5471.09 5060.32 0.010225 0.00103349 87037.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5419.26 5013.96 0.0102306 0.00103591 87006.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5369.83 4967.67 0.0102137 0.00102164 87031.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5321.06 4920.48 0.0102461 0.0010266 86772.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5271.31 4874.55 0.0102192 0.00102249 86987.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5222.47 4829.45 0.0102246 0.0010266 86975.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5174.23 4785.34 0.0102164 0.00102004 86990.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5127.74 4738.92 0.0102143 0.00101961 87006.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5079.21 4695.57 0.0103977 0.00104843 85567.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5031.77 4653.52 0.0102247 0.00102145 86925.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4987.26 4608.7 0.0102122 0.00102584 87086.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4940.64 4566.38 0.0102581 0.00103841 86770.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4896.69 4521.57 0.0103257 0.001026 86024.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4849.4 4479.84 0.0102419 0.00102696 86815.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4804.56 4439.04 0.0102427 0.00102027 86745.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4760.61 4398.21 0.0102211 0.00102516 86994.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4717.35 4357.26 0.0102433 0.00104938 87014.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4673.73 4316.13 0.0102665 0.00102288 86546.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4630.24 4276.71 0.0102744 0.0010253 86495.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4588.19 4236.82 0.0103194 0.00103465 86162.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 4545.77 4197.23 0.0102763 0.00103936 86609.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4504.61 4157.18 0.0102777 0.00104201 86620.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4462.21 4119.08 0.0102394 0.00102399 86811.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4420.91 4081.57 0.0102562 0.00103028 86712.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4381.9 4042.74 0.0102146 0.00102152 87021.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4340.73 4004.46 0.0102289 0.00102199 86891 0
: 215 Minimum Test error found - save the configuration
: 215 | 4300.87 3967.28 0.0102521 0.00105655 86998.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4261.4 3930.61 0.0102221 0.00102169 86953 0
: 217 Minimum Test error found - save the configuration
: 217 | 4221.73 3894.7 0.0102862 0.00102945 86423.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4183.93 3858.18 0.0102986 0.00102639 86279.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4144.99 3822.38 0.0103055 0.00106138 86541.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4107.38 3786.8 0.010346 0.0010559 86112.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4069.56 3751.68 0.0103289 0.00103288 86058.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4033.26 3715.82 0.0103124 0.00103959 86273.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3995.33 3681.4 0.0102409 0.00102043 86763.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3958.53 3647.78 0.0103253 0.0010335 86097 0
: 225 Minimum Test error found - save the configuration
: 225 | 3923.58 3613.77 0.0102426 0.00102156 86757.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3887.55 3579.25 0.0103125 0.00107637 86616.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3851.4 3546.34 0.0102387 0.00102181 86796.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3816.71 3513.67 0.0103897 0.00103367 85506.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3781.28 3481.32 0.0102577 0.00103548 86746.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3747.34 3449.01 0.0104855 0.00102936 84600.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3713.89 3416.06 0.0102719 0.00104274 86681.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3679 3384.78 0.0103062 0.00103682 86305.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3646.47 3352.89 0.0102508 0.00102686 86730.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3612.72 3321.61 0.0103942 0.0010288 85421.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3579.67 3291.53 0.0103178 0.00103114 86144.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3547.8 3260.07 0.0102517 0.00102242 86680.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3514.75 3230.24 0.0102361 0.0010209 86813.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3483.29 3200.45 0.0102542 0.0010209 86643.2 0
: 239 Minimum Test error found - save the configuration
: 239 | 3451.02 3172.03 0.0102208 0.00101978 86946.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3420.7 3141.53 0.010227 0.00102497 86937.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3389.74 3112.15 0.0103424 0.00113994 86933.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3358.26 3083.61 0.0102737 0.00102881 86534 0
: 243 Minimum Test error found - save the configuration
: 243 | 3329.31 3053.94 0.0103287 0.00104593 86181.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3297.34 3026.04 0.0103106 0.001026 86163.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3267.56 2998.53 0.0102536 0.0010217 86655.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3237.86 2971.13 0.0102731 0.00103332 86581.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3209.25 2942.96 0.0102718 0.00102301 86498.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3179.43 2915.7 0.0102236 0.00102776 86996 0
: 249 Minimum Test error found - save the configuration
: 249 | 3150.88 2888.79 0.0105199 0.00104729 84454.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3122.56 2861.89 0.0102646 0.00102875 86619.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3093.98 2835.72 0.0102682 0.00104584 86746.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3066.28 2809.01 0.0102325 0.00101987 86837.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3037.65 2783.3 0.0102959 0.00102352 86277.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 3010.83 2757.39 0.0102846 0.00102721 86417.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2983.75 2731.69 0.0102675 0.00102312 86539.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2956.32 2706.03 0.0102708 0.00102862 86559.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2929.59 2680.68 0.0103022 0.00105124 86477.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2902.73 2656.44 0.0102743 0.00102744 86516.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2876.87 2631.71 0.0102262 0.00102621 86956.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2850.55 2607.87 0.0102541 0.00102283 86662.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2825.21 2582.79 0.0102627 0.0010428 86769.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2798.42 2559.95 0.0103421 0.00102852 85896.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2773.96 2536.34 0.0102705 0.00102973 86572.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2749.22 2512.14 0.010282 0.00102716 86441.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2723.45 2489.39 0.0103008 0.00102791 86273.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2699.14 2466.71 0.0102296 0.00102319 86896.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2674.81 2444 0.0103509 0.00104301 85949 0
: 268 Minimum Test error found - save the configuration
: 268 | 2650.49 2422.17 0.0102919 0.00102752 86352.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2626.63 2399.64 0.0102792 0.00102146 86413.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2603.5 2377.22 0.0102416 0.00102181 86770 0
: 271 Minimum Test error found - save the configuration
: 271 | 2579.17 2354.98 0.0102767 0.00104083 86619.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2555.92 2333.16 0.0102954 0.00108859 86892.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2533.36 2311.62 0.010302 0.00103262 86305.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2509.18 2290.76 0.0103117 0.00102958 86187.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2486.57 2270.36 0.0102998 0.00104209 86414.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2464.74 2248.97 0.0102436 0.0010239 86771.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2442.29 2227.76 0.0102414 0.00102108 86765.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2419.79 2207.36 0.0103541 0.00102628 85764.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2397.76 2186.99 0.0103131 0.00102468 86129.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2375.87 2167.02 0.0102346 0.00102159 86833.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2354.12 2147.92 0.0103031 0.00104252 86387.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2333.15 2127.41 0.0104604 0.00104557 84972.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2311.39 2108.67 0.0103082 0.00102952 86219.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2291.45 2088.32 0.010254 0.00102481 86681.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2269.58 2069.23 0.0102885 0.00102484 86359.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2248.94 2050.33 0.0102597 0.00102555 86634.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2228.33 2031.24 0.010303 0.00105021 86460.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2207.59 2013.15 0.0102589 0.0010228 86616.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2187.42 1994.82 0.0102509 0.00102494 86712 0
: 290 Minimum Test error found - save the configuration
: 290 | 2167.73 1976.46 0.0102685 0.00103601 86651 0
: 291 Minimum Test error found - save the configuration
: 291 | 2148.15 1957.65 0.0103067 0.00104685 86394.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2127.4 1940.23 0.010273 0.00102398 86495.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2107.85 1923.17 0.0103126 0.0010281 86165.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2088.99 1905.28 0.0105201 0.00106847 84641.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2069.92 1887.51 0.0102696 0.00102404 86528.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2049.82 1871.12 0.0102527 0.00102196 86667.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2031.7 1853.69 0.0103491 0.00108476 86352.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2012.63 1836.74 0.010345 0.00102849 85869.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1994.95 1819.51 0.0102543 0.0010256 86686 0
: 300 Minimum Test error found - save the configuration
: 300 | 1975.33 1803.13 0.0102436 0.00102478 86779 0
: 301 Minimum Test error found - save the configuration
: 301 | 1957.23 1786.81 0.010303 0.00104506 86412.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1938.82 1770.82 0.0103577 0.0010241 85711.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1921.31 1754.23 0.0103242 0.00103671 86137.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1903.16 1737.97 0.0102792 0.00102708 86466.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1885.36 1722.23 0.0102411 0.00102106 86767.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1868.13 1706.06 0.0103714 0.00103094 85648.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1850.06 1691.28 0.0103219 0.00103455 86138.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1832.94 1676.15 0.0102678 0.00103085 86609.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1816.12 1660.83 0.0102509 0.00102041 86669.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1798.34 1645.8 0.0102769 0.00102408 86460.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1782.63 1630.28 0.0103741 0.00106064 85897.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1765.2 1615.34 0.0103302 0.00103699 86084 0
: 313 Minimum Test error found - save the configuration
: 313 | 1748.53 1600.29 0.0102792 0.00102802 86475.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1732.13 1585.49 0.0102831 0.00103317 86487.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1715.8 1571.86 0.0103344 0.00103408 86018.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1699.15 1557.44 0.0105007 0.00103773 84540.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1683.77 1543.01 0.0104802 0.00107361 85047.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1667.96 1528.66 0.0109946 0.00105384 80476.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1651.49 1515.33 0.0104574 0.00113052 85773.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1636.44 1500.86 0.0108936 0.00105088 81278.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1620.84 1486.74 0.0104815 0.00106747 84979.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1604.54 1473.91 0.0104581 0.00103079 84860.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1590.12 1460.24 0.0103149 0.00105707 86413.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1574.44 1447.17 0.0102807 0.00103766 86551.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1560.16 1432.98 0.0102895 0.00102749 86374 0
: 326 Minimum Test error found - save the configuration
: 326 | 1545.41 1419.62 0.0103567 0.0010293 85768.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1529.8 1407.1 0.0108201 0.00119806 83142.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1515.5 1394.12 0.01035 0.00106528 86162.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1501.31 1381.06 0.0102573 0.00102489 86651.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1486.2 1368.51 0.0102653 0.00102558 86583.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1472.41 1355.73 0.0102982 0.00104261 86433.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1458.3 1343.11 0.0103091 0.00102943 86210.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1444.49 1330.34 0.0103202 0.00102633 86078.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1430.04 1318.69 0.010268 0.00102297 86533.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1416.64 1306.78 0.0103971 0.001044 85533.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1403.2 1294.69 0.0102964 0.00102309 86268.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1389.9 1282.44 0.0103678 0.00103074 85680.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1376.02 1271.08 0.0102706 0.00102271 86506.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1363.21 1258.78 0.0103293 0.00103791 86101 0
: 340 Minimum Test error found - save the configuration
: 340 | 1350.04 1247.06 0.0102753 0.00102923 86523 0
: 341 Minimum Test error found - save the configuration
: 341 | 1336.54 1235.98 0.010289 0.00104196 86514.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1324.34 1223.78 0.010446 0.00102603 84925.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1311.46 1212.3 0.0103001 0.0010266 86267.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1298.38 1201.4 0.0102597 0.0010231 86611.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1286.21 1190.03 0.0102986 0.00102491 86265.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1273.82 1179.53 0.0102461 0.00102433 86751.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1261.71 1168.05 0.0102768 0.00102969 86513.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1248.99 1157.51 0.0102696 0.00102503 86537.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1237.4 1146.19 0.0102763 0.0010257 86480.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1225.28 1135.83 0.010396 0.00102944 85410.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1213.54 1125.28 0.0103403 0.00107049 86301.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1201.37 1114.98 0.0102933 0.00104978 86547.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1190.72 1104.86 0.0103534 0.00103031 85808.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1178.75 1093.66 0.0102821 0.00102355 86406.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1167.14 1083.51 0.0102869 0.00102421 86368.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1155.95 1073.27 0.0102637 0.00102701 86611.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1144.76 1063.21 0.0102562 0.00102424 86655.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1133.58 1053.84 0.0102716 0.00102251 86495.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1122.51 1043.09 0.0103496 0.0010854 86353.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1111.99 1032.91 0.0103368 0.00103502 86004.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1101.03 1023.15 0.0102464 0.00102731 86776.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1089.84 1014.03 0.0105247 0.00103507 84302.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1079.69 1003.98 0.0102773 0.00104668 86668.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1068.93 994.283 0.0102406 0.00102645 86822.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1058.49 985.857 0.0102831 0.00102392 86401.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1048.64 975.512 0.0102522 0.00102164 86668.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1037.59 966.517 0.0103004 0.00104968 86480.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1028.07 956.796 0.010274 0.0010226 86473.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1017.78 947.47 0.0103175 0.00104019 86231.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 1007.85 938.766 0.0102855 0.00102854 86421.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 997.721 930.409 0.0102673 0.00103314 86634.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 988.409 921.244 0.0103642 0.00105587 85944.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 978.495 913.333 0.0102606 0.00102444 86616.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 969.093 903.706 0.0104108 0.00103808 85354.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 959.569 894.646 0.0103012 0.00103002 86288.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 950.247 885.899 0.0102521 0.00102267 86678.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 940.845 877.143 0.0102996 0.00103343 86335.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 931.261 869.419 0.0103392 0.00103235 85958.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 922.406 860.618 0.0103797 0.00103227 85585 0
: 380 Minimum Test error found - save the configuration
: 380 | 913.131 851.865 0.010267 0.00102822 86592 0
: 381 Minimum Test error found - save the configuration
: 381 | 904.055 843.827 0.0102798 0.00102627 86453.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 895.107 835.748 0.0105409 0.00124719 86080.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 886.389 827.889 0.0103208 0.00108926 86659.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 877.753 819.927 0.0103769 0.00102964 85586.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 869.094 811.367 0.0103049 0.00102782 86233.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 859.979 803.99 0.0102523 0.00103306 86775.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 852.181 795.423 0.010307 0.0010275 86211.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 843.326 787.425 0.0103423 0.00104901 86083.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 834.879 779.788 0.0103607 0.00102854 85725.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 826.425 772.593 0.0102789 0.00102165 86418.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 818.612 764.918 0.0102871 0.00102489 86372.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 810.118 757.515 0.0103016 0.0010421 86397.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 802.468 750.095 0.0102747 0.00102077 86449.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 794.279 742.499 0.0103466 0.00105722 86120.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 786.362 735.227 0.0102793 0.0010259 86454.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 778.36 727.525 0.0102765 0.00102763 86497.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 770.382 720.753 0.0102756 0.00102909 86518.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 763.099 713.217 0.0102664 0.00102248 86543.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 755.222 706.273 0.0102463 0.00102553 86760.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 747.863 698.842 0.0103162 0.00102705 86121.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 740.29 691.432 0.0102559 0.00102548 86670.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 732.647 684.895 0.0103177 0.00104287 86255 0
: 403 Minimum Test error found - save the configuration
: 403 | 725.257 678.046 0.0106133 0.00103779 83546.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 718.082 671.115 0.0102958 0.00102619 86303.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 710.952 664.362 0.0102627 0.00102513 86602.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 703.443 657.834 0.010262 0.00102287 86587.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 696.448 651.327 0.0102549 0.00102106 86637.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 689.77 644.492 0.0102981 0.00102987 86316.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 682.622 637.707 0.0103002 0.00102487 86250.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 675.597 631.329 0.0102504 0.00102122 86681.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 669.064 624.558 0.010307 0.0010281 86216.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 662.299 618.017 0.0103608 0.00108254 86223 0
: 413 Minimum Test error found - save the configuration
: 413 | 655.192 611.651 0.0104147 0.00103821 85319.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 648.553 605.985 0.0102869 0.0010279 86402.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 641.94 600.26 0.0102573 0.00102111 86615.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 635.816 593.609 0.0103012 0.00102606 86251.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 629.255 587.38 0.010271 0.00102148 86490.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 622.476 581.3 0.0102668 0.00102468 86560.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 616.419 575.372 0.0103527 0.00102813 85794.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 610.028 569.54 0.0103153 0.00106855 86517.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 603.907 563.622 0.0102679 0.00102884 86589.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 597.452 558.086 0.010414 0.00104476 85385.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 591.749 551.525 0.0105426 0.00103141 84111.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 585.247 546.139 0.0105044 0.00104068 84533 0
: 425 Minimum Test error found - save the configuration
: 425 | 579.54 539.883 0.0103233 0.00105103 86278.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 573.1 534.093 0.0102767 0.00103372 86552.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 567.242 529.118 0.0103425 0.00102915 85898.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 561.79 522.875 0.0102986 0.0010271 86285.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.623 518.162 0.0103601 0.001031 85753 0
: 430 Minimum Test error found - save the configuration
: 430 | 550.391 512.058 0.010315 0.0010276 86138.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 544.318 506.875 0.0103023 0.00102375 86220.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.531 501.653 0.0103414 0.00106438 86234.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 533.134 496.437 0.0102704 0.00102399 86520.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 527.973 490.378 0.0103026 0.00102731 86250.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.954 485.682 0.0102778 0.00102598 86469.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 516.722 480.455 0.0103207 0.00102645 86075.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 511.579 475.417 0.010439 0.0010525 85228.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 506.05 470.152 0.0103003 0.00102443 86245.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.592 465.314 0.0102644 0.00102202 86558.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 495.618 460.518 0.010299 0.00102927 86302.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 490.542 455.76 0.0102783 0.00102484 86454.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 485.351 450.685 0.0103293 0.00104262 86145 0
: 443 Minimum Test error found - save the configuration
: 443 | 480.473 445.375 0.0104551 0.00103611 84935.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 475.31 440.544 0.0103094 0.00104015 86306.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 470.428 436.008 0.010281 0.00102984 86475.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 465.41 431.261 0.0102775 0.00102574 86470 0
: 447 Minimum Test error found - save the configuration
: 447 | 460.324 426.857 0.0102767 0.00102554 86475.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.629 422.324 0.0103768 0.00103087 85598.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 451.136 417.534 0.0102807 0.00102412 86424.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 446.329 413.475 0.0103186 0.00102702 86099.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 441.639 408.828 0.01041 0.00105014 85471.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 437.099 404.395 0.0103678 0.00106046 85953.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.312 399.07 0.0102823 0.00102574 86425.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.696 394.998 0.0103081 0.00102857 86211.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 423.272 391.07 0.0102624 0.00102262 86582.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 419.026 387.225 0.0102935 0.0010291 86351.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 414.694 382.357 0.0102988 0.00102616 86275.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.129 377.793 0.0102506 0.00102275 86694.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.72 373.949 0.0104218 0.00103143 85193.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 401.67 369.826 0.0102802 0.00103566 86537.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 397.29 365.814 0.0103779 0.00103005 85581.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.214 361.547 0.010438 0.00105275 85239.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.984 357.486 0.0104641 0.0010297 84795.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.729 353.768 0.0103925 0.00103825 85522.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.786 349.801 0.0102671 0.00103309 86636 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.709 345.964 0.0102607 0.00102367 86608.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.897 342.134 0.0102973 0.00103199 86343.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.857 338.617 0.0102987 0.00102622 86277 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.941 334.7 0.0103195 0.00102686 86090.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 361.135 330.866 0.0102783 0.00102617 86466.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 357.091 326.746 0.01043 0.00103173 85121.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 353.299 322.982 0.010368 0.00104514 85810.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.537 319.495 0.0102959 0.00102655 86306.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.08 315.978 0.0102828 0.0010266 86428.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 342.26 312.262 0.0103134 0.00102625 86140.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.548 308.501 0.0104089 0.00102971 85295.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.893 305.738 0.0102654 0.00102582 86583.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 331.528 301.582 0.0102915 0.00102741 86354.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.634 299.358 0.0102926 0.00102861 86356.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.331 295.124 0.0103271 0.00103867 86128.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.692 292.059 0.0103189 0.00102628 86090 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.406 288.526 0.010357 0.00104811 85939.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 314.298 285.295 0.0104922 0.00103722 84611.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.97 282.125 0.0103741 0.00102708 85589.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.247 278.46 0.0102652 0.00102444 86572.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.754 275.362 0.0102856 0.00102712 86407 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.535 272.115 0.0102684 0.00102325 86532.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.218 269.631 0.0103229 0.00103424 86126.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.161 266.27 0.0102689 0.00102627 86555.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.839 263.38 0.0102699 0.00102146 86501 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.855 260.866 0.0102544 0.00102255 86656.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.101 256.949 0.0102965 0.00105398 86556.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.826 255.077 0.0102881 0.00102999 86410.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.863 250.785 0.010375 0.00106188 85900.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.504 248.261 0.010416 0.00104087 85332.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.515 245.29 0.0103555 0.00103994 85877.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.599 242.88 0.0103068 0.00102481 86188.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.738 239.991 0.0102967 0.00102846 86315.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.59 236.886 0.0102657 0.00102442 86568.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.659 234.669 0.0102588 0.0010225 86614.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.314 231.515 0.0102951 0.00102653 86312.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.146 228.949 0.0102812 0.00102524 86430.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.377 226.096 0.0105195 0.00105183 84498.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.812 224.257 0.0103242 0.00106245 86376.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.047 220.716 0.0102886 0.00102548 86363.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.056 218.21 0.0102769 0.00102188 86439.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.555 216.228 0.0102777 0.00102222 86435.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.173 213.912 0.0103362 0.00104771 86128.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.501 211.488 0.0102762 0.00102467 86472.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.712 208.07 0.0103035 0.00103272 86292.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.12 205.668 0.0102682 0.0010245 86545.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.497 203.315 0.0102681 0.00102083 86511.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.808 200.95 0.0104634 0.00106246 85097.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.365 199.003 0.0103203 0.00105147 86310.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.928 196.588 0.0103279 0.0010251 85995.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.691 194.006 0.0103925 0.00103979 85536.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.244 191.745 0.0102925 0.00102982 86367.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.9 189.743 0.0102888 0.00102782 86384.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.645 187.295 0.0103701 0.00104738 85811.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.427 185.039 0.0102827 0.00102248 86391.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.761 183.042 0.0105392 0.00103049 84133.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.581 180.771 0.0103727 0.00104199 85738.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.266 178.381 0.0105729 0.00103688 83892.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.872 176.61 0.0103547 0.00104167 85901.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.926 174.778 0.0102916 0.00103581 86432 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.692 172.276 0.0103239 0.00102762 86055.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.39 170.277 0.0103032 0.00102779 86250 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.452 168.911 0.010304 0.0010536 86482.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.204 166.538 0.0103123 0.00102583 86147 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.009 164.828 0.0102799 0.00102838 86472.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.19 161.944 0.0102755 0.00102236 86457 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.061 160.455 0.0102794 0.00102577 86453 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.885 158.413 0.0103424 0.00104612 86056.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.77 156.938 0.0102598 0.00102461 86625.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.842 154.919 0.0103141 0.00103259 86193.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.766 152.96 0.0103006 0.00103914 86379.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.037 152.159 0.0102956 0.00102606 86304.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.001 149.867 0.0103831 0.00104054 85629.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.691 147.786 0.0103165 0.00102467 86097.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.061 145.765 0.0102837 0.00102601 86414.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.115 144.253 0.0102768 0.00103514 86564.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.087 143.559 0.0103328 0.00102633 85961.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.506 140.976 0.0103088 0.001044 86348.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.437 139.338 0.0105224 0.00103276 84302.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.677 138.025 0.0103359 0.00103161 85981.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.703 135.65 0.0103227 0.00105924 86361.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.811 134.331 0.0102902 0.00102673 86360.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.393 133.06 0.0104373 0.00103937 85125.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.35 131.901 0.0102813 0.00102501 86427.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.844 129.766 0.0102796 0.00102491 86442.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.96 127.839 0.0102725 0.00102423 86502.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.108 126.35 0.0102804 0.00102547 86440.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.717 125.564 0.0103771 0.00103644 85646.9 0
: 554 Minimum Test error found - save the configuration
: 554 | 142.262 123.691 0.0103174 0.00102625 86103.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.32 122.632 0.0102839 0.00102419 86395.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.582 120.808 0.0103002 0.00102351 86238 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.851 119.372 0.0102968 0.00102637 86295.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.365 117.673 0.010388 0.00103291 85514.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.559 116.626 0.0102584 0.00102475 86639.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.293 114.973 0.0102707 0.00102428 86520.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.439 113.386 0.0102585 0.00101991 86593.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.059 112.02 0.0102567 0.00102311 86640.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.633 111.019 0.0103125 0.0010399 86275.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.966 110.293 0.0104887 0.00103028 84580.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.512 108.443 0.0103564 0.00104073 85876.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.065 107.425 0.0103126 0.00103207 86202 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.753 105.911 0.0102781 0.00103169 86519.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.227 104.929 0.0103242 0.00102434 86022.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.772 103.545 0.0103685 0.00103205 85685.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.39 101.806 0.0102751 0.00102344 86470.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.98 101.226 0.0102572 0.00102103 86616 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.608 99.7576 0.0103214 0.00104194 86211.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.952 98.4933 0.0103095 0.00104563 86356.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.788 97.1021 0.0102898 0.00103645 86454.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.795 96.2615 0.0103028 0.00102818 86256.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.048 94.9909 0.0103069 0.00102814 86218.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.78 93.745 0.0103775 0.00103783 85656.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.587 92.5775 0.0103443 0.00102624 85854.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.186 91.9202 0.0102816 0.00102357 86411.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.069 90.3863 0.0102676 0.00102337 86540.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.803 89.2811 0.0102551 0.00102288 86652.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.524 88.3797 0.0103639 0.00104113 85811.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.336 87.3319 0.0103715 0.0010506 85828.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.286 86.1427 0.0104657 0.00103371 84817.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.0897 84.9798 0.010318 0.00102671 86102.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.0838 84.2763 0.010275 0.00102294 86467.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.9496 83.1671 0.0102768 0.0010259 86477.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.6736 82.151 0.0102468 0.00102096 86712.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.4914 81.2282 0.0102926 0.00102847 86354.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.2929 80.6628 0.0102682 0.00102635 86562.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.375 79.0317 0.0102654 0.00102412 86568.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.2952 78.853 0.0103923 0.00103412 85486.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.0594 77.3925 0.0103468 0.00104443 85999.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.0291 76.4644 0.0102886 0.00103172 86421.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.943 75.3454 0.0103557 0.00102878 85773.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.0599 75.122 0.0103397 0.00109875 86570.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.0282 73.6198 0.0103662 0.00105219 85891.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.0029 72.8701 0.0102782 0.00102389 86446.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.8125 72.0447 0.0102779 0.00102565 86465.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.972 71.1991 0.0102873 0.00102613 86382.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.2077 70.4239 0.010273 0.00102686 86522.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.1256 69.441 0.010372 0.00102724 85609.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.1632 68.4333 0.0103372 0.00104312 86075.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.1832 67.838 0.0104696 0.00102783 84730 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.4967 67.6793 0.0103177 0.00102809 86117.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.5769 66.6598 0.0102833 0.00102408 86400.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.7249 65.9141 0.0102628 0.00102775 86626.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.8404 64.8257 0.0103597 0.00104547 85890.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.6586 63.8947 0.0103568 0.00103571 85826.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.9482 63.1225 0.0102528 0.00102257 86671.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.0128 62.586 0.0103039 0.0010245 86212.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.2636 61.2652 0.0105288 0.00105006 84399 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.3341 60.8942 0.0103079 0.00104309 86348.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.5428 59.7748 0.0103092 0.00104669 86369.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.8834 59.3902 0.0102941 0.00102686 86325.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.9873 59.0123 0.0102759 0.00102773 86503.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.4114 58.0162 0.0105728 0.0013301 86554.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.2709 57.105 0.0102878 0.0010232 86350.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.5002 56.5906 0.0103448 0.00103177 85900.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.7035 55.5509 0.0102723 0.00102759 86536 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.0243 55.0589 0.0104059 0.0010333 85355.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.2883 54.9697 0.0103087 0.00102762 86196.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.6753 53.6329 0.0103711 0.00105009 85827.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.8743 53.0837 0.0105308 0.00103525 84250.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 61.1646 52.3185 0.0103562 0.00108458 86284.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.9098 51.7023 0.0103259 0.00102803 86041 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.4724 50.9349 0.0102791 0.00102661 86462.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.6715 50.5324 0.0102731 0.00103046 86555.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.9181 49.7433 0.0102949 0.00102991 86346.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.5578 49.0185 0.0103 0.0010302 86301.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.7394 48.9607 0.0103088 0.00107471 86635.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.9943 48.2349 0.0103226 0.00102899 86080.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.3955 47.0077 0.0103278 0.00104264 86159.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.6766 46.7158 0.010303 0.00102781 86251.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.9578 45.8861 0.0103577 0.00103729 85833.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.2855 45.668 0.0102963 0.00102895 86324.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.6733 44.9698 0.0102678 0.00102422 86546.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.133 44.83 0.0102674 0.00102568 86563.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.582 44.167 0.0102801 0.00102667 86454 0
: 640 Minimum Test error found - save the configuration
: 640 | 51.2162 43.9548 0.0102755 0.00102601 86491.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.4529 42.3198 0.0102608 0.00102578 86626.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.6012 42.304 0.0103317 0.00103086 86013.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.1109 41.4004 0.0103475 0.00109258 86440.6 0
: 644 | 48.4645 41.6289 0.0104612 0.00099304 84493.9 1
: 645 Minimum Test error found - save the configuration
: 645 | 48.0237 40.9906 0.0102888 0.00103302 86432.5 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.4698 40.0148 0.0102869 0.00102766 86400.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.6716 39.7825 0.0102626 0.00102328 86586.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.1628 39.3283 0.0103246 0.00102521 86027 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.5413 38.3286 0.0103076 0.00103101 86238.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.0558 37.1331 0.010255 0.00102331 86658.5 0
: 651 | 44.6424 37.6365 0.0108 0.00100348 81662 1
: 652 | 43.9206 37.2322 0.01092 0.00116595 82017.1 2
: 653 Minimum Test error found - save the configuration
: 653 | 43.4595 36.0775 0.0104915 0.00106449 84862.3 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.9857 35.7929 0.0103542 0.00106999 86167.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.2879 35.565 0.0104351 0.00103487 85104.4 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.7881 34.9325 0.0103006 0.00102912 86286 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.2312 34.552 0.010284 0.00102553 86407.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.6715 33.9735 0.0104646 0.00104603 84938.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.27 33.3271 0.0103508 0.00109433 86426.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.8383 32.509 0.0103266 0.001028 86034.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.4893 32.2601 0.0102689 0.00102157 86511.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.8318 30.8936 0.0102505 0.00102408 86707.5 0
: 663 | 38.5969 32.0697 0.0102744 0.0010101 86352.8 1
: 664 Minimum Test error found - save the configuration
: 664 | 38.0153 30.1834 0.0106432 0.00103968 83302.9 0
: 665 | 37.5555 30.8356 0.0102374 0.000993261 86541.4 1
: 666 Minimum Test error found - save the configuration
: 666 | 37.065 29.5467 0.0102701 0.00102335 86517.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.6847 28.9272 0.0102741 0.0010208 86455.5 0
: 668 | 36.2464 28.9664 0.0102632 0.00098881 86258.8 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.8849 27.8121 0.0102959 0.00102325 86275.3 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.2531 27.6961 0.0102624 0.00102315 86587.5 0
: 671 | 34.7442 28.1816 0.0103228 0.00099179 85736 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.4192 26.1283 0.0102547 0.00102572 86683.5 0
: 673 | 34.1354 26.5958 0.01024 0.000990709 86493.5 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.788 25.7708 0.0103165 0.00102603 86110.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.2006 25.1241 0.0102789 0.00102357 86436.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.7232 24.6245 0.010308 0.00102492 86178 0
: 677 | 32.3279 24.6321 0.0102334 0.000988331 86532.9 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.985 24.4153 0.0102827 0.00103054 86466.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.6512 23.8828 0.0102766 0.00102493 86470.6 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.2289 23.7181 0.0102882 0.00102682 86379.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.8353 22.6612 0.0102846 0.0010262 86407.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.4439 22.1317 0.0102623 0.00102417 86597.3 0
: 683 | 29.9789 22.1797 0.0102507 0.000995441 86437.1 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.4749 20.8598 0.0105071 0.00124321 86356.6 0
: 685 | 29.2498 21.7714 0.0102324 0.00099184 86575.1 1
: 686 | 29.1974 22.9448 0.0102187 0.00098909 86677.3 2
: 687 | 28.8312 20.9741 0.0102212 0.000990109 86663.7 3
: 688 Minimum Test error found - save the configuration
: 688 | 28.3192 20.1436 0.010292 0.00102994 86374.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.9554 20.0555 0.0102688 0.00102875 86580 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.6258 19.6097 0.0102812 0.00102531 86431.3 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.2925 18.9159 0.0102931 0.00103218 86384.5 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.8678 18.8242 0.0102588 0.00102248 86614.3 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.4715 18.0806 0.0102911 0.00102906 86374.2 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.0698 17.8696 0.0102998 0.00104207 86414.1 0
: 695 | 25.6358 18.0475 0.0102393 0.000991 86502.6 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.5318 17.5274 0.0102746 0.00102632 86502.8 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.079 17.1149 0.0102731 0.00102854 86537.7 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.7377 16.6056 0.0102726 0.00102721 86530.1 0
: 699 | 24.4003 16.9168 0.0102418 0.000992951 86496.9 1
: 700 Minimum Test error found - save the configuration
: 700 | 24.2055 16.4873 0.0102872 0.00102649 86386.3 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.8553 15.9852 0.0102684 0.00102221 86522.3 0
: 702 | 23.4456 15.9948 0.0102339 0.000989641 86540.1 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.1819 15.492 0.0102816 0.00102589 86432.9 0
: 704 | 22.9458 15.537 0.0102701 0.00098979 86204.1 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.4412 14.8927 0.0104969 0.00103523 84551.6 0
: 706 | 22.1808 15.2116 0.0102414 0.00099178 86490.5 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.9566 14.6235 0.0102687 0.00102672 86561.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.7407 14.3898 0.0102832 0.00102532 86413.3 0
: 709 | 21.5635 14.453 0.0102441 0.000990951 86457.1 1
: 710 | 21.3465 14.4664 0.0102248 0.000989571 86624.8 2
: 711 Minimum Test error found - save the configuration
: 711 | 20.9073 14.1154 0.0102816 0.00102641 86438.2 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.5562 13.4679 0.0102861 0.00103109 86439.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.4135 13.362 0.0102964 0.00102817 86316.4 0
: 714 | 19.9854 13.5432 0.0102737 0.000994149 86211.5 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.667 12.9971 0.0102747 0.00102214 86462.9 0
: 716 | 19.4301 13.0507 0.0102967 0.00099171 85975 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.1856 12.4311 0.0102683 0.00103029 86599 0
: 718 | 18.9091 12.8727 0.0102464 0.00099038 86430 1
: 719 | 18.7243 12.4817 0.0102923 0.000990661 86006.8 2
: 720 Minimum Test error found - save the configuration
: 720 | 18.5759 12.1497 0.0102847 0.00103015 86443.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.1881 12.0641 0.0102893 0.00102785 86379.3 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.9678 11.581 0.0102871 0.00102992 86419.6 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.6425 11.446 0.0102805 0.0010257 86441.6 0
: 724 | 17.5029 11.5983 0.0114274 0.00100032 76723.1 1
: 725 Minimum Test error found - save the configuration
: 725 | 17.2165 11.4154 0.0104602 0.00104554 84973.5 0
: 726 Minimum Test error found - save the configuration
: 726 | 17.054 10.9792 0.0110373 0.00104104 80030.1 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.7379 10.9313 0.0103052 0.00103828 86328.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.534 10.6791 0.0108784 0.00104553 81359.4 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.4308 10.478 0.0103822 0.00103236 85563 0
: 730 | 16.0658 11.5776 0.0102774 0.000994031 86175.2 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.9653 9.8201 0.010289 0.00102485 86354.4 0
: 732 | 15.766 9.84223 0.0102955 0.00103079 86348.9 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.6093 9.48379 0.010346 0.00103041 85877.2 0
: 734 | 15.6451 9.91923 0.0102499 0.0009887 86381.5 1
: 735 | 15.032 9.73261 0.0102697 0.00099168 86225.4 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.9108 9.26373 0.0107387 0.00103982 82483.6 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.5955 9.21275 0.0103309 0.00104678 86168.9 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.4926 9.18108 0.0110124 0.00104791 80285.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.3588 9.15059 0.0112094 0.00104727 78723.6 0
: 740 Minimum Test error found - save the configuration
: 740 | 14.342 8.71432 0.0103376 0.00102701 85924 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.9945 8.63585 0.0111867 0.00103882 78833.9 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.6707 8.36606 0.0103457 0.00103082 85884.2 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.7792 7.96637 0.0102954 0.00104331 86466.9 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.3469 7.60401 0.0103998 0.00112772 86280.8 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.1363 7.53438 0.0111502 0.00104344 79154.7 0
: 746 | 13.2101 9.1176 0.0102743 0.0009999 86259 1
: 747 | 13.0341 7.58042 0.0106841 0.0010021 82627.5 2
: 748 | 12.653 7.56084 0.0106181 0.00099211 83108.2 3
: 749 Minimum Test error found - save the configuration
: 749 | 12.5048 7.22437 0.0102873 0.00103175 86434.7 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.4306 6.86461 0.0102837 0.00103592 86507.3 0
: 751 Minimum Test error found - save the configuration
: 751 | 12.3507 6.85187 0.0103359 0.00103288 85993.5 0
: 752 | 11.9738 7.17415 0.0102504 0.00098907 86380.3 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.7902 6.54104 0.0102894 0.00103155 86413.3 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.6787 6.21025 0.0106917 0.00139445 86046.9 0
: 755 | 11.5959 6.66553 0.0112917 0.00100149 77744 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.6055 6.20545 0.0103533 0.00103572 85859.6 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.6132 5.85695 0.0114254 0.00105563 77147.6 0
: 758 | 11.2948 6.08045 0.0103147 0.000984161 85739.7 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.939 5.78921 0.0102799 0.00102751 86463.9 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.7477 5.16902 0.0104092 0.00103277 85320.1 0
: 761 | 10.6473 5.70719 0.0102268 0.00099236 86632.6 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.7065 5.06119 0.0103016 0.00104473 86422.2 0
: 763 | 10.3362 5.23813 0.0102555 0.00100479 86479.5 1
: 764 Minimum Test error found - save the configuration
: 764 | 10.1791 4.7212 0.0107335 0.00105671 82672.4 0
: 765 | 10.0217 5.54099 0.0102921 0.0009938 86036.9 1
: 766 | 10.022 5.58544 0.0103795 0.000997899 85273.6 2
: 767 | 9.8108 5.05052 0.0112498 0.00100228 78067.8 3
: 768 Minimum Test error found - save the configuration
: 768 | 9.93343 4.67436 0.0103831 0.00103567 85585.4 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.76155 4.44894 0.0103347 0.00104113 86080.7 0
: 770 | 9.41984 4.83083 0.0103264 0.00101062 85875.4 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.32944 4.39507 0.0103618 0.00105504 85958.9 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.10083 4.06573 0.0103197 0.00103231 86138.2 0
: 773 | 9.12616 5.21583 0.0102586 0.00099392 86349.3 1
: 774 | 9.05748 4.82371 0.0102997 0.00099184 85948.7 2
: 775 Minimum Test error found - save the configuration
: 775 | 8.97068 4.06305 0.0103118 0.00104842 86361.4 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.68981 3.93331 0.0113435 0.0010591 77787.8 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.77206 3.86998 0.010338 0.00103129 85959.7 0
: 778 | 8.52443 3.88914 0.0102696 0.00099281 86236.5 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.38116 3.81097 0.0102901 0.00104322 86515.3 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.47815 3.72157 0.0106453 0.0010824 83656.5 0
: 781 Minimum Test error found - save the configuration
: 781 | 8.12565 3.54309 0.0103831 0.00103017 85535 0
: 782 | 7.95197 4.10497 0.0102464 0.00099043 86430.4 1
: 783 | 8.15002 5.05945 0.0105333 0.00100194 83933.7 2
: 784 | 8.18 3.98669 0.0103547 0.000990021 85427.6 3
: 785 | 8.04041 3.55144 0.0105105 0.0009997 84115.1 4
: 786 | 7.69723 3.85897 0.0103062 0.000990921 85880.5 5
: 787 | 7.5557 3.63058 0.0102558 0.000992471 86362.5 6
: 788 Minimum Test error found - save the configuration
: 788 | 7.54212 3.2205 0.010273 0.00103384 86587.9 0
: 789 | 7.33263 3.65315 0.0102666 0.00099405 86275.9 1
: 790 Minimum Test error found - save the configuration
: 790 | 7.34404 3.19876 0.0103028 0.00103244 86296.5 0
: 791 Minimum Test error found - save the configuration
: 791 | 7.1645 2.95135 0.0103125 0.00102655 86151.8 0
: 792 | 7.01945 3.14863 0.0102425 0.00099058 86468.4 1
: 793 | 6.98289 3.21576 0.0103239 0.00099126 85720.6 2
: 794 Minimum Test error found - save the configuration
: 794 | 7.03409 2.76973 0.0102945 0.00103343 86382.7 0
: 795 | 6.74942 2.91077 0.0102991 0.000989409 85931.8 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.63367 2.71877 0.0102927 0.00102578 86328.6 0
: 797 | 6.54478 2.92519 0.0102565 0.000991821 86349.3 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.40553 2.70014 0.0102622 0.00102422 86598.7 0
: 799 Minimum Test error found - save the configuration
: 799 | 6.50941 2.53617 0.01027 0.00102531 86536.5 0
: 800 | 6.37901 3.20315 0.0102359 0.000990819 86532.5 1
: 801 | 6.39464 2.65081 0.0102411 0.000991381 86488.8 2
: 802 | 6.19138 2.59638 0.0102386 0.00099095 86508.4 3
: 803 | 6.40229 2.54231 0.0102961 0.00101243 86172.4 4
: 804 | 6.18412 3.84437 0.0103499 0.000992151 85490.3 5
: 805 Minimum Test error found - save the configuration
: 805 | 6.08538 2.36818 0.0104494 0.00103127 84943 0
: 806 | 6.0111 2.55965 0.0102544 0.00099031 86354.6 1
: 807 Minimum Test error found - save the configuration
: 807 | 5.90303 2.22283 0.0102894 0.00103294 86426.2 0
: 808 Minimum Test error found - save the configuration
: 808 | 5.81377 2.07529 0.0102792 0.00102523 86449.7 0
: 809 | 5.72583 2.40462 0.0102515 0.000991579 86394 1
: 810 | 5.63039 2.30862 0.0102301 0.00098937 86573 2
: 811 | 5.51468 2.4651 0.0102584 0.000990011 86315.1 3
: 812 | 5.5387 2.44125 0.0103081 0.00098934 85848.8 4
: 813 | 5.6409 2.43856 0.0102346 0.000988939 86527.3 5
: 814 | 5.6353 2.45291 0.0102721 0.00099727 86255.1 6
: 815 | 5.48431 2.08665 0.0103512 0.00099527 85507 7
: 816 Minimum Test error found - save the configuration
: 816 | 5.45007 1.97351 0.0103585 0.00104395 85887.1 0
: 817 | 5.28251 2.32268 0.0102662 0.000991012 86251.9 1
: 818 | 5.26394 2.18107 0.0103111 0.000990541 85831.7 2
: 819 | 5.05549 2.05205 0.0103033 0.00099136 85911.1 3
: 820 | 5.10945 2.20999 0.0103067 0.000996111 85923.7 4
: 821 | 5.13102 2.14093 0.0103094 0.00099667 85903.8 5
: 822 Minimum Test error found - save the configuration
: 822 | 4.9455 1.96206 0.0103468 0.00103228 85887.8 0
: 823 | 5.08788 2.52462 0.0102655 0.000989461 86244.1 1
: 824 Minimum Test error found - save the configuration
: 824 | 4.92904 1.71019 0.0105268 0.00114559 85276.5 0
: 825 | 4.75996 2.06615 0.0102392 0.00099155 86508.5 1
: 826 | 4.78242 2.62344 0.0102536 0.00099013 86360.3 2
: 827 | 4.67112 1.85144 0.0102723 0.00099056 86191 3
: 828 | 4.50403 1.7855 0.0102887 0.00098984 86032.2 4
: 829 | 4.44063 1.98076 0.0102408 0.000991952 86497.4 5
: 830 | 4.59113 1.82789 0.0102623 0.00100212 86391.6 6
: 831 | 4.31815 2.00355 0.0102415 0.00099211 86492.5 7
: 832 | 4.30558 1.88853 0.0102459 0.00099066 86437.3 8
: 833 | 4.25445 2.09076 0.010264 0.000991211 86274.2 9
: 834 Minimum Test error found - save the configuration
: 834 | 4.25525 1.57512 0.0104918 0.00106191 84836.7 0
: 835 | 4.07244 1.91558 0.0102426 0.000990341 86465.3 1
: 836 | 4.07861 1.83627 0.0102514 0.00098743 86356.3 2
: 837 | 3.96821 1.69094 0.0102412 0.000991869 86492.3 3
: 838 | 4.09573 1.72363 0.0102454 0.00099077 86442.8 4
: 839 | 4.22065 1.72795 0.0102369 0.00099009 86516.4 5
: 840 Minimum Test error found - save the configuration
: 840 | 3.86534 1.48324 0.0102747 0.00102964 86533.1 0
: 841 | 3.89549 1.54351 0.0102402 0.00098962 86480.8 1
: 842 | 3.97634 2.3707 0.0102537 0.000989769 86356.5 2
: 843 | 4.15535 1.67057 0.01027 0.0009899 86205.9 3
: 844 | 3.7417 1.62985 0.0103901 0.00101259 85310.2 4
: 845 | 3.74101 1.63039 0.0103342 0.000994421 85655 5
: 846 Minimum Test error found - save the configuration
: 846 | 3.85351 1.41951 0.0102845 0.00102997 86444.6 0
: 847 | 3.71527 2.12194 0.0102471 0.000988871 86409.7 1
: 848 | 3.68849 1.89112 0.0102497 0.00099066 86402.1 2
: 849 | 3.60932 1.92499 0.010251 0.000990531 86388.3 3
: 850 | 3.61235 1.64382 0.0102539 0.000996069 86413.1 4
: 851 Minimum Test error found - save the configuration
: 851 | 3.55214 1.40469 0.010274 0.00102703 86514.5 0
: 852 | 3.51003 2.29851 0.0102693 0.0009913 86225.8 1
: 853 | 3.51874 1.83457 0.0103283 0.0010345 86079.3 2
: 854 | 3.58883 1.569 0.0102749 0.000990621 86167.5 3
: 855 | 3.57815 2.18658 0.0102554 0.00099752 86413.3 4
: 856 | 3.61031 1.97355 0.0102494 0.00099445 86439.9 5
: 857 | 3.34856 1.92439 0.0102409 0.00098999 86478.4 6
: 858 | 3.34899 1.75903 0.0102405 0.000990721 86488.8 7
: 859 | 3.28565 1.62486 0.0102577 0.00098963 86317.7 8
: 860 | 3.16307 1.6352 0.0102534 0.00099269 86386.3 9
: 861 | 3.11062 1.74893 0.010248 0.000985421 86369.2 10
: 862 | 3.18351 1.54592 0.010245 0.000991261 86451.3 11
: 863 | 3.01833 1.60978 0.0103108 0.00099021 85831.8 12
: 864 | 3.11577 1.52311 0.0102797 0.00100107 86219.9 13
: 865 | 2.99128 1.7367 0.0103207 0.000990541 85743.7 14
: 866 | 3.0148 2.05564 0.0102504 0.000990569 86394.6 15
: 867 | 3.14578 1.43173 0.0102559 0.000990131 86339.7 16
: 868 | 2.95993 1.72008 0.0102414 0.00099116 86483.9 17
: 869 Minimum Test error found - save the configuration
: 869 | 2.91985 1.38606 0.0102905 0.00103125 86399.9 0
: 870 | 2.86824 1.43545 0.010261 0.00099131 86302.6 1
: 871 | 2.86278 1.82106 0.0102377 0.000990391 86511.9 2
: 872 | 3.09041 1.76044 0.0102758 0.000991501 86167.4 3
: 873 | 3.05529 1.54018 0.0103217 0.000990621 85734.7 4
: 874 | 2.91743 2.14368 0.0102663 0.000990619 86247.5 5
: 875 | 2.77345 1.51955 0.0102535 0.00099173 86376.8 6
: 876 | 2.6725 1.53253 0.0102897 0.000997961 86097.7 7
: 877 | 2.69843 1.83684 0.0102691 0.000991261 86226.7 8
: 878 | 2.77785 2.24138 0.0102441 0.000993869 86484.3 9
: 879 | 2.84779 2.05101 0.0102485 0.000989689 86404 10
: 880 | 2.77985 2.61186 0.0102497 0.0009897 86392.9 11
: 881 | 2.87892 1.45352 0.0102561 0.000993581 86369.2 12
: 882 | 2.64994 2.38951 0.0102475 0.00099413 86455.4 13
: 883 | 2.72596 1.65093 0.0103747 0.00099172 85260.4 14
: 884 | 2.54857 1.53371 0.010334 0.0009919 85633.5 15
: 885 | 2.51609 1.50515 0.0103351 0.00099059 85611.8 16
: 886 | 2.55147 2.02723 0.0102458 0.000991532 86446.5 17
: 887 | 2.60964 1.69774 0.0102376 0.000990031 86508.9 18
: 888 | 2.63735 1.93389 0.010237 0.0009894 86509.3 19
: 889 | 2.76522 2.53091 0.0102445 0.00099168 86460.5 20
: 890 | 2.64232 1.79393 0.0102931 0.00099159 86007.6 21
:
: Elapsed time for training with 1000 events: 9.17 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: 0.816 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.155 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= 3.32706e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10093e+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: 0.0303 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: 0.0357 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: 0.00132 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: 0.0943 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: 0.886 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: 0.0207 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00318 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: 0.0375 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.005 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: 0.0022 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0012 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: 0.0954 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0115 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: 0.891 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.824 -0.125 4.99 1.43 | 3.219 3.236
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.194 -0.0932 1.54 1.02 | 3.380 3.376
: 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.