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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.255 sec
: Elapsed time for training with 1000 events: 0.258 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00262 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: 0.000789 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00406 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: 0.000194 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000303 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 = 31508.7
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33079.7 31133.1 0.0104989 0.00103734 84552.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32579.4 30542.7 0.010027 0.00101851 88805.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31844.4 29884.8 0.010147 0.00100924 87548.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31112.9 29275.2 0.0101779 0.0010077 87239 0
: 5 Minimum Test error found - save the configuration
: 5 | 30402.2 28602.5 0.0102263 0.00100828 86786.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29634.2 27732.8 0.0103099 0.00102833 86192.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28890.7 27045.9 0.0102073 0.00100454 86930.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28390.8 26652.1 0.0100952 0.001064 88582.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28028.4 26325.3 0.0101416 0.000996467 87478.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27705.9 26022.3 0.0103111 0.000995616 85878.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27399.4 25738.7 0.0104636 0.00103518 84849.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27109.1 25467.2 0.0100954 0.00101526 88104.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 26830.1 25204.4 0.0105075 0.00118117 85778.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26562.2 24946.2 0.0100796 0.000990855 88020.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26296.4 24698.7 0.0100753 0.000987215 88027.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 26039.5 24457.1 0.0101822 0.000990374 87033.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25788.4 24220.2 0.0101864 0.00100206 87105.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25545 23984.1 0.0101387 0.00101596 87692.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25300.7 23756.1 0.0100857 0.000988285 87937.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25063.9 23531 0.0106845 0.00100411 82641.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24829.9 23310.2 0.0101126 0.00103587 88137.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24601 23091.4 0.0102916 0.00110259 87060.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24373.2 22877.7 0.0105645 0.00108024 84350.6 0
: 24 Minimum Test error found - save the configuration
: 24 | 24151.7 22664.4 0.0106346 0.000989185 82941.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 23929.2 22457.3 0.0113821 0.00115507 78224.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23712.8 22251.3 0.0101955 0.00104146 87392.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23496.2 22050.7 0.010284 0.00103492 86494.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23286.4 21849.2 0.0101529 0.00101663 87563 0
: 29 Minimum Test error found - save the configuration
: 29 | 23078.8 21647.8 0.0102933 0.00100285 86109.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22868.1 21454.4 0.0103823 0.00100745 85335.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22665.3 21260.6 0.0102222 0.0010298 87028.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22460.4 21073 0.0102887 0.00101943 86306.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22264.4 20881.5 0.0101158 0.000996045 87722 0
: 34 Minimum Test error found - save the configuration
: 34 | 22066.1 20693.3 0.0103334 0.000997805 85693.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21868.1 20510.9 0.0103095 0.00100193 85951.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21676.4 20327.8 0.0102125 0.000995775 86799.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21484.9 20147 0.0101579 0.000993345 87292.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21295.5 19968.6 0.0102075 0.000996225 86850 0
: 39 Minimum Test error found - save the configuration
: 39 | 21109.3 19790.4 0.0103572 0.00105572 86008.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20922.3 19616.7 0.0101789 0.00101834 87331.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20738.7 19445.1 0.0102792 0.00101962 86396.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20560.5 19270.1 0.0103422 0.00103317 85938.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20376.8 19101.6 0.010187 0.00100235 87102.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20198.9 18930.3 0.0103127 0.00102154 86103.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 20018.5 18759.2 0.0102025 0.00100804 87009.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19844.5 18592.3 0.0102823 0.0010121 86297.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19667.6 18432.2 0.0103963 0.00104106 85513.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19493.9 18269.2 0.0105151 0.00102548 84302.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19324.1 18101.1 0.0103267 0.00102074 85966.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19154.1 17943.6 0.0107974 0.00100899 81729.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18984.6 17785.8 0.0102159 0.00100475 86851.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18817.6 17623.3 0.0104432 0.00103939 85071.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18649.1 17472.3 0.0104228 0.00105555 85404.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18487.2 17312.8 0.0103778 0.00101193 85416.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18321.4 17157.1 0.0103176 0.00106827 86493.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18160.6 17001.6 0.0105024 0.00105364 84667.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 17998.5 16849.3 0.0112489 0.00101833 78196.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17838.3 16694.3 0.01032 0.00103173 86130.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17680.1 16541.9 0.0103131 0.00101617 86050.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17520.2 16393.7 0.0104421 0.00106508 85314.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17365.7 16244.9 0.0104622 0.00102119 84736.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17209.6 16096.2 0.0103967 0.00108269 85892.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17055.2 15953.1 0.0103517 0.00101898 85719.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 16902.4 15805.7 0.0102354 0.00101646 86778.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16751.9 15661.6 0.0102258 0.00101275 86833.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16600.9 15519.9 0.0101942 0.00100946 87101 0
: 67 Minimum Test error found - save the configuration
: 67 | 16452.2 15377.7 0.0103617 0.00106583 86059.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16305.6 15236.3 0.0102788 0.00101785 86384.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16156.6 15100.8 0.0103759 0.00101752 85485.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 16013.1 14964.1 0.0102452 0.00102475 86764 0
: 71 Minimum Test error found - save the configuration
: 71 | 15871 14827.7 0.0104347 0.00105029 85248 0
: 72 Minimum Test error found - save the configuration
: 72 | 15727.6 14693.6 0.0104566 0.00110475 85544.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15586.6 14561.3 0.0105897 0.00106457 83988.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15448.5 14429.2 0.0109321 0.00102347 80737.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15309 14298.3 0.0103144 0.00101622 86038.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15172.9 14167.9 0.0102235 0.00101962 86920.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15035.8 14040.7 0.0103558 0.00101789 85672.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 14902.1 13913.4 0.0102452 0.0010195 86714.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14768.6 13787.3 0.0102552 0.00102051 86629.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14636.6 13661.8 0.0105805 0.00105295 83966.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14503.2 13541.4 0.0102863 0.00101827 86318.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14375.9 13418 0.0103468 0.00107162 86251.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14247.4 13295.2 0.0103422 0.00103261 85932.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14118.4 13176.1 0.0103483 0.00104574 85997.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 13992.1 13057.1 0.0103216 0.00105125 86296.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13868.2 12937.2 0.0104208 0.00117603 86535.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13740.9 12822.8 0.0105225 0.00105211 84474 0
: 88 Minimum Test error found - save the configuration
: 88 | 13620.4 12705.4 0.010336 0.0010271 85939.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13496.8 12591.3 0.0107603 0.001026 82183.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13376.8 12476.4 0.0102364 0.0010206 86807.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13256.1 12363.8 0.0106963 0.00145085 86529.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 13137.8 12251 0.0107362 0.0010491 82583.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 13019.4 12140 0.010321 0.00102993 86103.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12901.7 12031.3 0.010299 0.00102629 86274.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12787.4 11921 0.0103056 0.00101905 86145.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12670.6 11814.8 0.0104468 0.00103253 84977.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12558.5 11706.9 0.0102831 0.00101899 86355.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12444.6 11601.5 0.010574 0.00106994 84174.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12333.5 11495.9 0.0103716 0.00101983 85545 0
: 100 Minimum Test error found - save the configuration
: 100 | 12221.3 11393.3 0.010315 0.00101822 86051.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12113.2 11288.9 0.0102669 0.00102431 86555.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12004.3 11185.3 0.0104413 0.00109253 85572.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11894.6 11085.4 0.0103301 0.00104538 86162.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11787.5 10986.3 0.0103715 0.00102721 85614 0
: 105 Minimum Test error found - save the configuration
: 105 | 11683.3 10885.5 0.0102851 0.00101917 86337.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11576.6 10787.5 0.0104215 0.00103414 85220.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11473.3 10689.1 0.0102867 0.00101863 86317.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11369.8 10592 0.0103497 0.00102573 85800.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11266.7 10496.6 0.0104107 0.00102223 85210.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11165.2 10401.9 0.0107981 0.00120562 83398.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11064.5 10307.6 0.0104842 0.00102523 84575.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 10965.2 10213.8 0.0103377 0.0010406 86048 0
: 113 Minimum Test error found - save the configuration
: 113 | 10866.8 10120.2 0.010285 0.0010194 86340.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10767 10029.6 0.0102828 0.00104144 86567.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10671.1 9937.38 0.0102877 0.00101924 86314.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10575 9845.99 0.0102341 0.00101711 86796.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10478.6 9757.18 0.0102575 0.00102874 86685.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10382.9 9669.65 0.0103189 0.00102358 86064.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10289.6 9582.45 0.010303 0.00103535 86321.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10196 9496.94 0.0104415 0.00103626 85059.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10105.1 9409.62 0.0103372 0.00102834 85939.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10012.9 9324.45 0.0104408 0.00109318 85583.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 9923.82 9237.46 0.0103991 0.0010661 85717.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9832.39 9153.87 0.0103272 0.0010468 86203.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9742.49 9072.27 0.0102768 0.00102739 86492.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9656.15 8988.32 0.0104086 0.0010321 85319.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9566.25 8908.74 0.0109237 0.00105313 81049 0
: 128 Minimum Test error found - save the configuration
: 128 | 9480.95 8827.32 0.0103996 0.00102648 85350.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9396.17 8745.02 0.0104576 0.00102972 84854.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9309.98 8664.74 0.0103455 0.00103648 85938.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9225.64 8585.37 0.0102579 0.00101965 86596.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9140.87 8506.93 0.0104339 0.00107318 85463.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9058.37 8429.99 0.0102966 0.00103626 86390.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 8976.25 8352.45 0.0102635 0.00101688 86518.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8894.51 8275.89 0.0102686 0.00101917 86492 0
: 136 Minimum Test error found - save the configuration
: 136 | 8814.61 8198.75 0.0103023 0.00102511 86232.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8733.78 8123.79 0.0104239 0.00103733 85227.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8654.44 8048.92 0.0105571 0.00124645 85923.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8574.05 7977.99 0.0104418 0.00103369 85032.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8497.69 7904.45 0.0103335 0.00102337 85928 0
: 141 Minimum Test error found - save the configuration
: 141 | 8420.47 7832.15 0.010338 0.00107277 86344.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8342.29 7761.85 0.0103926 0.0010658 85774.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8267.03 7691.58 0.0106093 0.00104842 83674.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8193.92 7617.84 0.0104002 0.00111352 86145.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8116.24 7549.87 0.0103836 0.00105075 85718.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8044.3 7479.47 0.0104626 0.0010325 84835 0
: 147 Minimum Test error found - save the configuration
: 147 | 7970.34 7410.39 0.0103879 0.00102801 85470.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7897.17 7342.48 0.0103872 0.00104034 85590.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7825.02 7275.35 0.0104509 0.00103136 84929.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7754.97 7207.21 0.0103085 0.00102256 86151.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7682.64 7140.9 0.0103874 0.00103312 85522 0
: 152 Minimum Test error found - save the configuration
: 152 | 7613.64 7074.92 0.0104361 0.0010471 85205.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7543.46 7009.57 0.0102993 0.00102903 86297.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 7474.65 6945 0.0103069 0.00102152 86157.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7405.65 6882.3 0.0103008 0.00102061 86205.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7338.17 6819.72 0.0104109 0.00102973 85276.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7272.42 6756.31 0.0103442 0.00104229 86004.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7204.21 6694.81 0.0103062 0.00102134 86161.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7139.73 6632.98 0.0103283 0.00104085 86138 0
: 160 Minimum Test error found - save the configuration
: 160 | 7074.65 6570.52 0.010363 0.00106044 85997.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7008.21 6512.17 0.0104258 0.00105452 85367.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 6945.72 6450.13 0.0103786 0.00108831 86111.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6882.05 6389.54 0.0103735 0.00105795 85877.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6817.94 6331.24 0.01037 0.0010631 85957.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6756.63 6273 0.0103105 0.00103218 86222.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6694.4 6213.04 0.0105251 0.00106587 84573.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6632.17 6158.01 0.0104018 0.00103806 85435.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6571.9 6100.41 0.0103461 0.00102844 85858.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6512.41 6042.39 0.0104458 0.0010309 84971.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6451.23 5987.72 0.0104503 0.00109293 85493.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6392.88 5931.76 0.0103434 0.00102617 85862.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 6333.79 5877.51 0.0103663 0.00105396 85907.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6276.56 5820.77 0.0103059 0.00102448 86193.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6218.24 5768.13 0.0103681 0.00104853 85840.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6161.31 5712.9 0.0103899 0.00103035 85473.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6104.4 5660.22 0.0104025 0.00104246 85469.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6048.56 5607.23 0.0106603 0.00102833 83056.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 5993.49 5553.78 0.0103608 0.00103637 85796.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 5937.11 5501.97 0.0103662 0.00103035 85690.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5882.35 5452.17 0.0103794 0.00105218 85770.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5829.63 5400.09 0.0104337 0.00105893 85335 0
: 182 Minimum Test error found - save the configuration
: 182 | 5774.71 5350.74 0.0104113 0.00106327 85579.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5722.04 5299.75 0.0105493 0.00106668 84364.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5669.11 5251.31 0.0104497 0.00104236 85040.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5617.65 5200.68 0.0108779 0.00104239 81338.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5564.99 5153.21 0.0106134 0.00103303 83503.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5513.89 5105.79 0.0103873 0.00102662 85464 0
: 188 Minimum Test error found - save the configuration
: 188 | 5463.13 5057.76 0.0104513 0.00106915 85267.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5412.93 5010.58 0.0105813 0.00105491 83976.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5362.65 4963.75 0.0104487 0.00105505 85163.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5313.89 4917.58 0.0104057 0.00104502 85464 0
: 192 Minimum Test error found - save the configuration
: 192 | 5264.32 4871.84 0.0104255 0.00106961 85508 0
: 193 Minimum Test error found - save the configuration
: 193 | 5216.13 4825.75 0.0104916 0.00107059 84916.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5167.95 4781.06 0.0104177 0.00105236 85421.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5120.15 4736.71 0.0104512 0.00104619 85061.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5073.2 4691.61 0.0105006 0.00104374 84594.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5026.85 4647.85 0.0104555 0.00106141 85159.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 4979.95 4605.09 0.0104887 0.00107883 85016.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4933.66 4562.89 0.0104541 0.00106779 85230.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4889.2 4519.67 0.0104271 0.00105061 85320.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4844.06 4476.75 0.0104142 0.00105888 85512.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4798.72 4435.82 0.0105625 0.00105661 84158.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4755.18 4394.45 0.0103863 0.00103093 85512.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4711.59 4352.78 0.0103718 0.0010329 85662.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4667.47 4312.81 0.0103887 0.00102932 85475.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4625.26 4272.1 0.0104422 0.00102776 84975.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4581.69 4233.2 0.0103351 0.00103773 86045.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4540.27 4194.25 0.010311 0.00102997 86197 0
: 209 Minimum Test error found - save the configuration
: 209 | 4499.01 4154.36 0.0104593 0.00105063 85027.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4456.61 4116.54 0.010389 0.00102483 85432.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4417.25 4077.32 0.0104602 0.00102468 84786.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4375.45 4039.42 0.0103988 0.00105248 85595.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4335.86 4001.69 0.0102956 0.00102421 86286.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4295.47 3964.67 0.0103131 0.00102043 86089.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4256.83 3927.42 0.0103339 0.00102121 85904.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4216.77 3891.73 0.010316 0.00102632 86117.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4178.62 3855.78 0.010327 0.00102338 85988.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4141.61 3818.11 0.0103063 0.00102655 86209.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4102.21 3782.98 0.010348 0.00102748 85832.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4065.24 3747.59 0.0103315 0.00102972 86005.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4027.62 3713.55 0.0103012 0.00103165 86304.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3991.11 3680.31 0.0103477 0.00103908 85941.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3955.3 3644.29 0.0103065 0.00102405 86184.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3918.61 3610.5 0.0102849 0.00102312 86376.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3883.44 3576.69 0.0103066 0.00102545 86195.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3847.14 3543.17 0.0106036 0.0010422 83669.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3812.8 3509.63 0.0103179 0.00102421 86079.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3777.28 3477.79 0.0103206 0.00102447 86057.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3742.97 3446.19 0.0104481 0.00104396 85068.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3709.53 3413.85 0.0104375 0.00109465 85627.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3675.42 3382.09 0.0103556 0.00103299 85812.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3642.34 3350.67 0.0103965 0.0010491 85585.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3608.75 3320.07 0.0103784 0.00103247 85598.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3575.91 3289.69 0.0104649 0.00103664 84851.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3544.43 3258.09 0.0103643 0.00102144 85626.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3511.46 3228.07 0.0103246 0.00102666 86040.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3479.4 3198.62 0.0103243 0.00102222 86002 0
: 238 Minimum Test error found - save the configuration
: 238 | 3448.46 3168.11 0.0103587 0.00105108 85951.2 0
: 239 Minimum Test error found - save the configuration
: 239 | 3417.04 3138.77 0.0103226 0.00103005 86090.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3385.49 3109.88 0.0104381 0.00102583 84995.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3355.14 3080.83 0.0103777 0.00102569 85543.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3325.19 3051.64 0.0103719 0.00104362 85760.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3294.27 3023.58 0.0103521 0.00102479 85770 0
: 244 Minimum Test error found - save the configuration
: 244 | 3264.49 2996.03 0.0103277 0.00102217 85970.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3235.17 2967.77 0.0103633 0.00102885 85703.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3205.57 2940.84 0.0104973 0.0010434 84621 0
: 247 Minimum Test error found - save the configuration
: 247 | 3176.59 2913.19 0.0103093 0.00102658 86181.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3147.66 2886.05 0.0103734 0.00105776 85877.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3118.59 2860.05 0.0104409 0.0010351 85054.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3091.27 2833.08 0.0104193 0.00103677 85265 0
: 251 Minimum Test error found - save the configuration
: 251 | 3063.33 2807.44 0.0103154 0.00102348 86096.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3035.25 2780.73 0.010369 0.00104671 85815.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3007.86 2754.5 0.0103625 0.0010295 85717.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2980.8 2728.41 0.0102787 0.00102211 86425 0
: 255 Minimum Test error found - save the configuration
: 255 | 2952.52 2704.86 0.0105332 0.00104726 84335.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2926.76 2679.3 0.0103648 0.0010291 85692.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2900.19 2655.01 0.0104646 0.00103319 84823.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2873.92 2630.11 0.0103834 0.0010306 85536 0
: 259 Minimum Test error found - save the configuration
: 259 | 2848.32 2605.33 0.0104226 0.0010233 85112.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2822.4 2581.01 0.0103586 0.00103005 85758.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2796.53 2558.3 0.0103335 0.00102722 85963 0
: 262 Minimum Test error found - save the configuration
: 262 | 2771.4 2535.59 0.0103334 0.00104068 86088.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2746.74 2511.75 0.0103369 0.00102706 85930.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2721.97 2487.55 0.0103647 0.00102915 85693.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2697.22 2464.73 0.0103616 0.00102672 85700.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2673.48 2441.85 0.0104986 0.00103306 84517.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2649.11 2419.34 0.0103388 0.00102215 85867.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2624.46 2397.31 0.0104237 0.00103714 85228.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2601.51 2374.83 0.010463 0.00104422 84936.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2576.88 2353.59 0.0103241 0.001026 86038.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2553.76 2331.57 0.0104303 0.00104246 85216.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2530.79 2310.19 0.0103546 0.0010432 85915.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2508.08 2288.62 0.0102963 0.0010275 86310.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2484.72 2268.29 0.0103431 0.00102918 85893 0
: 275 Minimum Test error found - save the configuration
: 275 | 2462.29 2247.9 0.0103608 0.00102514 85692.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2440.58 2227.01 0.0103524 0.00102205 85741.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2418.11 2206.39 0.0102929 0.00102207 86292.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2396.01 2186.69 0.0103299 0.00103173 86038.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2374.63 2166.01 0.0103362 0.00102889 85954 0
: 280 Minimum Test error found - save the configuration
: 280 | 2353.06 2146.14 0.0103248 0.00102675 86039.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2332.08 2125.88 0.0103215 0.00102486 86053 0
: 282 Minimum Test error found - save the configuration
: 282 | 2309.64 2106.86 0.0103477 0.00104245 85973.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2289.11 2087.63 0.0102844 0.00102273 86377.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2268.28 2068.08 0.0103002 0.00102034 86208.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2247.03 2049.73 0.0103155 0.00102575 86116.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2226.95 2031.1 0.0103303 0.00102449 85968 0
: 287 Minimum Test error found - save the configuration
: 287 | 2206.85 2011.98 0.0103069 0.00102151 86157.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2186.17 1993.27 0.0103283 0.0010307 86043.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2165.8 1975.37 0.0104308 0.0010339 85134.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2146.04 1957.67 0.010333 0.0010412 86097.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2126.48 1940.04 0.0103386 0.00102545 85899.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2106.98 1921.86 0.0103919 0.00104758 85613.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2088.06 1903.95 0.0103466 0.00103144 85882 0
: 294 Minimum Test error found - save the configuration
: 294 | 2067.91 1887.25 0.0103292 0.00102862 86016.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2049.31 1869.38 0.010342 0.00103067 85917 0
: 296 Minimum Test error found - save the configuration
: 296 | 2030.19 1852.34 0.010331 0.00102812 85995.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2012.02 1834.68 0.0103391 0.001027 85909.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 1992.57 1818.14 0.0103328 0.00103373 86030.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1974 1802.05 0.0103767 0.00103784 85663.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1956 1785.42 0.0103573 0.00103067 85776.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1937.59 1769.27 0.0103378 0.00102666 85918.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1919.64 1753.09 0.0103536 0.00104667 85957.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1902.11 1736.84 0.0104488 0.00103379 84971 0
: 304 Minimum Test error found - save the configuration
: 304 | 1883.49 1721.67 0.0103551 0.00102856 85776.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1866.64 1705.83 0.0103506 0.00103037 85835 0
: 306 Minimum Test error found - save the configuration
: 306 | 1849.36 1689.89 0.0103436 0.0010269 85866.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1831.55 1674.73 0.0103711 0.00104259 85759 0
: 308 Minimum Test error found - save the configuration
: 308 | 1815.12 1658.99 0.0103395 0.00102469 85884.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1797.72 1643.42 0.0104303 0.00103576 85155.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1780.74 1628.37 0.010333 0.00103392 86030.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1764.06 1613.73 0.0103174 0.00102272 86070.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1747.14 1599.03 0.0103603 0.00104845 85911.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1730.69 1584.36 0.0103398 0.00102771 85910.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1714.43 1569.96 0.0103435 0.00102756 85873.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1698.15 1555.93 0.0103405 0.00102841 85909.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1682.05 1542.05 0.0103426 0.00102772 85883.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1666.57 1527.36 0.0103447 0.00102782 85865.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1650.32 1513.5 0.0103358 0.00102581 85929.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1634.96 1499.09 0.0103478 0.00102614 85821.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1619.26 1486.15 0.010359 0.00102808 85736.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1603.7 1472.25 0.0103545 0.00102831 85779.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1588.42 1458.98 0.0103689 0.00104914 85839.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1573.52 1445.06 0.0103662 0.00103395 85724.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1558.16 1431.85 0.0103557 0.00105231 85990.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1543.72 1418.12 0.0103629 0.001042 85828.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1528.37 1405.71 0.0103302 0.00102386 85962.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1513.7 1392.79 0.0103402 0.00103183 85944.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1499.67 1379.63 0.0103322 0.00102619 85966.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1484.96 1366.96 0.0104253 0.00103601 85203.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1470.83 1354.38 0.0103582 0.0010294 85755.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1457.11 1341.42 0.0103092 0.00102697 86186.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1442.47 1329.63 0.0103545 0.00104489 85932.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1428.74 1317.28 0.0103643 0.00104526 85845.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1415.32 1304.93 0.0103381 0.00103541 85996.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1401.73 1292.56 0.0103289 0.00102483 85983.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1387.7 1281.29 0.0103694 0.00103121 85669.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1374.75 1269.17 0.0103386 0.00102674 85912.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1361.22 1257.71 0.0103305 0.00102713 85990 0
: 339 Minimum Test error found - save the configuration
: 339 | 1348.53 1245.81 0.0103278 0.00102689 86013.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1335.3 1234.14 0.0103338 0.00102333 85925.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1322.57 1222.51 0.0103239 0.00102646 86045.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1309.63 1211.09 0.010384 0.00104444 85657.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1296.97 1199.94 0.0103317 0.00102577 85966.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1284.74 1188.53 0.0103271 0.00103066 86054.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1272.4 1177.21 0.0103624 0.00103031 85725.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1259.57 1166.31 0.0103316 0.00102691 85978.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1247.35 1155.86 0.0103396 0.00102744 85909.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1236.02 1144.36 0.0103295 0.00102726 86000.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1223.8 1134.68 0.0104602 0.00103316 84862 0
: 350 Minimum Test error found - save the configuration
: 350 | 1212.08 1123.05 0.0103437 0.00102864 85882.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1199.84 1112.89 0.0103456 0.0010413 85981.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1188.33 1102.26 0.0106129 0.0010574 83721.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1176.76 1091.97 0.0103626 0.00103581 85774 0
: 354 Minimum Test error found - save the configuration
: 354 | 1165.49 1081.81 0.0103356 0.00103386 86005.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1154.32 1071.46 0.0103493 0.00103911 85927.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1142.74 1061.28 0.0103299 0.0010247 85973.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1131.76 1051.33 0.0103336 0.00102526 85944 0
: 358 Minimum Test error found - save the configuration
: 358 | 1121.35 1041.27 0.0103327 0.00102696 85968.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1109.61 1031.95 0.0103364 0.0010256 85922 0
: 360 Minimum Test error found - save the configuration
: 360 | 1099.14 1021.72 0.0103234 0.00102366 86024.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1088.41 1012.45 0.0103436 0.00102991 85895 0
: 362 Minimum Test error found - save the configuration
: 362 | 1077.78 1002.59 0.0103898 0.00104367 85597 0
: 363 Minimum Test error found - save the configuration
: 363 | 1067.32 992.725 0.0103681 0.00102989 85669.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1056.8 983.335 0.0103645 0.00102826 85687.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1046.49 974.34 0.0103555 0.00102797 85767.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1036.16 965.469 0.0103498 0.00102838 85823.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1026.3 955.862 0.0103374 0.00103032 85956.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1016.13 946.825 0.0104314 0.00104307 85212.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1006.29 937.529 0.0104867 0.00103973 84682.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 996.388 928.516 0.0103551 0.00102856 85776.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 986.719 919.571 0.010367 0.00103877 85760.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 976.882 910.743 0.0104039 0.00105792 85598.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 967.862 901.701 0.010342 0.00103077 85917.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 957.665 893.402 0.0103816 0.00103016 85547.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 948.696 884.44 0.0103822 0.00102647 85508.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 938.943 875.951 0.0103406 0.00103469 85966.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 929.904 867.499 0.0103263 0.00102794 86036.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 920.922 858.697 0.0103466 0.00103001 85868.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 911.634 850.778 0.0103402 0.00102647 85894.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 902.451 842.818 0.0103249 0.00102637 86034.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 893.944 834.603 0.0103803 0.00102702 85531.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 885.272 826.21 0.0103775 0.0010437 85709.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 875.951 818.42 0.0103326 0.00102808 85979.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 867.546 810.896 0.0103442 0.00102483 85842.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 859.081 802.299 0.0103381 0.00102815 85929.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 850.286 794.47 0.0103593 0.00103728 85818.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 842.104 786.602 0.0103442 0.00102636 85857.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 833.658 779.011 0.0103337 0.00102421 85933.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 825.254 771.092 0.0104556 0.00104214 84985.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 817.321 763.348 0.0103426 0.00102731 85880.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 808.995 755.645 0.0103265 0.00102761 86031.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 800.914 748.478 0.0103713 0.00104416 85770.9 0
: 393 Minimum Test error found - save the configuration
: 393 | 792.72 740.893 0.0103699 0.00103032 85657.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 784.927 733.625 0.010379 0.00103878 85651.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 776.925 726.349 0.010531 0.00103312 84229.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 769.427 719.502 0.0103412 0.0010259 85880.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 761.673 712.021 0.0103427 0.00102293 85838.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 754.045 704.608 0.0103514 0.00102797 85805.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 746.327 697.675 0.0103674 0.001028 85658.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 738.744 690.798 0.0104123 0.00102714 85241.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 731.498 683.676 0.0103702 0.00102958 85647.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 724.049 676.734 0.0104216 0.0010475 85341.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 717.037 670.291 0.01037 0.00103038 85656.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 709.655 663.098 0.0103644 0.0010343 85743.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 702.543 656.21 0.0104082 0.00103195 85321.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 695.054 649.814 0.0103798 0.00102808 85545.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 688.26 643.191 0.0103585 0.0010246 85709.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 681.067 636.48 0.0103497 0.00102582 85801.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 674.595 630.169 0.0107917 0.00104699 82096.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 667.87 624.531 0.0104141 0.00103264 85274.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 660.796 617.452 0.0103876 0.00102864 85479.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 654.033 610.818 0.0104937 0.00105919 84795.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 647.628 604.344 0.0104 0.00103763 85448.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 640.559 598.228 0.0103944 0.00103542 85479.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 634.294 591.986 0.0107027 0.00104313 82819.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 627.609 585.867 0.0106854 0.00107278 83223.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 621.134 579.712 0.0109958 0.00106098 80524.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 615.055 573.488 0.0109791 0.00130107 82661.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 608.549 567.746 0.0112542 0.00107083 78559.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 602.044 562.269 0.0116927 0.00104495 75133.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 596.152 556.043 0.013806 0.00176276 66427.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 590.27 550.163 0.0123055 0.0010669 71183.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 583.671 544.298 0.010395 0.00103024 85426.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 577.825 538.765 0.0103902 0.00103517 85515.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 572.056 532.896 0.0104839 0.00103876 84699.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 566.075 527.455 0.0104252 0.00103699 85213.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 560.282 521.647 0.0103964 0.00103238 85433.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 554.306 516.515 0.0105207 0.00105217 84490.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 548.645 510.734 0.0103793 0.00102922 85560.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 542.863 505.639 0.0103766 0.00103152 85606.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 537.522 500.201 0.0104597 0.00108578 85343.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 532.108 494.747 0.0104649 0.00107449 85193.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 526.397 489.757 0.010428 0.00103665 85184.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.035 483.993 0.010427 0.00103509 85179.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 515.403 479.639 0.0103774 0.00102796 85567 0
: 436 Minimum Test error found - save the configuration
: 436 | 510.525 474.294 0.0103315 0.00102166 85930.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 504.793 469.403 0.0104234 0.00103407 85203.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.834 463.831 0.0103677 0.00102637 85641.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 494.58 459.151 0.010338 0.00102622 85912.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.385 454.42 0.0103405 0.00102499 85878.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 484.263 449.814 0.0104206 0.0010713 85567.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 479.239 444.564 0.0104241 0.00104559 85301.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 474.029 439.537 0.0103879 0.00103283 85515.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.855 435.314 0.0104324 0.0010332 85113.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 464.324 430.546 0.0104098 0.00102713 85263.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.659 426.086 0.0104257 0.00103507 85191 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.85 420.46 0.0104472 0.0010321 84969.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.901 416.368 0.0104759 0.0010439 84817.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.039 411.893 0.0104049 0.00103392 85369.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.503 407.37 0.0104216 0.0010314 85195.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.77 403.314 0.0104411 0.00107696 85432 0
: 452 Minimum Test error found - save the configuration
: 452 | 431.308 398.329 0.0104091 0.00104253 85410.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.667 393.858 0.0105005 0.00103328 84501.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 422.14 389.61 0.0103938 0.0010294 85429.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.766 385.605 0.0103842 0.00102713 85497.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.456 380.967 0.0103953 0.00102997 85421.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.085 376.693 0.0104087 0.00103345 85330.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.563 372.527 0.0103861 0.00102921 85498.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 400.436 368.915 0.0103452 0.0010302 85883.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.162 364.685 0.0103663 0.00102789 85667.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.99 360.432 0.0104336 0.00106883 85426.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.084 356.517 0.0103634 0.00103414 85751.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.743 352.533 0.0103767 0.00103273 85616.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.603 348.759 0.0104057 0.00103148 85340.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.894 345.325 0.0103827 0.00103749 85605.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.093 341.21 0.0103971 0.00104031 85499.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.828 338.008 0.0104341 0.00103648 85128.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.235 333.154 0.0104687 0.00104042 84851.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 359.883 329.365 0.0103796 0.0010263 85531.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.079 325.859 0.0103883 0.0010313 85497.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 352.54 321.928 0.0104652 0.00105214 84988.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.473 318.239 0.0104041 0.00102678 85312.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.936 315.184 0.0103923 0.00103268 85473.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.197 311.582 0.0103543 0.00102752 85774.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 337.588 308.551 0.0104123 0.00107285 85658.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.344 304.456 0.0104121 0.00102863 85256 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.456 302.512 0.0103639 0.00102457 85659.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 326.981 297.711 0.0103754 0.00102621 85569 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.518 293.748 0.0103882 0.00103152 85500 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.841 290.879 0.0104136 0.00103095 85263.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.48 287.427 0.0104355 0.00104965 85234.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.044 284.007 0.0103339 0.00102663 85953.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.43 281.21 0.010411 0.00109391 85863.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.104 278.124 0.0103553 0.00102585 85749.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.931 274.917 0.0103529 0.00102644 85777.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.615 271.19 0.0103673 0.00102816 85660.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.506 268.371 0.0103413 0.00102958 85913.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.28 265.096 0.0105333 0.00104224 84289.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.323 262.311 0.0104236 0.00103451 85205.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.745 259.423 0.0104365 0.00103782 85118.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.552 256.182 0.0104288 0.00104813 85282 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.476 253.575 0.0103964 0.00103332 85442.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.453 250.197 0.0103954 0.00103254 85444.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.556 247.396 0.010371 0.001034 85680.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.424 244.38 0.0103871 0.00103188 85513.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.602 241.449 0.0105327 0.00104217 84294.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.673 238.509 0.0104526 0.00107169 85279.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.009 235.872 0.010408 0.00105704 85552.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.824 232.993 0.0104705 0.00104473 84873.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.062 230.376 0.0104013 0.00103918 85451.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.168 227.778 0.0104287 0.00106861 85469.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.375 226.11 0.010381 0.00103751 85620.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.538 222.817 0.0104405 0.00103082 85018.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.865 220.57 0.0104235 0.00103071 85172.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.484 217.859 0.0103514 0.00102692 85796.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.652 214.963 0.010437 0.00103094 85051.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.903 212.448 0.0104527 0.00103609 84956.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.414 210.222 0.0105271 0.00106427 84541.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.803 207.574 0.0104725 0.00103217 84742.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.169 205.427 0.010407 0.00103478 85358.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.676 202.911 0.0104516 0.00105797 85163.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.931 200.141 0.0103718 0.00102848 85622.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.546 198.63 0.0104002 0.0010593 85645.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.434 196.094 0.0104845 0.00106201 84903.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.767 193.513 0.0104447 0.00104605 85118.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.224 191.454 0.0103715 0.00104073 85737.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.887 188.986 0.0104228 0.0010324 85193.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.369 186.774 0.0104184 0.00103107 85221.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.008 184.388 0.0104447 0.0010491 85146 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.06 183.144 0.0104626 0.00103514 84858.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.626 180.842 0.0107382 0.00106932 82739.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.607 179.1 0.0104508 0.00103293 84944.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.97 176.843 0.0103954 0.00103678 85482.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.641 174.439 0.0104151 0.00105513 85470 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.676 171.986 0.0103969 0.00102958 85403.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.523 169.795 0.0104058 0.00103118 85337 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.44 168.62 0.0104041 0.0010484 85509.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.325 165.833 0.0104863 0.00104038 84692.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.415 164.097 0.0104018 0.00103416 85400.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.054 162.64 0.0103811 0.00103615 85607.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.167 159.925 0.0104748 0.00106238 84993.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.03 158.264 0.0104869 0.00103513 84640.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.831 156.503 0.0104689 0.00103371 84788.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.912 155.01 0.0103875 0.00103023 85494.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.908 152.734 0.0103448 0.00102594 85847.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.699 150.525 0.0104151 0.00105685 85486.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.763 148.789 0.0104167 0.00103486 85271.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.695 147.298 0.0103442 0.00102848 85876.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.92 145.822 0.010414 0.00103229 85272.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.406 144.66 0.0105047 0.00110137 85076.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.215 142.329 0.010788 0.0010785 82393.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.125 140.489 0.0108838 0.00111713 81911.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.458 138.785 0.0106354 0.00109435 83848.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.434 137.443 0.011511 0.00112809 77050 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.674 135.354 0.0110357 0.00105877 80185 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.817 133.674 0.010688 0.00104722 82981.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.128 132.376 0.0112181 0.00141841 81635 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.24 130.337 0.0115357 0.00115525 77067.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.584 129.582 0.0107874 0.00112701 82812.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.818 127.234 0.0105893 0.00107099 84048.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.05 126.903 0.0108112 0.00129086 84030.3 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.503 124.482 0.014105 0.00106547 61352 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.858 123.723 0.0104837 0.00106057 84897.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.223 121.375 0.0108335 0.00130453 83954.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.544 119.708 0.0128134 0.00117507 68738.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.729 118.314 0.0119169 0.00140365 76094.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.332 117.034 0.0111082 0.00113558 80219.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.754 115.68 0.0106968 0.00107563 83149.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.14 113.997 0.0108369 0.00104066 81663.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.546 112.455 0.0104312 0.00105858 85354.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.167 111.462 0.0103523 0.00102768 85794.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.729 109.823 0.010449 0.00106879 85286 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.195 108.312 0.0105927 0.00104165 83760 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.704 107.63 0.0105037 0.00103531 84491.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.24 105.728 0.0106549 0.00104579 83254 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.737 105.529 0.0105019 0.00112161 85285.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.397 104.181 0.0105177 0.00105909 84579.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.986 102.756 0.0105343 0.00104826 84334.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.438 100.787 0.0104158 0.00103435 85275 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.906 99.3844 0.0104263 0.00105217 85341.6 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.673 98.4799 0.0103917 0.00102945 85450 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.455 98.0727 0.0103502 0.00102097 85752 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.238 95.9093 0.0103458 0.00102828 85860.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.799 94.8154 0.0104409 0.00106292 85306.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.295 93.3506 0.0123351 0.00105763 70938.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.298 91.8961 0.0112766 0.00145167 81425.3 0
: 577 | 105.728 91.9686 0.0123662 0.00101338 70467.1 1
: 578 Minimum Test error found - save the configuration
: 578 | 104.885 90.7818 0.0127438 0.00119651 69280.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.533 89.3586 0.0119305 0.0010835 73753 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.926 88.727 0.0135024 0.00162896 67377.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.075 86.6458 0.0152007 0.00163155 58957.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.6664 85.2398 0.0149013 0.00160534 60168.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.5027 84.5237 0.0119238 0.00105982 73637.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.1503 83.3487 0.0105313 0.00105356 84408.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.0247 82.4097 0.0105294 0.00107565 84622.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.9049 81.2256 0.0104157 0.00103824 85311.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.6465 80.0312 0.0105783 0.00112966 84668.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.6632 78.9722 0.0106282 0.00104719 83498.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.5919 78.792 0.0104274 0.00103912 85212.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.1177 77.9147 0.0104205 0.00103949 85279.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.6777 76.6543 0.0104318 0.00103828 85165 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.3742 75.4729 0.0104167 0.00103608 85282.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.4974 74.3707 0.0104508 0.00103762 84987.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.401 73.5019 0.0104179 0.00103523 85263.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.2162 72.13 0.0104732 0.00104196 84824.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.3368 71.5973 0.010435 0.00103946 85147 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.3265 70.3527 0.0104159 0.00103354 85266.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.2899 69.3684 0.0104271 0.00103835 85208.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.4608 69.0362 0.0104144 0.00103402 85284.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.4297 67.9578 0.010428 0.00103666 85184.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.4629 67.0656 0.0104796 0.00108602 85164.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.4163 66.2347 0.0106066 0.00105726 83775.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.6308 65.7853 0.0104458 0.00103455 85005 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.885 64.6251 0.0104685 0.00104091 84856.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.7464 64.0122 0.0104317 0.00103134 85103.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.8183 62.9749 0.0104464 0.00104231 85069.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.9399 61.8802 0.0104099 0.00105645 85529.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.2177 60.8862 0.0104061 0.00102971 85320.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.29 60.4246 0.0103764 0.00103214 85613.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.4637 59.5137 0.0104311 0.00103501 85141.6 0
: 611 | 70.7493 59.9651 0.0103596 0.000990346 85386.1 1
: 612 Minimum Test error found - save the configuration
: 612 | 69.9213 58.0652 0.0103652 0.00103089 85705.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.8481 57.3822 0.0103741 0.00103312 85643.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.0876 56.7905 0.0103912 0.00103205 85477.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.0818 56.1153 0.010528 0.00103535 84275.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.3803 55.0746 0.0125449 0.00180814 74510.6 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.6163 54.4309 0.0115447 0.00123178 77572.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.8449 53.4191 0.0133633 0.00109891 65229.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.0376 52.7426 0.0116384 0.00143374 78395.9 0
: 620 | 63.3538 52.8714 0.0107985 0.00127234 83979.5 1
: 621 Minimum Test error found - save the configuration
: 621 | 62.6084 51.727 0.01145 0.00142296 79784 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.9573 50.7157 0.0113329 0.00104979 77797.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.0426 50.1012 0.0112569 0.00106918 78525.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.3327 49.567 0.0110258 0.00105682 80248.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.7724 49.2693 0.0114607 0.00103998 76769.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.7609 48.7868 0.0115877 0.00108228 76150.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1899 47.6017 0.0108145 0.00117192 82965.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.5401 46.8287 0.011185 0.00138282 81614.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7835 46.4117 0.0122779 0.00131776 72991.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.1652 45.7528 0.0115527 0.00108073 76394.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.4209 44.8855 0.0108388 0.00104043 81646.6 0
: 632 | 55.0009 44.975 0.0109259 0.00109489 81375.3 1
: 633 Minimum Test error found - save the configuration
: 633 | 54.1535 43.6874 0.0109173 0.00103405 80945.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3382 43.3398 0.011574 0.00109951 76375.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.6709 42.6854 0.0113877 0.00136756 79839.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.0772 41.9679 0.0107562 0.00135369 85083.9 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.5089 41.849 0.0108619 0.00104257 81471.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.4451 41.6198 0.0107651 0.00105607 82397.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.5586 40.6293 0.0108854 0.00103527 81217 0
: 640 | 49.623 40.8193 0.0107081 0.000995205 82365 1
: 641 Minimum Test error found - save the configuration
: 641 | 49.0586 39.3999 0.0108863 0.00104009 81249.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.4666 39.0977 0.0122024 0.00132061 73517.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.933 38.9968 0.0126943 0.00167185 72579.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.5127 38.301 0.0131186 0.00153665 69073.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.8946 37.5179 0.0117336 0.00117429 75762.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1765 36.963 0.0117714 0.00104912 74611.2 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.5996 36.475 0.0108239 0.00106277 81957.8 0
: 648 | 45.009 36.747 0.0115721 0.000999916 75670.1 1
: 649 Minimum Test error found - save the configuration
: 649 | 44.4841 35.9828 0.0106363 0.00110103 83899.4 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.1033 35.2415 0.0124833 0.00176253 74621.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.6253 34.4903 0.0128931 0.00106217 67619.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.9089 34.3936 0.0107135 0.00106598 82922.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.571 34.2307 0.0105417 0.00107347 84493 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.1021 33.4386 0.0113934 0.00107642 77542.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.5017 32.7409 0.0105845 0.00107582 84133.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.9205 32.0361 0.0108213 0.00137569 84695.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.4862 31.7837 0.0115827 0.0011854 76942.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.9464 31.0696 0.0112897 0.00109771 78493.3 0
: 659 | 39.2822 31.072 0.0121264 0.00117254 73033.4 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.9919 30.6303 0.0117461 0.00110918 75210.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4528 30.23 0.0105435 0.00104423 84216.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.288 30.0459 0.0105857 0.00104745 83873.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.5283 28.8056 0.0105009 0.00104724 84623.3 0
: 664 | 37.2183 29.0004 0.0103981 0.00100333 85153.8 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.7152 28.3561 0.0104053 0.00104183 85438.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2323 27.5301 0.0104437 0.00104134 85085.2 0
: 667 | 35.6996 27.7182 0.0105426 0.00101891 84001.2 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.4174 26.4447 0.0107374 0.00108542 82884.3 0
: 669 | 35.0182 27.4502 0.0104829 0.000996354 84329.6 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.6109 25.8735 0.010524 0.00104327 84381.3 0
: 671 | 34.0788 25.9602 0.0104063 0.00100806 85122.2 1
: 672 | 33.6045 26.1909 0.0106278 0.00102532 83312.2 2
: 673 Minimum Test error found - save the configuration
: 673 | 33.1793 25.2445 0.010537 0.00105546 84374.8 0
: 674 | 33.0207 26.0214 0.0104303 0.000996974 84805.9 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.5613 23.8787 0.0104567 0.0010333 84894.9 0
: 676 | 32.1402 24.4421 0.0104407 0.000996856 84711.4 1
: 677 | 31.8298 24.4023 0.010456 0.00101267 84715.5 2
: 678 Minimum Test error found - save the configuration
: 678 | 31.5555 23.1946 0.0104818 0.00104452 84770.5 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.986 23.0317 0.0110613 0.00109008 80231 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.5331 22.4037 0.0105981 0.00104635 83754.4 0
: 681 | 30.0778 22.4867 0.0106667 0.00103999 83102.2 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.7048 22.0763 0.0105804 0.00108093 84215 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.4604 21.616 0.0105314 0.0010491 84367.5 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.0215 21.4647 0.0105447 0.00104049 84173 0
: 685 | 28.6842 21.6825 0.0105383 0.00101068 83966.8 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.2792 20.6308 0.0104682 0.00105265 84965.5 0
: 687 | 27.7489 20.6693 0.0106068 0.00103618 83589.4 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.6329 19.8368 0.0105731 0.00108571 84322 0
: 689 | 27.1183 20.7903 0.0105224 0.00100682 84072.9 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.8971 19.3561 0.0105264 0.00105156 84434.3 0
: 691 | 26.8421 19.6472 0.0106623 0.00104265 83163.5 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.3368 18.7576 0.0107006 0.00108052 83159.1 0
: 693 | 25.901 18.8243 0.0106055 0.00100063 83290.8 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.3919 18.4339 0.0105772 0.00104306 83908.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.0117 18.0722 0.0105432 0.0010402 84183.9 0
: 696 | 24.8381 18.1554 0.010614 0.00104148 83572.7 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.4373 17.3735 0.0104988 0.00104074 84583.5 0
: 698 | 24.3723 18.4378 0.0104415 0.00101998 84911.9 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.9453 16.6599 0.0106477 0.00104401 83301.1 0
: 700 | 23.5392 16.8512 0.0106607 0.00101548 82942.6 1
: 701 Minimum Test error found - save the configuration
: 701 | 22.9758 16.5177 0.0106882 0.0010728 83199.7 0
: 702 | 22.8722 16.8566 0.0104987 0.00101672 84370.8 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.4032 15.9738 0.0105146 0.00103688 84408.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.2844 15.5981 0.0104999 0.00105403 84693.4 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.929 15.5822 0.0105249 0.00106954 84607.9 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.5512 15.2196 0.0104364 0.00103554 85098.2 0
: 707 | 21.2946 15.6046 0.0105086 0.00101976 84309.9 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.1485 15.1688 0.0105307 0.00104677 84353.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.8649 14.6332 0.0108179 0.00110377 82354.4 0
: 710 | 20.5891 14.7673 0.0110174 0.00120843 81558.3 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.2901 14.236 0.0106876 0.00106075 83100.8 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.8538 13.8134 0.0106003 0.00107873 84020.1 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.638 13.7331 0.0108127 0.00110711 82426.8 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.5158 13.569 0.0105478 0.00104414 84178.2 0
: 715 | 19.1135 13.7648 0.0106274 0.00104137 83454.9 1
: 716 | 18.8438 13.5762 0.0105712 0.00100071 83590.5 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.7127 13.0687 0.0107197 0.00107467 82944.2 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.3685 12.9917 0.0105207 0.00105748 84537.8 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.2048 12.5438 0.0107181 0.00107634 82972 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.8787 12.2437 0.0106794 0.0010972 83488.2 0
: 721 | 17.6889 12.5208 0.0104817 0.000993425 84314.6 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.5328 12.0212 0.0105131 0.00103977 84447.3 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.3121 11.4149 0.0108267 0.00120613 83155.4 0
: 724 | 17.1479 12.4579 0.0127809 0.00166712 71982.7 1
: 725 | 16.7999 11.8822 0.0122424 0.00100501 71190.7 2
: 726 | 16.7828 11.5393 0.011443 0.00100566 76647.7 3
: 727 Minimum Test error found - save the configuration
: 727 | 16.5277 11.1231 0.0104945 0.00104801 84687.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.0489 10.7341 0.0104409 0.00103703 85071.6 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.9114 10.6066 0.0106979 0.00105963 83002.4 0
: 730 | 15.7067 11.0419 0.0104335 0.00100343 84835.2 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.3901 10.2146 0.0105994 0.00114665 84631 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.3235 10.081 0.0116109 0.00104656 75726.5 0
: 733 | 15.0289 10.1045 0.0106806 0.000992535 82575.9 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.8482 9.85806 0.0105615 0.00103159 83946.2 0
: 735 | 14.5 10.3432 0.0104542 0.00100071 84624.5 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.5698 9.63631 0.010603 0.0012201 85261.8 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.2435 9.19723 0.0106063 0.00104283 83652.1 0
: 738 | 13.8832 9.66048 0.0104635 0.000993556 84477.9 1
: 739 Minimum Test error found - save the configuration
: 739 | 13.8774 8.66345 0.0104192 0.00105014 85387.6 0
: 740 | 13.8139 8.85236 0.0103688 0.000993185 85327.5 1
: 741 | 13.4289 8.86675 0.0104784 0.00100157 84416.2 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.4039 8.38332 0.0104374 0.00103729 85105.8 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.1292 8.33251 0.0104098 0.00103223 85309.8 0
: 744 | 12.9013 8.45291 0.0117644 0.00139707 77165.6 1
: 745 | 12.7487 8.37421 0.0127971 0.000997046 67796.4 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.7205 7.58726 0.0103667 0.00103298 85710.5 0
: 747 | 12.7327 7.84833 0.0103222 0.000991355 85737.1 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.2698 7.41372 0.0103769 0.00103663 85650.5 0
: 749 | 12.0508 7.50448 0.0136559 0.00117475 64096.7 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.0359 6.99148 0.0117026 0.001541 78728.1 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.8105 6.75097 0.0123306 0.0010851 71139.6 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.9046 6.64073 0.0111492 0.00103206 79073.6 0
: 753 | 11.7797 7.80037 0.010326 0.000992455 85712.3 1
: 754 | 11.7196 6.69548 0.0103451 0.000992315 85536.2 2
: 755 | 11.3523 7.56763 0.0122613 0.00165731 75443.5 3
: 756 Minimum Test error found - save the configuration
: 756 | 11.192 6.32155 0.0121619 0.00104999 71995.1 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.298 6.12242 0.010384 0.0010297 85522.4 0
: 758 | 11.1827 7.11635 0.0103676 0.00100088 85408.8 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.8028 6.06419 0.0104202 0.00105522 85424.5 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.6059 5.94028 0.0104918 0.00103549 84599.2 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.5154 5.72163 0.0103825 0.00103024 85540.7 0
: 762 | 10.3241 5.99115 0.0106381 0.000995165 82962.7 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.1251 5.2332 0.0103834 0.00102403 85475.9 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.82343 5.07278 0.0104659 0.00103374 84816.2 0
: 765 | 9.75229 5.51975 0.0123483 0.00120068 71764.3 1
: 766 | 9.58959 5.3046 0.0117217 0.000995755 74585.5 2
: 767 | 9.88844 5.13255 0.0103503 0.000998625 85546.1 3
: 768 | 9.71664 5.65392 0.0103654 0.000998625 85408.4 4
: 769 Minimum Test error found - save the configuration
: 769 | 9.38771 4.46403 0.0105966 0.00106163 83901.8 0
: 770 | 9.177 4.85367 0.0104242 0.000995305 84845.6 1
: 771 | 9.13428 5.14961 0.0103659 0.000997035 85389.4 2
: 772 | 9.041 4.47887 0.0103229 0.000992905 85745.4 3
: 773 | 8.91725 4.67418 0.0103323 0.000991605 85646.5 4
: 774 Minimum Test error found - save the configuration
: 774 | 8.80823 4.04046 0.0117028 0.0011997 76168 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.58033 3.81374 0.0114822 0.00103919 76606.3 0
: 776 | 8.47751 3.9583 0.0104778 0.000999375 84402.3 1
: 777 | 8.37261 5.04221 0.0104742 0.000996715 84410.7 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.42963 3.73238 0.0104087 0.00104116 85400.9 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.0795 3.39537 0.0120474 0.00116951 73543.5 0
: 780 | 8.04325 3.57242 0.0107118 0.000998745 82363.2 1
: 781 Minimum Test error found - save the configuration
: 781 | 7.96804 3.1498 0.0103295 0.0010256 85985.4 0
: 782 | 7.77873 3.47566 0.0103276 0.000991935 85692.6 1
: 783 | 7.8423 3.44273 0.0104148 0.00100749 85039.9 2
: 784 | 7.68176 3.33861 0.0108778 0.00100643 81042.6 3
: 785 | 7.7304 4.07684 0.011019 0.00117394 81259.1 4
: 786 Minimum Test error found - save the configuration
: 786 | 7.53898 3.03807 0.0143523 0.0017517 63488.9 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.29484 2.92207 0.0162185 0.00180458 55501.8 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.36074 2.84645 0.016101 0.00176073 55786.8 0
: 789 | 7.27502 3.6408 0.0112504 0.00100302 78068.8 1
: 790 | 7.25286 2.9066 0.0103385 0.000991695 85590.6 2
: 791 | 7.13064 2.84794 0.0105039 0.00100186 84192.2 3
: 792 | 7.13509 2.98042 0.0104121 0.00101453 85128.4 4
: 793 | 7.29502 3.45762 0.0103894 0.000995145 85158.7 5
: 794 | 7.23267 3.80693 0.0104529 0.000991255 84552.2 6
: 795 | 7.12221 3.47759 0.010316 0.000991865 85799.2 7
: 796 Minimum Test error found - save the configuration
: 796 | 6.80731 2.49577 0.0104445 0.00104436 85104.9 0
: 797 | 6.73507 2.72787 0.010378 0.000990636 85220.8 1
: 798 | 6.69171 2.5532 0.0103296 0.000994945 85701.8 2
: 799 Minimum Test error found - save the configuration
: 799 | 6.36781 2.35271 0.0103952 0.00103369 85456.4 0
: 800 | 6.42983 2.56725 0.0103734 0.00100603 85402.5 1
: 801 Minimum Test error found - save the configuration
: 801 | 6.21943 2.16643 0.0104331 0.00103542 85127 0
: 802 | 6.1149 2.24116 0.0104448 0.00104814 85137 1
: 803 | 6.02962 2.59128 0.0103789 0.000993386 85237.5 2
: 804 | 6.1048 2.22788 0.0103311 0.000992245 85663.8 3
: 805 Minimum Test error found - save the configuration
: 805 | 5.91265 2.08475 0.0104142 0.00103852 85327.3 0
: 806 Minimum Test error found - save the configuration
: 806 | 5.91165 2.06474 0.0104534 0.0010361 84950.2 0
: 807 | 5.82661 2.26351 0.010354 0.000994505 85474.3 1
: 808 | 5.75085 2.29655 0.0103369 0.000996356 85648.1 2
: 809 | 5.96049 2.23558 0.0103631 0.000991715 85365.9 3
: 810 | 5.66391 2.19469 0.010385 0.00102159 85438.7 4
: 811 Minimum Test error found - save the configuration
: 811 | 5.52412 1.77462 0.0104444 0.00103997 85066.1 0
: 812 | 5.36944 2.52027 0.0103323 0.000993415 85663.3 1
: 813 | 5.74298 2.63663 0.0103003 0.000990335 85929.6 2
: 814 | 5.65692 2.10749 0.0104042 0.000994715 85020.8 3
: 815 | 5.39753 2.1037 0.0104764 0.00100092 84428.1 4
: 816 Minimum Test error found - save the configuration
: 816 | 5.32725 1.66067 0.0104305 0.00103884 85181.5 0
: 817 | 5.33728 1.81927 0.0103434 0.000993685 85564.4 1
: 818 | 5.36818 2.36321 0.0103381 0.000992315 85599.8 2
: 819 | 5.21844 1.72222 0.0104836 0.00100071 84362.4 3
: 820 | 5.17097 1.96585 0.0104069 0.00101841 85211.1 4
: 821 Minimum Test error found - save the configuration
: 821 | 5.16753 1.62152 0.0103656 0.00103469 85736.5 0
: 822 Minimum Test error found - save the configuration
: 822 | 5.12218 1.52358 0.010373 0.00102994 85624.7 0
: 823 | 5.14635 1.81762 0.010373 0.000997926 85332.3 1
: 824 | 4.89204 1.644 0.0103189 0.000991455 85768.7 2
: 825 | 4.92697 1.98285 0.010382 0.000997825 85250.1 3
: 826 | 4.80214 2.70223 0.0103751 0.000992595 85264.9 4
: 827 | 4.72372 1.54917 0.0103966 0.00100105 85146.7 5
: 828 | 4.56356 2.13831 0.0103613 0.000999585 85454.8 6
: 829 | 4.49002 1.78144 0.010365 0.000991925 85351.1 7
: 830 | 4.47128 1.70851 0.0103889 0.000996075 85171.3 8
: 831 | 4.45866 1.93075 0.0103899 0.000997285 85173.3 9
: 832 | 4.51085 1.94143 0.010413 0.00100078 84996.1 10
: 833 | 4.46108 1.73831 0.0104105 0.000994545 84962.6 11
: 834 | 4.29615 1.75435 0.0104396 0.000990836 84666.9 12
: 835 | 4.21356 1.6704 0.0103764 0.000996245 85286.3 13
: 836 | 4.12609 1.71413 0.0103684 0.000993075 85330.1 14
: 837 Minimum Test error found - save the configuration
: 837 | 4.06466 1.5105 0.0104569 0.00107207 85243.8 0
: 838 | 4.02257 1.62446 0.0103825 0.000999485 85260.6 1
: 839 | 4.05981 1.79777 0.010403 0.000992946 85015.1 2
: 840 Minimum Test error found - save the configuration
: 840 | 4.04237 1.49656 0.0104047 0.00103547 85385.9 0
: 841 Minimum Test error found - save the configuration
: 841 | 4.04166 1.44645 0.0103999 0.00103622 85436.1 0
: 842 | 3.84387 1.90939 0.0103679 0.000998876 85387.7 1
: 843 | 3.93204 1.60784 0.0103664 0.000997796 85392 2
: 844 Minimum Test error found - save the configuration
: 844 | 3.88794 1.44433 0.0104078 0.0010332 85337.3 0
: 845 | 3.78809 2.32023 0.0104136 0.00100051 84988.4 1
: 846 | 3.89456 1.77399 0.0103321 0.000991566 85648.5 2
: 847 | 3.63947 1.52501 0.0103298 0.000999074 85738.6 3
: 848 Minimum Test error found - save the configuration
: 848 | 3.54309 1.41098 0.0103948 0.00103273 85451.4 0
: 849 | 3.5636 2.53843 0.0103435 0.000998436 85606.5 1
: 850 | 3.69645 1.87401 0.0104051 0.000998694 85048.8 2
: 851 | 3.37206 1.6501 0.0103913 0.00100741 85252.1 3
: 852 | 3.38748 1.67714 0.0103386 0.000991786 85591 4
: 853 | 3.37478 1.6361 0.0103039 0.000991325 85905.8 5
: 854 | 3.3089 1.95574 0.010396 0.000996385 85109.6 6
: 855 | 3.43976 1.67311 0.0103814 0.000996946 85247.1 7
: 856 | 3.2455 1.86233 0.0103726 0.000998514 85342 8
: 857 | 3.25039 1.71413 0.0103435 0.000988104 85512.5 9
: 858 | 3.30279 1.65417 0.0103067 0.000990344 85870.5 10
: 859 | 3.11826 1.64671 0.0103315 0.00100978 85821.5 11
: 860 | 3.10702 1.69861 0.0103651 0.000992186 85352.1 12
: 861 | 3.07975 1.53426 0.0103214 0.000991974 85750.6 13
: 862 | 3.21814 1.51311 0.0103467 0.000999465 85586.6 14
: 863 | 3.24283 1.77584 0.010378 0.000999016 85297.2 15
: 864 | 3.04933 1.7303 0.0103423 0.000993775 85575.1 16
: 865 | 3.01458 1.62192 0.0103737 0.000997354 85321.2 17
: 866 | 2.9957 1.74112 0.0103564 0.000998714 85490.8 18
: 867 | 3.0145 2.03236 0.0103139 0.000991346 85813.4 19
: 868 | 3.11486 2.00976 0.0103071 0.000992076 85882.4 20
: 869 | 3.21026 1.58794 0.0103415 0.00102837 85900.6 21
:
: Elapsed time for training with 1000 events: 9.2 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: 0.821 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.17 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= 3.29676e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07244e+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: 0.037 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: 0.0359 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: 0.00127 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: 0.109 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: 0.898 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: 0.0204 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00258 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: 0.0364 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00415 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: 0.00178 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000321 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: 0.0953 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 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: 0.896 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0999 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 : -0.369 0.396 5.31 1.51 | 3.228 3.238
: 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 : 0.301 0.436 1.77 1.10 | 3.344 3.334
: 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.