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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;
}
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:145
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
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:130
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:3802
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:992
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:531
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:570
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:639
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:519
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:492
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:1105
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:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
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:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:49
TString
Basic string class.
Definition TString.h:137
TString::IsNull
Bool_t IsNull() const
Definition TString.h:423
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:1318
TTree
A TTree represents a columnar dataset.
Definition TTree.h:95
main
int main()
Definition main.cpp:18
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: 0.257 sec
: Elapsed time for training with 1000 events: 0.261 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0026 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: 0.00084 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00405 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: 0.000207 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000368 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 = 31500.9
: --------------------------------------------------------------
: 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 | 33091.5 31133.5 0.0100312 0.00100623 88642.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32598.7 30589.8 0.0101258 0.000998866 87652.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31877.1 29907.3 0.0103092 0.00101428 86068.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 31096.9 29213 0.0102952 0.00101023 86160.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30298.4 28419.8 0.0102886 0.00100511 86174.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29432.1 27477.2 0.0103028 0.00104662 86428.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 28745.7 26938.4 0.0103635 0.00100725 85504.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28314.2 26580.3 0.0102045 0.00100311 86943.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 27964.6 26264.9 0.00997669 0.000968496 88808.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27645 25972.5 0.0101377 0.000966767 87232 0
: 11 Minimum Test error found - save the configuration
: 11 | 27349 25690.5 0.0102064 0.00100172 86912.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 27058.8 25424.8 0.0100449 0.000966566 88121.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 26785.7 25163.4 0.010059 0.000989076 88203.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26519.1 24908.2 0.0101203 0.000992907 87648.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26259.3 24659 0.0100287 0.000997047 88577 0
: 16 Minimum Test error found - save the configuration
: 16 | 26001.2 24420.7 0.01008 0.000969536 87810.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25752.1 24186.8 0.0101809 0.00101464 87276.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25509.4 23954.6 0.0100788 0.00101506 88264.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25269 23727.2 0.0100457 0.000971147 88158.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25033.6 23502.7 0.0100695 0.000985467 88066.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24799.5 23284.3 0.0100925 0.00101453 88125.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24572.8 23066.2 0.0100854 0.000984447 87902.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24346.4 22852.4 0.0101 0.000983547 87753.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 24126.2 22638.6 0.010025 0.000967907 88328.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23902.9 22433.5 0.0100905 0.000977247 87784.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23686.2 22230.7 0.0101964 0.001014 87123.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23473.9 22027.9 0.010132 0.000996278 87568.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23261.5 21828.9 0.0100826 0.000977487 87862.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 23055.5 21628.1 0.0101604 0.000968656 87034.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22847.3 21432.4 0.0100507 0.000996476 88356.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22642.6 21240.1 0.0102168 0.000991207 86715.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22442.2 21048.2 0.0104324 0.00102482 85037.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22240.7 20861.5 0.010142 0.000966887 87191.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22044.1 20675.9 0.0100771 0.000990017 88036.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21851.2 20489.3 0.0102734 0.00103022 86550 0
: 36 Minimum Test error found - save the configuration
: 36 | 21658.1 20305.3 0.0101423 0.00101809 87679.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21465.8 20125.4 0.010317 0.00103718 86208.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21276 19949 0.010175 0.000999346 87187.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21089.3 19774.1 0.0101766 0.00100854 87259.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20906.8 19597.1 0.0101436 0.00102778 87759.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20721.6 19424.5 0.0101691 0.000985416 87110.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20538.5 19253.6 0.0101551 0.00100634 87443.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20357.1 19079.3 0.0102711 0.000985726 86157.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20175.5 18910.1 0.0103114 0.00102833 86178.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 19996.1 18744.7 0.0104849 0.00102185 84538.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 19821.8 18578 0.0102387 0.000986177 86463.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19647.9 18411 0.0102984 0.000991318 85955.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19475.4 18251.3 0.0104066 0.00103231 85340.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19304.5 18087.1 0.0102306 0.00100667 86730.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19135.3 17925.5 0.0104683 0.00103322 84790.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 18966.2 17764 0.0104691 0.00108875 85284.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18796.4 17613.2 0.0104637 0.00105827 85057.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18632.4 17451.9 0.0105732 0.00108258 84293.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18470.7 17291.9 0.0104088 0.00105125 85492.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18304.6 17138 0.010485 0.00100998 84432.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18143.9 16989.9 0.0104307 0.00103854 85177.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17983.6 16834.8 0.0104103 0.00101807 85176.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17822.2 16677.7 0.0103831 0.00105003 85716.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17665.4 16529 0.0103656 0.00100065 85425.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17505.4 16381.2 0.0103606 0.00101495 85601.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17351.3 16232.7 0.0103794 0.00101202 85403 0
: 62 Minimum Test error found - save the configuration
: 62 | 17194.9 16085.3 0.0105091 0.00102928 84389.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17044.3 15942.1 0.0104711 0.00104806 84898.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16888.3 15797.7 0.0105906 0.00104979 83850.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16741.2 15651.8 0.0105758 0.00102342 83748.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16589.2 15508.5 0.0104209 0.00100856 84995.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16439.4 15368.6 0.0104541 0.00104658 85038.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16293.5 15228.4 0.0105337 0.00106148 84457.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 16146.3 15090.7 0.0105505 0.00105028 84208.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16001.5 14954.5 0.010465 0.0010307 84796.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 15858.2 14820.7 0.0106217 0.00107478 83796.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15719.7 14682.8 0.0105682 0.00105935 84131.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15573.6 14553.1 0.0103966 0.00104476 85544.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15437.7 14419.9 0.0103985 0.00102499 85346.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15300.8 14286.6 0.0105807 0.0010254 83723.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15161.3 14157.4 0.0103844 0.00101203 85357.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15025.2 14030.4 0.0105378 0.00107176 84512.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14891.6 13903 0.0103768 0.00101203 85426.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14757.5 13778.3 0.0105728 0.00106165 84111.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 14626.5 13653.5 0.0104623 0.00101613 84690.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14495 13530.4 0.0104525 0.00101535 84771.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14366.4 13406.6 0.0105034 0.00101324 84298.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14236.4 13285.9 0.0103275 0.00101228 85881 0
: 84 Minimum Test error found - save the configuration
: 84 | 14108 13167.6 0.0103507 0.00103164 85845.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 13982.6 13049.2 0.0104046 0.00103461 85378.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13857.9 12930.8 0.0105529 0.00101656 83889.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13733.5 12813.8 0.0105603 0.00107007 84297.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13611 12697.3 0.0104379 0.001012 84872.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13487.6 12584.3 0.0104683 0.00102508 84716.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13367.6 12470.4 0.0103975 0.00101685 85282.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13248.7 12356.5 0.0106559 0.00104895 83273.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13128.3 12245.9 0.0103951 0.00101784 85312.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 13011.1 12135.2 0.010552 0.00106818 84354.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 12893.1 12027.9 0.0104974 0.00104091 84597.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12778.5 11920.1 0.0104585 0.00105314 85057.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12666.7 11808.2 0.0105099 0.00101252 84234.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12549.4 11703.2 0.0105831 0.00106723 84070.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12438.4 11596.3 0.0105088 0.00102942 84394 0
: 99 Minimum Test error found - save the configuration
: 99 | 12324.9 11493.7 0.0105378 0.00101444 84003.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12215.1 11390.1 0.0105009 0.00101472 84333.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12105.1 11288.2 0.0104783 0.00102989 84670.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 11997.4 11185.1 0.0105087 0.00104943 84573 0
: 103 Minimum Test error found - save the configuration
: 103 | 11887.6 11086.7 0.0105489 0.00101547 83915.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11781.6 10987.2 0.0105055 0.00102685 84400.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11676.8 10887.6 0.0104667 0.00101661 84655.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11571.2 10788.2 0.010455 0.00105663 85120.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11466.7 10691.4 0.0104949 0.0010329 84548.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11362.8 10596.1 0.0105175 0.00102614 84287.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11260.8 10501.6 0.0104803 0.0010373 84718.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11158.8 10407.7 0.0104948 0.00106577 84844.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11058.3 10315.2 0.0106118 0.00102084 83411.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 10960.9 10219.2 0.0106024 0.00109761 84167.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10860.4 10127.2 0.0105304 0.00104928 84377.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10763.7 10033.6 0.0103884 0.00101896 85383.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10664 9945.86 0.0103409 0.00101448 85777.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10569.1 9856.65 0.0103262 0.00101365 85905.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10472.3 9769.5 0.0103821 0.00103733 85609.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10380.1 9678.89 0.010372 0.00101335 85482.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10284.6 9593.19 0.0103707 0.00101382 85498.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10192 9507.3 0.0103941 0.00101428 85289.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10099.3 9422.17 0.0103538 0.00101506 85664.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10009.8 9333.75 0.0103879 0.00101831 85382.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9917.35 9251.88 0.0104598 0.0010248 84790.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9828.14 9166.78 0.0104917 0.00102038 84465.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9738.15 9086.37 0.0104356 0.00101826 84949.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9652.43 9004.54 0.0104291 0.00105354 85328.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9563.7 8921.59 0.0105173 0.00103774 84392.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9476.54 8842.67 0.0104592 0.00104533 84981.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9391.06 8760.97 0.0104826 0.00102391 84578.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9306.48 8681.92 0.0105283 0.00117456 85527.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9221.58 8602.24 0.0105602 0.00104062 84037.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9138.83 8523.33 0.010504 0.0010229 84378.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9053.9 8446.78 0.0124534 0.00174184 74685.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8972.72 8370.73 0.0107746 0.00102718 82073 0
: 135 Minimum Test error found - save the configuration
: 135 | 8890.1 8295.54 0.0104081 0.00102023 85216.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8811.22 8219.84 0.0105859 0.00105685 83953.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8729.65 8145.12 0.0107265 0.00109278 83041.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8651.27 8070.25 0.0110564 0.0011749 80959.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8572.01 7998.88 0.0104162 0.00102342 85172.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8494.35 7924.74 0.0104173 0.00104943 85398.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8416.39 7852.61 0.0103818 0.00101795 85434.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8340.68 7780.14 0.0105372 0.00103417 84183.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8265.25 7705.53 0.0104909 0.00102571 84520.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8188.77 7638.92 0.0104292 0.00102173 85038.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8114.12 7568.93 0.0104823 0.00103252 84658.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8041.02 7500.88 0.0104103 0.0010279 85266.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 7967.02 7433.48 0.0105241 0.00106746 84596.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7893.85 7361.6 0.0106349 0.00104645 83433.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7822.16 7295.49 0.0104132 0.00102135 85180.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7751.06 7229.03 0.0105998 0.00114352 84600.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7679.58 7161.46 0.0105572 0.0010403 84060.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7610.47 7096.86 0.011354 0.00105381 77668.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7540.76 7029.24 0.0104322 0.00103984 85175.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7471.98 6966.94 0.0104748 0.00102669 84673 0
: 155 Minimum Test error found - save the configuration
: 155 | 7403.69 6902.7 0.0104835 0.00102685 84597 0
: 156 Minimum Test error found - save the configuration
: 156 | 7335.3 6842.87 0.0110969 0.00105026 79628.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7267.93 6775.79 0.0104408 0.0010311 85018.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7204 6710.54 0.0103956 0.00102205 85346.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 7135.33 6650.94 0.0104645 0.00103394 84830.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7071.63 6589.63 0.0104487 0.00105574 85170.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7005.33 6530.78 0.0104104 0.00102374 85227.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6942.54 6470.31 0.0104295 0.00102904 85102.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6877.86 6407.7 0.0104452 0.00102548 84928.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6816.62 6351.45 0.0105437 0.00103145 84102.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6753.24 6289.46 0.0111362 0.00109039 79635 0
: 166 Minimum Test error found - save the configuration
: 166 | 6690.23 6229.75 0.0107944 0.00104917 82091.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6630.34 6179.04 0.0104222 0.00102141 85099.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6569.45 6112.36 0.0104437 0.00103329 85012.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6508.22 6062.13 0.0104904 0.0010293 84556.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6448.86 5999.42 0.0105627 0.00102785 83903 0
: 171 Minimum Test error found - save the configuration
: 171 | 6389.23 5946.39 0.0104954 0.00102507 84474.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6331.62 5890.62 0.010454 0.00105071 85076.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6272.26 5835.03 0.0104682 0.00102483 84715.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6215.47 5780.41 0.0104254 0.00102434 85096.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6157.23 5727.46 0.010521 0.00103086 84298.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6101.06 5672.66 0.0105565 0.00105297 84179.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 6045.24 5622.89 0.0104839 0.00102814 84604.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5989.53 5567.46 0.0105319 0.00105885 84449.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 5933.98 5514.48 0.0104735 0.001027 84687.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5880.19 5463.78 0.0104912 0.00105674 84795.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5824.87 5412.78 0.010492 0.00103261 84572.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5772.08 5359.42 0.0105487 0.00104134 84145.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5718.71 5312.37 0.0105082 0.00106384 84706.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5665.46 5259.55 0.0104503 0.00103518 84969.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5613.94 5215.93 0.010584 0.00110309 84380.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5561.36 5164.78 0.0105524 0.00106823 84351.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5510.16 5115.72 0.010479 0.0010485 84830.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5460.38 5067.67 0.0104718 0.00103384 84764.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5408.75 5022.49 0.0104768 0.001043 84801.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5359.66 4973.52 0.0107007 0.00105519 82939.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5309.5 4925.77 0.0105103 0.00103568 84435.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5260.32 4880.89 0.0104838 0.0010377 84690.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5212.86 4834.14 0.0104123 0.00103037 85270.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5164.12 4791.77 0.0105494 0.00107047 84397.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5117.18 4744.41 0.0105114 0.0010373 84440.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5068.81 4698.19 0.0104602 0.00103179 84850.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5022.47 4657.24 0.0105478 0.00106744 84385 0
: 198 Minimum Test error found - save the configuration
: 198 | 4975.91 4612.03 0.0104528 0.00103165 84915.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4931.14 4569.31 0.0104819 0.00103185 84655.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4884.99 4525.6 0.0105105 0.00104456 84513.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4838.73 4485.01 0.0104878 0.00103025 84588.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4795.98 4442.03 0.0104388 0.00102494 84981.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4750.89 4403.12 0.0104612 0.00102884 84814.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4707.06 4358.48 0.0105286 0.00105143 84413.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4663.86 4317.41 0.0104705 0.001027 84714.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4620.93 4278.38 0.0104148 0.00102201 85171.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4577.44 4238.58 0.0104552 0.00102501 84834 0
: 208 Minimum Test error found - save the configuration
: 208 | 4537.04 4198.39 0.0104746 0.00102761 84683.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4493.75 4159.69 0.0104808 0.00107147 85022 0
: 210 Minimum Test error found - save the configuration
: 210 | 4454.08 4120.59 0.0105851 0.00103397 83760.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4411.49 4080.85 0.0104626 0.00103446 84852.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4371.47 4042.49 0.0104714 0.00102416 84681.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4331.03 4007.08 0.0104351 0.00102757 85038.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4292.01 3967.29 0.0104235 0.00102509 85120.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4251.61 3931.24 0.0104359 0.00102292 84989.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4213.49 3892.81 0.0105502 0.00103366 84064.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4173.8 3857.56 0.0104725 0.00103382 84757.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4136.11 3821.18 0.0105509 0.00107437 84419.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4098.67 3787.43 0.0104603 0.00102594 84796.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4059.91 3749.97 0.0104402 0.0010223 84944.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4023.73 3714.23 0.0105073 0.0010541 84627.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 3986.2 3680.1 0.010482 0.00104481 84771 0
: 223 Minimum Test error found - save the configuration
: 223 | 3950.9 3644.47 0.0105241 0.0010247 84216.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3913.83 3611.48 0.0104759 0.00103971 84780 0
: 225 Minimum Test error found - save the configuration
: 225 | 3878.17 3577.7 0.0104399 0.00102479 84969.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3842.64 3544.4 0.0104369 0.00105264 85249.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3807.84 3512.33 0.0104742 0.00103252 84730.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3773.34 3479.5 0.0104603 0.0010226 84766.1 0
: 229 Minimum Test error found - save the configuration
: 229 | 3739.02 3445.23 0.0105654 0.00112263 84721.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3703.91 3414.36 0.0105177 0.00104497 84453.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3671.57 3380.41 0.0104628 0.00102767 84789.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3636.85 3349.68 0.0106398 0.00103409 83283.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3604.49 3318.18 0.0104695 0.0010295 84746.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3571.16 3287.8 0.0104347 0.00102236 84995 0
: 235 Minimum Test error found - save the configuration
: 235 | 3539.4 3256.65 0.0104947 0.00102859 84512.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3506.39 3227.93 0.0104986 0.00102646 84458.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3475.67 3195.87 0.0105504 0.00106266 84319.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3443.3 3165.67 0.0112255 0.00106127 78707.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3411.33 3137.35 0.0108796 0.00103117 81231 0
: 240 Minimum Test error found - save the configuration
: 240 | 3380.71 3108.33 0.0104133 0.00102192 85184.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3350.88 3079 0.0104681 0.0010284 84748.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3319.79 3049.86 0.0105188 0.00103086 84317.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3289.14 3022.87 0.0104405 0.00102621 84977.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3260.08 2993.84 0.0104486 0.00102468 84890.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3230.14 2966.49 0.0104665 0.00104724 84932.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3200.46 2939.06 0.0104051 0.00102512 85287.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3172.25 2911.04 0.0104259 0.00103985 85233.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3142.54 2883.78 0.0104383 0.00102735 85007.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3114.19 2857.47 0.0105446 0.00103696 84142.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3085.4 2832.09 0.0106342 0.00109713 83883.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3058.63 2804.63 0.0106115 0.0010691 83836 0
: 252 Minimum Test error found - save the configuration
: 252 | 3030.52 2778.34 0.0105743 0.00103145 83832.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3002.54 2752.68 0.0106046 0.0010474 83706.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2975.7 2726.87 0.0105612 0.00104262 84046.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2948.11 2701.88 0.0106507 0.00105391 83361.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2921.72 2676.75 0.0105878 0.00103892 83779.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2895.13 2652.37 0.0106037 0.00105149 83750.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2869.26 2627.16 0.0106567 0.00104776 83255.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2843.56 2602.01 0.0106903 0.00103683 82872.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2816.9 2578.93 0.0106853 0.00108282 83312.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2791.94 2554.9 0.010741 0.00105331 82579.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2766.36 2532 0.0106048 0.0010476 83706.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2741.68 2508.31 0.010696 0.00106072 83028.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2716.33 2485.49 0.010669 0.00107772 83408.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2692.93 2461.15 0.0105682 0.00107106 84236.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2667.16 2439.54 0.0105956 0.00107857 84059.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2644.22 2415.9 0.0105496 0.00107608 84446 0
: 268 Minimum Test error found - save the configuration
: 268 | 2619.23 2394.1 0.0108026 0.00107401 82231.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2595.88 2372.29 0.0107971 0.00123043 83624 0
: 270 Minimum Test error found - save the configuration
: 270 | 2572.87 2349.74 0.0105652 0.00102809 83883.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2549.23 2328.01 0.0105071 0.0010362 84469.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2525.82 2306.6 0.0105089 0.00103263 84421.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2503.04 2285.16 0.010559 0.00103376 83987.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2480.06 2265.03 0.0104827 0.0010291 84624 0
: 275 Minimum Test error found - save the configuration
: 275 | 2457.69 2243.77 0.0107462 0.00105997 82591.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2435.54 2223.15 0.0106969 0.0010455 82889.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2413.14 2202.86 0.010534 0.00103645 84232.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2391.02 2183.12 0.0104956 0.00103145 84529.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 2369.79 2162.47 0.0104351 0.00102389 85004.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2347.89 2142.59 0.0104926 0.00102659 84512.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2326.22 2123.77 0.0104615 0.00102547 84781.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2305.3 2103.79 0.010553 0.00108649 84508.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2283.89 2084.54 0.0105348 0.00104538 84304 0
: 284 Minimum Test error found - save the configuration
: 284 | 2263.62 2064.77 0.0107019 0.00110186 83332.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2242.1 2046.1 0.0105142 0.00105187 84545.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2222.13 2026.78 0.0105452 0.00103233 84097 0
: 287 Minimum Test error found - save the configuration
: 287 | 2201.56 2008.17 0.0105412 0.00104994 84287.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2181.02 1989.76 0.0110709 0.00109098 80161 0
: 289 Minimum Test error found - save the configuration
: 289 | 2160.95 1971.79 0.0109119 0.00104199 81054.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2141.34 1953.45 0.0108009 0.00104525 82003.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2121.65 1935.34 0.0105252 0.00103252 84275.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2101.74 1917.64 0.0105921 0.00104252 83773.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2082.07 1901.29 0.0107628 0.00106173 82464.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2063.81 1883.14 0.0105271 0.00104669 84384.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2044.64 1865.17 0.0105071 0.00103599 84467.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2024.37 1849.82 0.010513 0.00103445 84400.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2006.99 1832.08 0.0105903 0.00112806 84546.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1987.97 1814.96 0.0107513 0.00103125 82304.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1969.62 1798.02 0.0112198 0.00103988 78586.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1951.1 1781.6 0.010488 0.00104933 84757.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1933.24 1765.06 0.0108902 0.00103394 81166.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1914.78 1749.19 0.0105047 0.00105502 84659 0
: 303 Minimum Test error found - save the configuration
: 303 | 1897 1733.33 0.0107936 0.0010363 81989.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1879.46 1717.48 0.0105418 0.00107926 84543.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1861.61 1702.22 0.0108517 0.00137538 84420.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1844.7 1685.87 0.0105151 0.00104291 84457.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1827.55 1671.45 0.0104933 0.00106703 84869.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1810.26 1655.02 0.0115484 0.00106614 76319.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1793.08 1639.51 0.0105411 0.00105159 84303.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1776.01 1624.49 0.0104788 0.00103113 84676.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1758.83 1610.14 0.010551 0.00103103 84033.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1742.47 1595.69 0.0104501 0.00102589 84887.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1725.7 1581.42 0.0107486 0.00103003 82316.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1710.15 1566.45 0.0105513 0.00103651 84079.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1693.64 1552.18 0.0106469 0.00104391 83307.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1677.97 1537.39 0.0105077 0.00103319 84437.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1661.55 1523.35 0.0104808 0.00103203 84666.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1645.66 1509.89 0.010455 0.00102887 84870.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 1630.33 1495.78 0.0114273 0.00105881 77156.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1614.58 1482.01 0.0106 0.0010336 83626.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1599.25 1468.57 0.0105246 0.00103079 84265.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1584.24 1454.84 0.0104664 0.00102827 84762.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1569.06 1441.35 0.0105215 0.0010482 84447.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1553.99 1428.3 0.0109102 0.00104957 81130.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1539.17 1414.75 0.0104666 0.00102935 84770.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1523.98 1402.35 0.010512 0.0010537 84582.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1509.97 1389.03 0.0106036 0.00104985 83736.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1495.4 1376.25 0.0105723 0.00104212 83944 0
: 329 Minimum Test error found - save the configuration
: 329 | 1480.73 1363.79 0.0108514 0.00103908 81529.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1466.8 1350.96 0.0105534 0.00104234 84112.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1452.32 1338.82 0.0107625 0.00107626 82591.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1439.19 1325.93 0.0104629 0.00103221 84829.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1424.94 1313.52 0.0104759 0.00104605 84836.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1410.97 1302.26 0.0105436 0.00104889 84257.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1397.6 1290.03 0.0104637 0.00102787 84783.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1384.35 1278.06 0.0104542 0.00103052 84892.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1371.23 1265.38 0.0104932 0.00102734 84514.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1357.23 1254.03 0.0104265 0.00102448 85088.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1344.91 1241.93 0.0104876 0.00105698 84830.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1331.28 1231.28 0.0104892 0.00102793 84554.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1319.18 1219.04 0.0104492 0.00102285 84868.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1305.78 1207.86 0.0104961 0.00102679 84483.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1293.68 1196.32 0.0105557 0.00106468 84289.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1280.74 1185.4 0.0104728 0.00103057 84725.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1268.23 1174.69 0.0104829 0.00103965 84716.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1256.31 1163.61 0.0104586 0.00103154 84862.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1244.19 1152.68 0.0105587 0.00103928 84038.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1232.26 1141.41 0.0104669 0.00102728 84748.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1219.98 1131 0.010493 0.00103073 84546.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1208.33 1120.43 0.0104644 0.0010312 84806.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1196.44 1110.12 0.0104443 0.00103873 85056 0
: 352 Minimum Test error found - save the configuration
: 352 | 1185.22 1099.51 0.0104581 0.00103354 84884.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1173.62 1088.7 0.0105174 0.00105873 84578.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1162.08 1078.36 0.0105066 0.00106085 84694.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1151 1068.27 0.010496 0.00102778 84493.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1139.39 1058.73 0.0104736 0.00102935 84708 0
: 357 Minimum Test error found - save the configuration
: 357 | 1128.94 1048.41 0.010476 0.00102667 84662.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1117.52 1038.74 0.0104437 0.00102564 84943.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1106.86 1028.63 0.0104694 0.00102866 84738.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1095.86 1019.23 0.0104501 0.00103639 84982.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1085.38 1009.1 0.0105598 0.00104303 84061.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1074.52 1000.01 0.0104788 0.00103722 84731.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1064.39 990.197 0.0105536 0.00105306 84205.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1053.63 980.745 0.0104353 0.00102444 85008.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1043.61 971.475 0.0104478 0.00102433 84894.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1033.15 962.239 0.0108895 0.00113284 81995.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1023.3 953.438 0.011757 0.00119469 75741.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1013.21 943.922 0.0104933 0.00103768 84605.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1003.34 934.991 0.0106586 0.00107144 83445.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 993.568 925.991 0.0106987 0.00103187 82757 0
: 371 Minimum Test error found - save the configuration
: 371 | 983.756 917.053 0.0107492 0.00104344 82425.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 974.256 907.905 0.0107998 0.00105497 82094.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 964.499 899.632 0.0105391 0.00103083 84137.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 955.158 890.967 0.0106026 0.00103856 83646.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 945.526 882.33 0.0104957 0.00102793 84497.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 936.352 873.542 0.0104957 0.00103239 84536.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 927.2 865.034 0.0104578 0.00102522 84812.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 917.982 857.067 0.0105579 0.00104092 84060.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 909.24 848.08 0.0104793 0.00103099 84671.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 899.974 839.984 0.0105276 0.0010347 84273.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 891.109 831.998 0.0105337 0.00103957 84262.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 882.331 824.099 0.010581 0.00103483 83803.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 873.656 815.64 0.0105706 0.00108731 84359 0
: 384 Minimum Test error found - save the configuration
: 384 | 864.984 807.694 0.0105347 0.0010308 84176.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 856.129 800.352 0.0104813 0.00102511 84600.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 847.682 792.253 0.0105891 0.00114652 84722.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 839.258 784.763 0.0104769 0.00102674 84654.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 831.362 776.649 0.0105052 0.00102742 84408.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 822.651 769.06 0.0105285 0.00102438 84174.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 815.141 761.957 0.0104907 0.00102911 84552 0
: 391 Minimum Test error found - save the configuration
: 391 | 806.689 753.351 0.0104671 0.00104918 84944.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 798.024 746.529 0.0105374 0.0010597 84408.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 790.739 738.579 0.0105627 0.0010671 84249.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 782.256 732.051 0.0104445 0.00103239 84997.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 774.517 724.876 0.0105184 0.00102791 84295.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 767.439 716.626 0.0105682 0.00107202 84244.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 759.262 709.522 0.010469 0.00102605 84719.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 751.359 702.693 0.0105368 0.00104922 84320.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 744.129 695.499 0.0105369 0.00102689 84122.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 736.427 688.607 0.0105752 0.00107252 84186.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 729.312 681.634 0.0107022 0.00109253 83249.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 721.856 674.892 0.0106873 0.00106776 83164.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 714.887 668.296 0.0106163 0.00103059 83457.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 707.333 661.301 0.0105244 0.00105827 84511.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 700.186 655.33 0.0105141 0.00102782 84332.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 693.566 648.462 0.0105808 0.00103622 83817.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 686.408 641.128 0.0106003 0.00111181 84312.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 679.131 634.675 0.0105525 0.00104539 84147.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 672.421 627.859 0.0107133 0.00108875 83121 0
: 410 Minimum Test error found - save the configuration
: 410 | 665.756 621.17 0.0105974 0.00105326 83821.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 658.713 615.272 0.0105064 0.00102886 84410.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 652.007 609.821 0.0106367 0.00108781 83779.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 645.523 602.645 0.0115362 0.00103331 76169.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 638.97 596.709 0.0106844 0.00107115 83218.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 632.326 590.641 0.0117658 0.00107115 74804.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 625.935 584.282 0.0106125 0.00108455 83963.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 619.474 577.978 0.0108142 0.0010609 82023.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 613.232 571.929 0.0106191 0.00104328 83543.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 606.644 566.399 0.0105252 0.00103415 84289.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 600.471 560.585 0.0105417 0.00103006 84107.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 594.633 554.314 0.0104889 0.0010426 84689.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 588.184 548.459 0.0105187 0.00103145 84323.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 582.248 542.982 0.0104872 0.00102861 84579 0
: 424 Minimum Test error found - save the configuration
: 424 | 576.217 537.463 0.0104924 0.00102918 84537.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 570.473 531.601 0.0105936 0.00105058 83830.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 564.396 526.255 0.0107145 0.00106973 82946.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 558.604 520.382 0.0105319 0.00102889 84183.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 552.936 514.889 0.0105243 0.0010433 84379 0
: 429 Minimum Test error found - save the configuration
: 429 | 547.309 509.262 0.010717 0.00123296 84351.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 541.501 504.686 0.0106385 0.00103013 83261 0
: 431 Minimum Test error found - save the configuration
: 431 | 535.917 499.039 0.0106538 0.00102964 83123.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 530.305 493.676 0.0118335 0.0011831 75114.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 524.892 488.444 0.0117714 0.00113847 75238.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 519.47 482.978 0.0113762 0.00113403 78108.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 513.939 478.29 0.0117177 0.00122755 76262.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 508.702 473.158 0.0117696 0.00106384 74725.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 503.4 467.897 0.0109818 0.00104469 80506.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 498.232 462.585 0.0106249 0.00104929 83545.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 493.118 457.688 0.010699 0.00104622 82877.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 487.872 453.19 0.0115513 0.00114724 76893.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 482.732 447.952 0.0119025 0.00106838 73840.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 477.546 443.312 0.0115419 0.0010637 76349.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 472.703 439.102 0.0121251 0.00118662 73136.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 467.802 433.545 0.0117566 0.00105236 74736.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 462.738 429.172 0.0119615 0.00128586 74937.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.975 424.435 0.0119323 0.00148076 76544 0
: 447 Minimum Test error found - save the configuration
: 447 | 453.389 419.744 0.0126009 0.00113173 69752.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 448.68 414.999 0.0110361 0.00121256 81437.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 443.969 410.412 0.0117974 0.00112412 74953.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 439.186 405.821 0.0123346 0.00141281 73247.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 434.329 402.05 0.0115582 0.00113858 76777.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 430.103 396.971 0.0124321 0.00108602 70508.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 425.538 392.778 0.0107231 0.00108248 82982.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 421.036 388.147 0.0107196 0.001099 83154.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 416.436 384.468 0.0105819 0.00104015 83841.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 412.081 380.543 0.0106278 0.00102976 83350.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 408.18 376.232 0.010873 0.00107035 81610.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 403.552 371.761 0.0107884 0.00104723 82125.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 399.229 367.259 0.0123958 0.00105468 70539.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 395.06 363.365 0.0104981 0.00103509 84539.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.842 359.259 0.0109016 0.00105541 81249.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.876 355.514 0.0108805 0.00106201 81479 0
: 463 Minimum Test error found - save the configuration
: 463 | 382.742 351.328 0.0113936 0.0015265 81077.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 378.5 347.053 0.010847 0.00103708 81550 0
: 465 Minimum Test error found - save the configuration
: 465 | 374.509 343.45 0.0106778 0.00103933 83000.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 370.437 339.735 0.0104855 0.00105074 84793.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 366.521 336.011 0.0108235 0.00103617 81738.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.842 332.579 0.0107504 0.00109211 82830.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.94 328.483 0.010713 0.00110232 83241 0
: 470 Minimum Test error found - save the configuration
: 470 | 355.086 324.935 0.0106737 0.00107942 83382.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.399 321.048 0.0109862 0.00107278 80698.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 347.499 317.256 0.0106791 0.00108258 83363.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.839 314.034 0.0107103 0.00106474 82939.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 340.411 310.08 0.0106186 0.00108994 83957.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 336.59 306.57 0.0105757 0.0010459 83947.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.877 303.321 0.0105328 0.00105403 84398.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 329.289 299.859 0.0106325 0.00114402 84313.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.882 296.397 0.0104808 0.00104833 84813.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 322.084 292.905 0.0104763 0.0010369 84751.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.451 290.329 0.0105616 0.0010328 83955.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.319 286.373 0.0105268 0.00103099 84247.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.73 283.017 0.0107232 0.00103185 82548.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.279 279.541 0.0104547 0.00104549 85023 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.972 276.861 0.0106986 0.00104084 82835.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.711 273.508 0.0104607 0.00104274 84944.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.564 270.17 0.0104716 0.0010277 84710.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.117 267.166 0.0107175 0.00103653 82636.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.864 264.415 0.0105308 0.00106224 84490.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.72 261.009 0.0104169 0.00102686 85196.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.44 258.127 0.0107152 0.00103517 82644.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.827 255.21 0.0106134 0.00103836 83550.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.796 252.801 0.0104729 0.00102946 84714.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.5 248.922 0.0105567 0.00103143 83987 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.31 246.631 0.0106125 0.00107336 83864.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.481 243.623 0.0127423 0.00173116 72653.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.717 240.415 0.0119924 0.00104632 73085.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.082 238.925 0.0106036 0.00105422 83774.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.95 235.443 0.0104363 0.00102588 85011.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.842 232.102 0.010498 0.00105467 84716.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.615 229.529 0.0107442 0.00104583 82488.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.242 227.429 0.0107107 0.00103994 82723.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.278 224.06 0.0105411 0.00111209 84844.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.504 221.494 0.0105303 0.00102679 84179.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.108 218.745 0.0105683 0.0011782 85196 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.905 216.307 0.0104814 0.00103482 84687.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.588 214.115 0.0109059 0.00103407 81038.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.837 212.229 0.0104645 0.00102796 84776.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.436 208.792 0.0104971 0.00103123 84514 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.624 206.471 0.0105739 0.00104046 83915.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.023 204.538 0.0107293 0.00103358 82510.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.373 201.631 0.0104353 0.00102428 85006.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.085 199.442 0.0104488 0.00102437 84885.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.882 197.15 0.0108375 0.00106525 81864.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.105 194.57 0.0109159 0.00104066 81011 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.663 192.163 0.0112429 0.00111726 79007 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.395 190.362 0.012148 0.00108189 72292.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.896 187.851 0.0118844 0.00175349 78966.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.438 185.745 0.0120822 0.00111154 72922 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.511 183.638 0.0108082 0.00113677 82718.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.179 181.777 0.010682 0.00103656 82940.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.899 179.019 0.0106233 0.00104011 83479.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.32 176.992 0.0107007 0.00107497 83110.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.31 175.1 0.0114909 0.00103791 76532.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.803 172.896 0.0105035 0.00102997 84445.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.824 171.182 0.0133843 0.00172254 68600.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.596 168.788 0.0122934 0.00133283 72988.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.277 166.649 0.0107852 0.00109536 82560.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.169 164.679 0.0106221 0.00108042 83842.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.251 163.476 0.0106104 0.00104281 83615.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.434 160.785 0.0105125 0.00104263 84478.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.875 159.303 0.0105307 0.00102968 84201.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.774 157.174 0.0105498 0.00107421 84427.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.726 155.104 0.0105569 0.00106767 84306.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.851 153.932 0.0112033 0.0013294 81021.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.902 151.604 0.0108536 0.00120123 82881.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.787 149.792 0.011058 0.00104955 79932.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.708 148.261 0.0106496 0.00108463 83638.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.91 146.159 0.0107539 0.00113683 83185.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.98 145.004 0.0115841 0.00177873 81588.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.038 142.858 0.012168 0.00105241 71971.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.012 140.874 0.0106853 0.00109477 83415.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.141 140.022 0.0106432 0.00104051 83310 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.379 137.858 0.0106011 0.00105269 83783.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.619 137.345 0.0105432 0.00106498 84403.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.094 134.543 0.0105239 0.00107494 84665.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.899 132.784 0.0105618 0.00103533 83976.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.098 131.216 0.0105179 0.00104348 84437.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.395 129.779 0.0105806 0.00103017 83765.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.543 127.866 0.0106322 0.00103188 83330.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.106 126.779 0.0106784 0.00104411 83036.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.477 125.23 0.0106897 0.00107839 83235.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.838 124.358 0.0105574 0.00104917 84138 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.923 122.546 0.0107432 0.0011622 83498.9 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.34 120.803 0.0107249 0.00108822 83016.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.665 119.46 0.010657 0.00107698 83507.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.899 117.561 0.0104923 0.00102261 84479.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.286 116.807 0.0105366 0.00102661 84121.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.912 114.582 0.0105691 0.0010371 83927.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.337 113.713 0.0107899 0.00105023 82138.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.919 112.308 0.0107571 0.00103044 82248.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.352 110.759 0.0107271 0.00106744 82818.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.684 109.56 0.0106484 0.00105963 83430.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.245 108.299 0.0106134 0.00106879 83817.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.655 106.849 0.0105875 0.00108252 84166.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.295 105.278 0.0105766 0.00104611 83941.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.892 103.865 0.0105709 0.00103088 83857.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.355 102.932 0.0105688 0.00104829 84029 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.058 101.817 0.0105909 0.00103773 83742.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.657 100.06 0.010546 0.00104182 84173.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.145 99.2113 0.0104997 0.00104334 84598.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.718 97.9291 0.01048 0.00103353 84688.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.594 96.4771 0.0105209 0.00103957 84376 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.435 95.7375 0.0125559 0.00105983 69588.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.075 94.1686 0.0105749 0.00104402 83937.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.572 93.3835 0.0105748 0.0010538 84024.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.28 91.9899 0.0105711 0.00104139 83947.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.052 90.4797 0.0104983 0.00102574 84454.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.606 89.6224 0.0107743 0.00105824 82338.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.376 88.6701 0.011018 0.00143558 83485.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.21 87.3143 0.0106126 0.00103162 83498.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.992 86.3438 0.010569 0.00102814 83850.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.7689 85.387 0.0104699 0.00102182 84672.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.8163 83.9027 0.0106852 0.00103977 82941.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.5264 83.0327 0.010548 0.00105529 84275.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.4457 81.7978 0.0106338 0.0011066 83969.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.0418 80.7111 0.0105807 0.00103955 83847.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.9513 79.6215 0.0105537 0.00105536 84225.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.8855 78.8638 0.0105155 0.00102387 84284.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.9618 78.044 0.0104699 0.00103918 84829.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.721 76.6365 0.0105912 0.00107357 84054.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.7583 75.7614 0.0105057 0.00103167 84441.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.52 74.9791 0.0105175 0.00104633 84466.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.5211 73.9624 0.0106838 0.00102937 82863.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.6371 72.8475 0.01071 0.00106064 82907.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.5499 71.9438 0.0105196 0.0010339 84337.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.6254 71.7266 0.01045 0.00102086 84843 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.6647 69.9906 0.0105194 0.00104056 84398.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.576 69.6166 0.0106177 0.00102884 83429.8 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.7203 68.4354 0.0104225 0.00102407 85120.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.9828 67.4336 0.0103937 0.00101893 85335 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.6412 66.51 0.0104108 0.00103092 85289 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.7437 65.7076 0.0104446 0.00103421 85012.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.9383 64.6431 0.0103971 0.00102071 85320.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.2365 64.0912 0.0105803 0.00104925 83936.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.1889 63.4126 0.0108649 0.00102943 81338.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.1297 62.6394 0.0112143 0.00117634 79697.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.3373 61.5555 0.0107048 0.00105046 82864.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.5253 60.6723 0.0106983 0.00104925 82909.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.527 60.214 0.0104776 0.00102568 84639 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.5833 59.617 0.0104013 0.00101923 85269.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.0199 58.2188 0.0104042 0.00102143 85262.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.9496 57.6787 0.0104136 0.00102824 85239.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.107 56.9628 0.0104998 0.00106526 84794.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.2685 55.819 0.0104888 0.00105093 84765.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.4653 55.19 0.0104561 0.00102664 84840.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.7091 54.29 0.0104204 0.00102391 85138.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.9027 53.9752 0.010527 0.00103644 84294.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.1058 52.6916 0.0104123 0.00102218 85196.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.4445 52.6428 0.0104332 0.00103659 85136.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.6191 51.3995 0.0104657 0.00106072 85061.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.9226 51.0874 0.0105716 0.0011079 84533.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.1743 50.2279 0.010478 0.00105039 84857 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.3611 50.2101 0.0104607 0.00104054 84924.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.8078 49.0159 0.0104032 0.00102506 85304.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.0936 48.6978 0.0104143 0.00102489 85202.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.539 48.4466 0.010541 0.00102532 84071.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.859 47.2648 0.0104827 0.00102408 84578.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.9097 46.1491 0.010639 0.00106777 83583.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.1651 45.7025 0.0104519 0.0010212 84829.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.4658 45.188 0.0104571 0.00102325 84800.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.7209 44.993 0.0106372 0.00104286 83382.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.3654 44.2025 0.0105202 0.00103353 84329.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.5484 43.0342 0.0105592 0.00105446 84168.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.825 42.7197 0.0104117 0.00102043 85185.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.2677 42.1775 0.0104138 0.00101856 85149.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.6425 41.8545 0.0106676 0.00103818 83078.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.9595 40.6438 0.0106091 0.00102789 83496.8 0
: 638 | 50.3877 40.7353 0.010708 0.000987418 82300 1
: 639 Minimum Test error found - save the configuration
: 639 | 49.8326 39.8526 0.0106894 0.00108566 83300.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.0703 39.0251 0.0116021 0.00159109 79912.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.5364 38.9384 0.011664 0.00117121 76243 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.9616 38.4378 0.0114154 0.00112888 77771.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.4904 37.3959 0.0106085 0.00105448 83734.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.0096 37.3454 0.0107252 0.00106628 82825.3 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.4689 36.935 0.0107067 0.0010517 82858.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1791 36.2624 0.0104655 0.00102443 84735.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.428 35.6787 0.0104396 0.00102613 84984.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.6746 35.0902 0.0106978 0.00104895 82911.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.0777 34.3575 0.0105596 0.00106583 84266.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.4386 34.0698 0.0108913 0.00108951 81617.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.0051 33.6744 0.0107612 0.00108493 82676.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.5646 32.919 0.0107474 0.00105101 82505.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.9596 32.5464 0.0105981 0.0010395 83694.3 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.4799 32.1575 0.0106173 0.00104157 83544.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.9796 31.861 0.0104828 0.001026 84595 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.5819 31.1506 0.0105529 0.00103229 84027.9 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.9653 30.771 0.0105385 0.00104035 84227.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.4863 30.0142 0.0109142 0.00107225 81284.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.0269 29.9065 0.0107923 0.00108211 82387.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.5647 29.0319 0.0109022 0.00108004 81448.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.0734 28.6094 0.0105917 0.00104167 83769.7 0
: 662 | 37.8876 28.7897 0.0105181 0.000985578 83922.9 1
: 663 Minimum Test error found - save the configuration
: 663 | 37.4265 27.9031 0.0104093 0.00102086 85211 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.7365 27.7388 0.0104719 0.00103506 84774 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.2706 26.9854 0.0105151 0.00103041 84346.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.8166 26.4613 0.0104603 0.00104049 84927.4 0
: 667 | 35.3892 26.7225 0.010658 0.00100033 82835.7 1
: 668 Minimum Test error found - save the configuration
: 668 | 34.9086 25.882 0.0106624 0.00106549 83359.9 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.4466 25.6496 0.0107487 0.00110238 82933.1 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.0618 24.7571 0.0106769 0.00104464 83054.3 0
: 671 | 33.6646 24.9319 0.0105838 0.00103792 83805.9 1
: 672 Minimum Test error found - save the configuration
: 672 | 33.1374 24.1245 0.0107221 0.00110023 83144 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.829 23.5604 0.0108774 0.00104012 81323.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.3716 22.9755 0.0110052 0.00112811 80995.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.0625 22.7417 0.0106293 0.00104503 83470.1 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.5782 22.4025 0.0108293 0.00105283 81829 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.1534 22.2076 0.0109234 0.00115541 81899.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.791 21.9153 0.0108214 0.00112066 82467.6 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.4648 21.7096 0.0108363 0.00118335 82876.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.0928 21.2157 0.010647 0.00109996 83795.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.6455 21.0156 0.0109292 0.00130274 83103.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.215 20.7587 0.0110041 0.0010689 80521.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.8815 19.7422 0.0106 0.00105937 83851.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.5859 19.6592 0.0109529 0.0010265 80593.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.1718 19.2892 0.0106563 0.00105174 83293.7 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.8615 19.2525 0.0107575 0.00108217 82684.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.475 18.954 0.0108737 0.0010831 81711 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.1508 18.2689 0.0108037 0.00108308 82299.3 0
: 689 | 26.8802 18.7536 0.0107243 0.00108298 82975.8 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.5452 17.9627 0.0109821 0.00106633 80679.3 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.0618 17.5354 0.0108568 0.00109459 81948.5 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.637 16.9879 0.0106364 0.00103439 83316.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.3977 16.8962 0.0106056 0.00104206 83650.8 0
: 694 | 25.5685 17.2062 0.0104961 0.00100459 84286 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.1458 16.3102 0.0107336 0.00108922 82949.6 0
: 696 | 24.6366 16.4082 0.0107058 0.00103809 82750 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.2458 15.9617 0.0109418 0.00111602 81418.8 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.8665 15.8396 0.0108153 0.00109346 82289 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.3951 15.4197 0.0106714 0.00107491 83363.4 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.1029 15.0458 0.0107346 0.00106364 82721.7 0
: 701 | 22.8582 15.1694 0.0106103 0.00101575 83380.6 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.6091 14.4419 0.0105563 0.00103297 84004.5 0
: 703 | 22.3782 14.5143 0.0106945 0.00100753 82585.5 1
: 704 | 21.8724 14.6477 0.010644 0.0010723 83579.6 2
: 705 Minimum Test error found - save the configuration
: 705 | 21.8244 13.6177 0.0108632 0.0011239 82141 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.3796 13.4417 0.0107288 0.00107319 82853.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.068 13.2532 0.0107394 0.00103335 82422.5 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.9265 12.9943 0.0106683 0.00104994 83174 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.5927 12.9846 0.0106723 0.00106641 83282.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.1991 12.7144 0.0107348 0.00106587 82738.9 0
: 711 | 20.0095 12.8577 0.0105363 0.000992217 83821.2 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.8848 12.3937 0.0106461 0.00106499 83498 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.4382 11.7215 0.0127133 0.00176862 73095.2 0
: 714 | 19.1323 11.9486 0.0165253 0.00168951 53923.5 1
: 715 | 18.922 11.7809 0.0160186 0.00136852 54607.1 2
: 716 Minimum Test error found - save the configuration
: 716 | 18.7062 11.6392 0.0106224 0.00104411 83522.6 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.4417 11.0271 0.0104608 0.00102553 84788.6 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.1393 10.9309 0.0109182 0.00112472 81686.9 0
: 719 | 17.8708 10.9792 0.0106256 0.00104458 83498.2 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.5415 10.282 0.0106793 0.00112425 83725.5 0
: 721 | 17.4082 10.4125 0.0105469 0.00100206 83814.9 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.3546 9.8352 0.010694 0.00107634 83180.1 0
: 723 | 16.8523 9.97598 0.0107747 0.00101537 81972.5 1
: 724 Minimum Test error found - save the configuration
: 724 | 16.6728 9.67756 0.0106592 0.00104686 83226.1 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.4854 9.37818 0.0107959 0.0010596 82166.3 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.2108 9.09086 0.010657 0.00105428 83309.5 0
: 727 | 15.9647 9.12868 0.010595 0.000985186 83248.1 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.8129 8.8466 0.0106833 0.00104675 83017 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.5627 8.66506 0.0106381 0.00105165 83450.7 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.3768 8.66083 0.0106044 0.00105405 83766.3 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.1152 8.44263 0.0106452 0.00104726 83351.1 0
: 732 | 15.0169 9.43152 0.010889 0.00103665 81198.9 1
: 733 | 15.3418 8.99026 0.0108526 0.0010576 81673.9 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.8885 8.40803 0.0107776 0.00108026 82497 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.5533 8.25485 0.0106229 0.00103962 83479.1 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.3309 7.6592 0.0104642 0.00103586 84850.2 0
: 737 | 14.1241 7.833 0.0103597 0.000982388 85312.2 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.8453 7.1551 0.0104249 0.00102029 85064.5 0
: 739 | 13.7295 7.51572 0.0104568 0.000985956 84469.7 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.463 6.98566 0.0104682 0.00103063 84767.8 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.2334 6.69903 0.0105037 0.00104489 84576.8 0
: 742 | 13.0701 6.95782 0.0104068 0.000986436 84922 1
: 743 Minimum Test error found - save the configuration
: 743 | 12.7953 6.4953 0.0106651 0.00108231 83483.4 0
: 744 | 12.6034 6.6651 0.0105584 0.000989295 83602.1 1
: 745 | 12.5329 6.51879 0.0103691 0.000986065 85260.4 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.3592 6.22562 0.0104284 0.00104073 85218.4 0
: 747 | 12.0973 6.56002 0.0103864 0.000985178 85095.7 1
: 748 | 11.9805 6.24571 0.0103581 0.000977927 85286.6 2
: 749 Minimum Test error found - save the configuration
: 749 | 11.8603 6.00391 0.0104331 0.00104529 85216.8 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.6844 5.81072 0.0104149 0.00102816 85226.3 0
: 751 | 11.6986 6.11683 0.0104188 0.000990676 84852.3 1
: 752 | 11.468 5.93539 0.0105081 0.00109167 84957.6 2
: 753 Minimum Test error found - save the configuration
: 753 | 11.2589 5.68352 0.0104433 0.00102827 84970.7 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.0655 5.46189 0.0104181 0.00102419 85161.2 0
: 755 Minimum Test error found - save the configuration
: 755 | 10.8606 5.2628 0.0104391 0.00102087 84941.4 0
: 756 Minimum Test error found - save the configuration
: 756 | 10.8528 5.18518 0.0104194 0.00101919 85104.5 0
: 757 | 10.7156 5.33703 0.0103571 0.000993557 85437.7 1
: 758 | 10.5547 5.64933 0.0104033 0.00100303 85104.2 2
: 759 | 10.4713 5.42369 0.0103725 0.000982937 85201.3 3
: 760 | 10.4883 5.53307 0.0103755 0.000989857 85236.2 4
: 761 Minimum Test error found - save the configuration
: 761 | 10.2921 4.99381 0.0104381 0.00103053 85038.1 0
: 762 | 9.9978 5.05525 0.0103633 0.000979337 85252.2 1
: 763 | 9.91749 5.21681 0.0104433 0.000985496 84586.7 2
: 764 Minimum Test error found - save the configuration
: 764 | 9.73304 4.54682 0.0104313 0.00102399 85039.9 0
: 765 | 9.59355 4.56114 0.0103854 0.000992956 85175.3 1
: 766 | 9.52458 5.21403 0.0104265 0.000984726 84730.2 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.43488 4.23942 0.0104177 0.00102362 85159.7 0
: 768 | 9.20769 4.3313 0.0104124 0.000988787 84893.5 1
: 769 Minimum Test error found - save the configuration
: 769 | 8.98158 4.18113 0.0104453 0.00102596 84931.2 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.93696 4.16615 0.0104278 0.00103615 85182.2 0
: 771 | 9.04821 4.21895 0.0104341 0.000985167 84666 1
: 772 | 8.7145 4.32795 0.0105684 0.00117706 85184.9 2
: 773 Minimum Test error found - save the configuration
: 773 | 8.65029 3.66382 0.0104251 0.00102559 85111.1 0
: 774 | 8.49671 3.73242 0.0103667 0.000984056 85263.6 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.29814 3.35591 0.0103899 0.00102074 85386.9 0
: 776 | 8.27539 3.3964 0.0103592 0.000981816 85311.6 1
: 777 | 8.13304 3.51323 0.0104083 0.000973486 84792.5 2
: 778 | 8.02416 3.5191 0.0107362 0.000993146 82109.8 3
: 779 Minimum Test error found - save the configuration
: 779 | 7.97529 3.08796 0.0106647 0.00108709 83528.2 0
: 780 | 7.90101 3.21101 0.0104492 0.000985386 84532.9 1
: 781 | 7.87978 3.30276 0.0104432 0.00101953 84892.7 2
: 782 | 7.52847 3.15108 0.0105003 0.00100792 84277.9 3
: 783 | 7.51918 3.12436 0.0106154 0.00101592 83338 4
: 784 Minimum Test error found - save the configuration
: 784 | 7.42902 3.07972 0.0104879 0.00103391 84620.4 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.34063 2.90916 0.0104243 0.00102016 85069.1 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.29388 2.88256 0.0105781 0.00103794 83856.4 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.21685 2.80803 0.0143261 0.00158489 62788.4 0
: 788 Minimum Test error found - save the configuration
: 788 | 6.99536 2.73454 0.0135677 0.00171219 67479.2 0
: 789 Minimum Test error found - save the configuration
: 789 | 6.8933 2.46619 0.014005 0.00106537 61825.7 0
: 790 | 6.85772 2.72203 0.0104701 0.000979657 84295 1
: 791 | 6.8224 2.4869 0.0105603 0.000991287 83602.8 2
: 792 | 6.85723 2.52038 0.0103929 0.000983847 85024.5 3
: 793 | 6.72453 2.73122 0.010396 0.000984935 85006.1 4
: 794 Minimum Test error found - save the configuration
: 794 | 6.58079 2.32639 0.0104074 0.00102947 85307.1 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.37568 2.14112 0.010374 0.00101868 85512.4 0
: 796 | 6.43922 2.26813 0.0103871 0.000985156 85089.2 1
: 797 | 6.26777 2.22202 0.0104299 0.000990947 84755.2 2
: 798 | 6.26951 2.44294 0.0103878 0.000985727 85088 3
: 799 | 6.20287 2.20689 0.0103871 0.000985647 85093.7 4
: 800 | 6.06458 2.19071 0.0103631 0.000982387 85281.3 5
: 801 | 5.92632 2.19501 0.0103553 0.000981857 85347.4 6
: 802 | 5.89608 2.32562 0.0103703 0.000985267 85242.1 7
: 803 Minimum Test error found - save the configuration
: 803 | 5.88218 2.00189 0.0104244 0.00102951 85153.1 0
: 804 | 5.89386 2.26554 0.0103713 0.000997977 85349 1
: 805 Minimum Test error found - save the configuration
: 805 | 5.78813 1.96563 0.0104034 0.00102152 85270.7 0
: 806 Minimum Test error found - save the configuration
: 806 | 5.67433 1.89224 0.0104395 0.00102299 84957.6 0
: 807 | 5.67839 2.15948 0.0103918 0.000988767 85079.1 1
: 808 | 5.47673 1.97955 0.0103592 0.000983917 85331.1 2
: 809 Minimum Test error found - save the configuration
: 809 | 5.48798 1.88184 0.0104341 0.00102726 85044.7 0
: 810 Minimum Test error found - save the configuration
: 810 | 5.34788 1.65466 0.0104163 0.0010236 85172.7 0
: 811 | 5.24084 1.91337 0.0105871 0.000986857 83331.2 1
: 812 | 5.16598 2.41299 0.010386 0.000986687 85113 2
: 813 | 5.28386 1.77151 0.0103491 0.000980846 85394.5 3
: 814 | 5.12436 1.95871 0.0103674 0.000988226 85295.1 4
: 815 | 5.05695 1.7711 0.0103459 0.000985707 85468.5 5
: 816 | 5.04868 1.90531 0.0103899 0.000989347 85101.2 6
: 817 | 5.15468 1.9406 0.0103875 0.000985656 85089.6 7
: 818 | 5.05692 2.19216 0.0103779 0.000984866 85169.4 8
: 819 | 4.90075 1.65538 0.0103561 0.000982956 85350 9
: 820 | 4.87863 1.77995 0.0103477 0.000983077 85428.3 10
: 821 Minimum Test error found - save the configuration
: 821 | 4.90663 1.56556 0.0104467 0.0010307 84961.5 0
: 822 | 4.70205 1.83873 0.0103693 0.000984796 85247 1
: 823 Minimum Test error found - save the configuration
: 823 | 4.61696 1.40156 0.01043 0.00101916 85008.3 0
: 824 | 4.52045 2.14947 0.0104121 0.000998967 84987.3 1
: 825 | 4.41805 1.7972 0.0103527 0.000984037 85391.1 2
: 826 | 4.53705 1.64414 0.0103977 0.0010069 85189.4 3
: 827 | 4.44907 1.80287 0.0104053 0.000992297 84989 4
: 828 | 4.41543 1.68814 0.0104061 0.000985076 84916.4 5
: 829 | 4.29626 1.52854 0.010569 0.00100397 83637.6 6
: 830 Minimum Test error found - save the configuration
: 830 | 4.31602 1.35486 0.0105318 0.00105997 84460.7 0
: 831 | 4.31676 1.59495 0.0106796 0.00100666 82704.6 1
: 832 | 4.26777 1.63395 0.0105001 0.00100325 84238.3 2
: 833 | 4.15756 1.64207 0.0105227 0.000987947 83903.4 3
: 834 | 4.02898 2.08971 0.0104754 0.000984136 84287.8 4
: 835 | 4.09265 1.84384 0.0104695 0.00102798 84732.1 5
: 836 | 4.03261 1.6212 0.0104726 0.000986007 84329.4 6
: 837 Minimum Test error found - save the configuration
: 837 | 3.86881 1.33191 0.0106188 0.00107225 83799.9 0
: 838 | 3.92359 1.54968 0.0105242 0.000984196 83857.6 1
: 839 | 3.7803 1.6089 0.0104609 0.000987227 84444.3 2
: 840 | 3.73408 1.75667 0.0104639 0.00100424 84569.9 3
: 841 | 3.66487 1.40758 0.010525 0.000985977 83866 4
: 842 | 4.04162 1.51378 0.0103991 0.000983857 84968.7 5
: 843 | 3.88994 1.49859 0.0104699 0.00101031 84570.3 6
: 844 | 3.65837 1.55998 0.0103673 0.000983616 85254.4 7
: 845 | 3.60322 1.47123 0.0104519 0.00100325 84668.4 8
: 846 | 3.47183 1.56135 0.0104204 0.00100892 85002.5 9
: 847 | 3.54084 1.42485 0.0106194 0.000998307 83150.6 10
: 848 | 3.43732 1.67063 0.0105073 0.00100365 84178.1 11
: 849 | 3.31196 1.49321 0.0104869 0.000986817 84210 12
: 850 | 3.47202 1.68003 0.0104961 0.00101288 84359.8 13
: 851 | 3.43217 1.6594 0.0108239 0.000990236 81353 14
: 852 | 3.31234 1.49372 0.010559 0.00101204 83796.1 15
: 853 | 3.36875 1.35319 0.010524 0.000994227 83947.5 16
: 854 | 3.0489 1.60732 0.0104896 0.000987367 84190.9 17
: 855 | 3.18059 1.53407 0.0104559 0.000992587 84537.3 18
: 856 | 3.15487 1.43205 0.0104644 0.000984477 84389.1 19
: 857 | 3.04434 1.33969 0.0104884 0.00100963 84399.2 20
: 858 | 3.06767 1.43981 0.0104738 0.00100447 84483.3 21
:
: Elapsed time for training with 1000 events: 9.13 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: 0.0112 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: 0.825 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.157 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.29295e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07072e+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: 0.0366 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: 0.0366 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: 0.00153 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: 0.0968 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: 0.926 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: 0.03 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00371 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: 0.0385 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0053 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: 0.00277 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000647 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: 0.0977 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 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: 0.905 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.889 -0.143 5.29 1.45 | 3.240 3.246
: 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 : -0.257 -0.116 1.77 1.04 | 3.384 3.374
: 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.