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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
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:1108
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:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
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:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
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: 0.263 sec
: Elapsed time for training with 1000 events: 0.266 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00356 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: 0.000769 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00397 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: 0.000204 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00033 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31548.5
: --------------------------------------------------------------
: 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 | 33115.7 31193.5 0.0102021 0.0010234 87158.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32624.3 30647.6 0.0103113 0.00102829 86179 0
: 3 Minimum Test error found - save the configuration
: 3 | 31903.5 29939.6 0.0104546 0.00104469 85017 0
: 4 Minimum Test error found - save the configuration
: 4 | 31119.5 29247.8 0.0105586 0.00104689 84107.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30345.9 28467.8 0.0107291 0.0010636 82768.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29508.7 27570.4 0.0104064 0.00105199 85521.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28834.1 27035.5 0.0104243 0.00105858 85418.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28408.4 26675 0.0104396 0.00102243 84951.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28061.7 26356.5 0.0104785 0.00104827 84833.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27741.9 26062.1 0.0102271 0.00100229 86723.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 27441.9 25782.9 0.0103405 0.00104103 86026.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27156.7 25513.5 0.0103036 0.00101185 86098.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 26879.9 25253.3 0.0105017 0.00112056 85277.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26616.4 24996 0.0102612 0.00100768 86454 0
: 15 Minimum Test error found - save the configuration
: 15 | 26348 24755.3 0.010344 0.00105664 86138.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26098.3 24512.2 0.0102677 0.00100574 86374.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25849.4 24273.7 0.0104625 0.0010378 84883.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25600.8 24044.9 0.0113138 0.00102545 77758.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25363.2 23815.9 0.0102492 0.00100758 86565.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 25125.3 23592.7 0.0102171 0.000998681 86783 0
: 21 Minimum Test error found - save the configuration
: 21 | 24894.2 23370.8 0.010321 0.00100588 85882 0
: 22 Minimum Test error found - save the configuration
: 22 | 24664.3 23153.3 0.0102703 0.00101264 86414.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24438.3 22939 0.0113879 0.00104311 77333.6 0
: 24 Minimum Test error found - save the configuration
: 24 | 24214.9 22728.4 0.010257 0.00100996 86514.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23995.5 22520 0.0103995 0.00102387 85327.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23775.9 22317.7 0.0103441 0.00100911 85699 0
: 27 Minimum Test error found - save the configuration
: 27 | 23566.4 22110.8 0.0103273 0.00101558 85913.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23349.9 21913.5 0.0103896 0.00103066 85480.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 23143.5 21714.1 0.0103232 0.00101461 85942.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22935.5 21518.8 0.010294 0.00105829 86620.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22732.4 21323.9 0.01062 0.00101731 83310.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22530.1 21131.6 0.0102917 0.00101097 86199.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22328.3 20944.3 0.0105383 0.0010538 84348 0
: 34 Minimum Test error found - save the configuration
: 34 | 22130.9 20758.7 0.0103103 0.00102522 86159.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21936.6 20573.1 0.0103382 0.00105037 86134.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21743.7 20388.9 0.0103234 0.0010322 86103.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21550.6 20209.3 0.0103584 0.00102318 85696.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21362.7 20029.5 0.010349 0.00101471 85706 0
: 39 Minimum Test error found - save the configuration
: 39 | 21173 19854.9 0.0102793 0.00100854 86292.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20991.9 19676.3 0.0103046 0.00101306 86099.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20803.4 19506.9 0.0103715 0.00102369 85581.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20624.9 19334.4 0.0108006 0.00132929 84465.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20444.1 19165.2 0.010949 0.00103012 80654.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20268.7 18993.6 0.010396 0.00102214 85343.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 20089 18827.6 0.0119342 0.00102696 73345.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19912.1 18661.6 0.0107941 0.00106622 82237.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19734.2 18490.7 0.0105989 0.00104089 83699.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19562.1 18331.6 0.0108863 0.00103775 81229.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19386.4 18167.9 0.0105028 0.0010341 84488.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19223 18009 0.0105025 0.00103081 84462.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 19049.6 17848.3 0.0104904 0.00105632 84798.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18886.5 17687.9 0.0131482 0.00106195 66190.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18716.9 17533.3 0.0109557 0.00103172 80613 0
: 54 Minimum Test error found - save the configuration
: 54 | 18553.4 17377.8 0.0104313 0.00103526 85142.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18389 17223.7 0.0119897 0.00105105 73135 0
: 56 Minimum Test error found - save the configuration
: 56 | 18228.4 17070.7 0.0119965 0.00115128 73765.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18067.6 16917.3 0.0107182 0.00123196 84332.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 17910.6 16761.1 0.0118062 0.00103604 74279 0
: 59 Minimum Test error found - save the configuration
: 59 | 17747.8 16616.4 0.0104934 0.0010544 84755.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17591.7 16462.6 0.0120807 0.00104313 72479.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17436.7 16315 0.013933 0.00146772 64178.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17281.7 16167 0.0105868 0.00107688 84122.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17126.8 16019.8 0.0105989 0.00104561 83741 0
: 64 Minimum Test error found - save the configuration
: 64 | 16973.7 15874.8 0.0120617 0.00105467 72681.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16820.9 15730 0.0105708 0.00106264 84138.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16670.4 15587 0.0105507 0.00104743 84181.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16521.2 15446 0.0110303 0.00107348 80347.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16371.9 15309.3 0.0115864 0.00105767 75982.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16229.3 15165 0.011037 0.00106171 80198.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 16079.5 15029.3 0.0105542 0.00106174 84277.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15938.2 14892 0.0108471 0.0011768 82727.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15794.9 14755.9 0.010942 0.00104845 80860.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15651.2 14625.1 0.0105784 0.00105589 84011.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15513.3 14492.7 0.0109272 0.00122663 82469.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15373.6 14361.9 0.0112681 0.00124746 79835.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15238.1 14229.9 0.0113162 0.00105006 77925.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 15099.1 14102.8 0.01056 0.00104761 84100.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14966.7 13973.1 0.0106433 0.00105921 83471.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14829.5 13849.4 0.0106035 0.00110854 84255.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14699.6 13722.7 0.0129204 0.00108114 67572 0
: 81 Minimum Test error found - save the configuration
: 81 | 14566 13600.1 0.010704 0.00106218 82971.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14436.4 13477.9 0.0107136 0.00105201 82802.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14307.7 13356 0.0107105 0.0010543 82848.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 14179.5 13236.1 0.0105003 0.00104258 84586.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 14052.6 13116.4 0.0105365 0.00104782 84311.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13926.7 12998.4 0.0104781 0.00103848 84749.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13802.6 12881.2 0.0105309 0.00109068 84744 0
: 88 Minimum Test error found - save the configuration
: 88 | 13678.1 12766.6 0.010511 0.00104636 84525.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13556.7 12651.1 0.0105947 0.00113503 84569.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13433.3 12540.1 0.0120668 0.00105119 72624 0
: 91 Minimum Test error found - save the configuration
: 91 | 13313.6 12428.8 0.0106277 0.00106627 83669.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13195.6 12316 0.0106401 0.0010629 83531.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13075.7 12208.5 0.010514 0.0010367 84412.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12960.5 12097.5 0.0105299 0.00107064 84573.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12843.3 11987.8 0.0107267 0.00105644 82727.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12726.1 11884.5 0.0105447 0.00104423 84206.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12614.9 11775.3 0.01058 0.00104396 83892.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12499.9 11671.6 0.0105458 0.0010442 84196.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12388.5 11566.4 0.010508 0.00104522 84541.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12276.5 11463.9 0.0105581 0.0010504 84142.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12166.7 11362.2 0.0107233 0.00105881 82776.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12057.2 11261 0.0106521 0.00106613 83455 0
: 103 Minimum Test error found - save the configuration
: 103 | 11948.9 11160.2 0.010607 0.00105521 83754.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11841.7 11059.1 0.0106351 0.00104267 83399.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11735.2 10962.2 0.0106614 0.00105489 83277.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11629.7 10863.7 0.010592 0.00104746 83817.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11522.4 10771.4 0.0105699 0.0010533 84063.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11423 10672.7 0.0106269 0.001056 83587.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11318.6 10577 0.0105318 0.00107422 84588.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11216.9 10484 0.0105642 0.00106014 84174.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11114.7 10389.6 0.0109418 0.00105572 80921.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 11015.9 10297.2 0.0105424 0.00104468 84231.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10914.3 10209.8 0.0105322 0.00104651 84337.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10818.9 10114.5 0.0105157 0.00104048 84430.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10718.9 10026.8 0.0105593 0.00104796 84109.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10624.7 9935.23 0.0105549 0.00109396 84558 0
: 117 Minimum Test error found - save the configuration
: 117 | 10528.4 9842.8 0.0105196 0.001045 84436.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10431.4 9756.12 0.010566 0.00105179 84084.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10338.4 9667.16 0.0105547 0.00104769 84148.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10245 9581.85 0.0105913 0.00107329 84051.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10151.8 9494.79 0.0106292 0.00105429 83552.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10060.4 9408.86 0.0106879 0.00109528 83397.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 9969.24 9326.68 0.0105531 0.00104926 84176.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9880.14 9241.37 0.0105819 0.0010479 83910.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9790.64 9156.22 0.0106084 0.00111039 84228.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9700.85 9072.25 0.0106423 0.00104638 83369 0
: 127 Minimum Test error found - save the configuration
: 127 | 9612.55 8995.95 0.0105917 0.00106904 84010.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9527.43 8911.22 0.0107023 0.00108877 83215.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9439.08 8832.28 0.0106825 0.00105582 83102.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9354.63 8755.24 0.0108017 0.00113593 82765.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9270.54 8672.04 0.0106159 0.00105397 83665 0
: 132 Minimum Test error found - save the configuration
: 132 | 9185.43 8594.52 0.0105746 0.0010771 84232.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9102.32 8518.46 0.0106122 0.00106125 83761.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9019.43 8441.44 0.0106677 0.00106799 83335.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8937.76 8369.93 0.0106529 0.00105206 83326 0
: 136 Minimum Test error found - save the configuration
: 136 | 8857.21 8291.93 0.0106427 0.00105685 83456.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8775.99 8218.69 0.0116403 0.00177137 81062.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8697.24 8142.91 0.0112656 0.00106137 78398.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8617.18 8067.4 0.0107079 0.00106526 82964.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8539.63 7994.38 0.010533 0.00104755 84339.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8461.83 7922.17 0.0105773 0.00106375 84090.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8384.3 7852.49 0.0106011 0.00104611 83726.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8308.84 7785.47 0.0105385 0.00104241 84245.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8233.26 7714.28 0.0105715 0.00105325 84049.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8156.67 7644.98 0.0105803 0.00105798 84013.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8084.68 7571.31 0.0106405 0.00106527 83549.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 8009.14 7504.29 0.0106398 0.00105215 83441.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7938.13 7435.46 0.0107044 0.00108496 83164.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7863.98 7363.57 0.0106468 0.00104788 83342.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7792.67 7298.08 0.0106388 0.0011425 84243.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7721.94 7231.74 0.0115561 0.00105738 76199.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7651.19 7162.7 0.0106135 0.00105683 83711.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7581.72 7098.49 0.0105916 0.00107359 84051.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7511.25 7038.78 0.0105797 0.00105394 83982.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7443.55 6968.72 0.0106179 0.00108532 83923 0
: 156 Minimum Test error found - save the configuration
: 156 | 7376.94 6915.74 0.0107104 0.00105377 82844.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7308.08 6845.38 0.0106303 0.00105691 83565.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7240.76 6789.55 0.0106934 0.00106013 83045.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7175.31 6722.87 0.0105951 0.00105401 83848.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7110.01 6661.54 0.0105995 0.00107103 83958.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7044.77 6602.31 0.0106245 0.00105611 83608.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6980.28 6535.94 0.0105365 0.00104712 84304.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6915.25 6479.93 0.0107612 0.00106004 82464.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6854.76 6417.57 0.0105192 0.00104899 84475.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6789.96 6362.22 0.0106092 0.00104998 83688.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6727.25 6312.49 0.0106147 0.00106883 83806 0
: 167 Minimum Test error found - save the configuration
: 167 | 6665.82 6247.99 0.0107856 0.00121499 83589.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6605.81 6189.48 0.0107082 0.00106098 82925.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6546.41 6131.48 0.0106547 0.00105477 83334.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6483.39 6079.74 0.0118476 0.00110469 74467.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6425.51 6019.14 0.0105712 0.001054 84058.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6365.72 5963.57 0.0106079 0.00105794 83770.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6308.22 5908.75 0.0106333 0.00110341 83946.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6249.52 5851.17 0.0108385 0.00105333 81756.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6192.67 5800.95 0.0106627 0.00105647 83279 0
: 176 Minimum Test error found - save the configuration
: 176 | 6135.16 5743.88 0.010867 0.00110805 81976.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6078.67 5701.28 0.010663 0.00106084 83314.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6023.19 5639.08 0.0106748 0.00107092 83299.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 5968.49 5583.88 0.0106726 0.00105657 83194.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5913.36 5532.72 0.0106611 0.0010537 83268.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5858.73 5483.88 0.0106506 0.0010583 83400.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5804.69 5436.46 0.0106102 0.00106161 83782.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5750.3 5390.19 0.010712 0.00107984 83055.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5698.32 5329.31 0.0117917 0.00178827 79972.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5645.75 5286.34 0.0112415 0.00106131 78583.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5593.59 5234.52 0.0108204 0.00115643 82781.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5542.82 5181.47 0.0105475 0.00104914 84225.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5491.43 5130.36 0.0126977 0.00175475 73106.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5439.55 5088.19 0.0147511 0.00112679 58718.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5391.03 5044.4 0.0118622 0.00117019 74822.3 0
: 191 Minimum Test error found - save the configuration
: 191 | 5340.46 4994.94 0.0125444 0.0010975 69888 0
: 192 Minimum Test error found - save the configuration
: 192 | 5291.59 4949.29 0.0124245 0.00128651 71826.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5242.95 4899.96 0.0117219 0.00111038 75389.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5194.56 4855.81 0.0116279 0.00113306 76227.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5146.44 4811.11 0.0114605 0.00107927 77061.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5099.44 4756.48 0.0117032 0.00112117 75600.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5051.71 4720.77 0.0113151 0.0010691 78079.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 5004.87 4684.22 0.0107166 0.0010534 82788.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4959.28 4632.14 0.0107434 0.00106394 82649.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4913.88 4588.36 0.0106216 0.0010521 83598.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4868.69 4544.15 0.0106702 0.00109425 83543 0
: 202 Minimum Test error found - save the configuration
: 202 | 4823.1 4511.42 0.0107317 0.00105715 82690.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4779.61 4472.97 0.0107035 0.00105793 82939.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4734.22 4419.94 0.0106252 0.00106854 83711 0
: 205 Minimum Test error found - save the configuration
: 205 | 4691.94 4373.6 0.0106169 0.00105184 83637.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 4648.15 4345.82 0.0107 0.0010882 83231.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4605.38 4296.48 0.0108372 0.00108157 82004 0
: 208 Minimum Test error found - save the configuration
: 208 | 4563.35 4256.47 0.0107169 0.00107269 82951 0
: 209 Minimum Test error found - save the configuration
: 209 | 4520.39 4221.23 0.010761 0.00108978 82719.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4479.45 4176.62 0.0107391 0.00106775 82718.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4438.74 4135.11 0.0107157 0.00106623 82906.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4397.97 4105.32 0.0107763 0.00109243 82611.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4356.54 4065.19 0.0107019 0.00105392 82919 0
: 214 Minimum Test error found - save the configuration
: 214 | 4318.07 4026.17 0.0105745 0.00105079 84000.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4277 3980.1 0.0107146 0.00108032 83037.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4238.43 3949.72 0.0107475 0.0010746 82705.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4199.07 3912.51 0.0107591 0.00108072 82658.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4161.42 3875.09 0.010642 0.00105978 83487.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4122.79 3834.44 0.0107109 0.00110072 83245.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4084.6 3802.5 0.0107664 0.00107848 82577.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4047.7 3766.68 0.0109029 0.00108139 81453.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 4010.27 3723.86 0.0123188 0.00106665 71097.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3973.76 3694.33 0.0107099 0.00106074 82908.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3937.69 3660.86 0.0107133 0.00105826 82858.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3902.14 3624.72 0.0106296 0.00105989 83597.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3865.1 3591.93 0.0105975 0.00105413 83827.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3831.07 3552.39 0.0106232 0.00105625 83621.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3795.85 3514.5 0.0106198 0.00106533 83730.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3760.77 3489.86 0.0107475 0.00108659 82807.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3727.03 3455.06 0.0107469 0.00107216 82689.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3692.79 3420.64 0.0107401 0.00107362 82760.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3659.9 3385.81 0.0107552 0.00110188 82872.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3626.04 3357.23 0.0107639 0.00107905 82603.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3593.38 3326.91 0.0107893 0.001094 82514.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3559.61 3294.9 0.0110753 0.00109897 80190.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3528.55 3265.63 0.0108582 0.00110659 82037.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3496.18 3229.77 0.0117245 0.00112285 75460.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3463.81 3201.07 0.0111391 0.00121452 80607.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3432.44 3169.3 0.010919 0.00112674 81697.2 0
: 240 Minimum Test error found - save the configuration
: 240 | 3401.21 3139.43 0.0119086 0.00108377 73904.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3370.9 3114.88 0.0114648 0.00112321 77357.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3339.67 3085.72 0.0120347 0.00121482 73938.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3309.85 3050.76 0.0116174 0.00114603 76398.8 0
: 244 Minimum Test error found - save the configuration
: 244 | 3279.69 3025.08 0.0113127 0.00124204 79438.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3250 2994.89 0.0125752 0.00178138 74116.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3220.34 2972.29 0.0121872 0.00112149 72295.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3190.86 2944.29 0.0113538 0.00108097 77875.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3161.82 2913.73 0.0116251 0.00112676 76202.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3133.48 2884.75 0.011555 0.00142922 79006 0
: 250 Minimum Test error found - save the configuration
: 250 | 3105.03 2856.62 0.0109634 0.00115726 81581.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3076.43 2830.81 0.0108445 0.00107309 81871.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3048.59 2804.26 0.0109773 0.00109466 80950.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3021.29 2777.62 0.0113387 0.00112453 78322.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2993.42 2751.85 0.0116677 0.00170147 80271.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2966.39 2727.28 0.0121635 0.00122198 73116 0
: 256 Minimum Test error found - save the configuration
: 256 | 2939.44 2701.28 0.0116231 0.00107526 75844.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2913.28 2675.06 0.0113945 0.00107618 77532.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2886.74 2650.44 0.0119558 0.00118615 74282.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2859.83 2625.22 0.011693 0.00107666 75355.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2834.35 2600.65 0.0109424 0.00110109 81290 0
: 261 Minimum Test error found - save the configuration
: 261 | 2809 2576.11 0.0118006 0.00115849 75173.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2783.75 2551.87 0.0122087 0.00117257 72489.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2758.23 2530.25 0.0119772 0.00117143 74034.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2733.39 2504.22 0.0128842 0.00108557 67804.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2708.82 2482.12 0.0118141 0.00113709 74927.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2684.07 2457.57 0.0135334 0.00164964 67319 0
: 267 Minimum Test error found - save the configuration
: 267 | 2659.23 2435.69 0.011277 0.00108891 78523 0
: 268 Minimum Test error found - save the configuration
: 268 | 2635.81 2413.21 0.0117692 0.00123256 75925.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2611.66 2390.61 0.0111081 0.00108527 79818.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2588.13 2367.81 0.0113723 0.00132246 79603.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2564.9 2345.56 0.0114102 0.00109658 77567.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2541.43 2323.69 0.0114899 0.00107689 76826.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2518.79 2302.46 0.0124079 0.00135982 72410.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2494.79 2282.21 0.0138958 0.00111415 62589.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 2472.55 2261.3 0.0127199 0.00176987 73059.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2450.21 2240.66 0.0145488 0.00141498 60911.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2428.53 2219.75 0.0130082 0.00116399 67543.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2406.45 2198.63 0.0133685 0.00108114 65107.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2384.1 2178.67 0.0137406 0.00179795 66987.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2362.56 2158.31 0.0134526 0.00111876 64862 0
: 281 Minimum Test error found - save the configuration
: 281 | 2341.35 2137.76 0.0117202 0.0010765 75162.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2319.43 2119.2 0.0144075 0.00136136 61321 0
: 283 Minimum Test error found - save the configuration
: 283 | 2298.48 2099.06 0.0118189 0.00107832 74483.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2277.34 2079.33 0.0115281 0.00115139 77095.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2256.65 2060.06 0.0128362 0.00156717 70991.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2235.84 2041.18 0.0142011 0.00155756 63273.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2215.01 2022.55 0.0126771 0.00112429 69247.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2195.13 2003.69 0.0118944 0.00179655 79224.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2174.61 1985.83 0.012237 0.00109279 71786.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2154.85 1967.67 0.0117761 0.0012024 75659.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2135.13 1949.16 0.0120924 0.00139037 74751.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2115.4 1931.51 0.0113613 0.00114303 78291.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2096.09 1913.12 0.0117831 0.00115431 75267 0
: 294 Minimum Test error found - save the configuration
: 294 | 2076.7 1895.93 0.0116896 0.00107746 75385.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2057.69 1878.27 0.011772 0.00120975 75741.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2038.64 1861.37 0.0120805 0.00116505 73290.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2019.47 1843.73 0.0133399 0.00137939 66886.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2000.75 1827.22 0.0120748 0.00131866 74375.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1981.82 1810.85 0.0130237 0.00127962 68119.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1964.05 1794.06 0.0132795 0.00119164 66182.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1946.08 1778.6 0.0118117 0.00150886 77648.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1927.71 1761.35 0.012288 0.00112463 71663.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1909.63 1745.25 0.012193 0.00156364 75263.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1891.9 1729.16 0.0151545 0.00168223 59381.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1873.92 1713.28 0.0158067 0.00179997 57115.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1856.8 1697.51 0.0151547 0.00124657 57520.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1839.34 1681.58 0.0125279 0.00112287 70144.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1821.51 1667.33 0.0135542 0.0012122 64819.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1804.96 1651.89 0.0126866 0.00177237 73298.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 1788.04 1636.12 0.0152527 0.00162196 58690.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1770.58 1621.99 0.0122541 0.00116787 72161.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1754.78 1606.33 0.0107524 0.00105861 82527.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1737.53 1592.16 0.0107026 0.00107755 83116.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1721.26 1577.09 0.0107393 0.00108736 82884.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1704.91 1563.27 0.010788 0.00110099 82585.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1689.31 1548.21 0.0107025 0.0010672 83027.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1672.69 1534.88 0.0109125 0.00119043 82287.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1657.01 1520.28 0.0107132 0.00105877 82863.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1641.29 1506.6 0.0107234 0.0010544 82739 0
: 320 Minimum Test error found - save the configuration
: 320 | 1625.76 1492.32 0.0107356 0.00105468 82637.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1610.2 1478.57 0.0107428 0.00106498 82663.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1594.96 1465.83 0.0107647 0.00109511 82733.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1580.05 1451.83 0.0107145 0.00105651 82833.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1564.47 1438.34 0.0106563 0.00106479 83407.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1549.78 1425.32 0.0108094 0.00110283 82418.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1534.86 1411.97 0.0108006 0.00109316 82411 0
: 327 Minimum Test error found - save the configuration
: 327 | 1520.06 1398.9 0.0108724 0.00111287 81970.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1505.85 1385.54 0.0107559 0.00109563 82813.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1490.99 1372.95 0.0112224 0.00109105 78962.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1477.14 1360.09 0.0114476 0.00111154 77399.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1462.53 1347.71 0.0108048 0.00109348 82378.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1448.75 1335.32 0.0107986 0.00107563 82279.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1434.64 1323.21 0.0112862 0.00121018 79396.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1421.15 1310.69 0.0108695 0.00107056 81641.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1407.41 1298.3 0.0109358 0.00108143 81182 0
: 336 Minimum Test error found - save the configuration
: 336 | 1393.62 1286.77 0.0108976 0.00108556 81532.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1380.3 1274.71 0.0108262 0.00109199 82184.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1367.48 1262.17 0.010718 0.00107288 82943.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1353.71 1250.61 0.0107369 0.00106834 82742.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1340.71 1239.32 0.0106709 0.0010585 83225.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1327.74 1228.07 0.0106667 0.00106192 83292 0
: 342 Minimum Test error found - save the configuration
: 342 | 1315.47 1216.45 0.0106577 0.00105429 83303.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1302.38 1205.33 0.0106752 0.00106288 83226.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1289.97 1193.88 0.0106559 0.00106449 83407.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1277.06 1183.17 0.0110213 0.00127228 82059.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1265.41 1171.6 0.0106838 0.00107648 83269.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1252.79 1160.5 0.0106948 0.00108957 83287.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1240.82 1149.42 0.010715 0.00107413 82980.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1228.89 1138.24 0.0112336 0.00112204 79117.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1216.33 1128.38 0.0108556 0.00109997 82004.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1205.14 1117.81 0.0109054 0.00113461 81876.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1193.21 1107.19 0.0107771 0.00107696 82472.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1181.6 1096.94 0.0106799 0.00107139 83259.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1170.34 1086.28 0.0107406 0.00107586 82775.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1158.55 1076.57 0.0110507 0.00106901 80147.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1147.66 1066.12 0.0107234 0.00106491 82828.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1136.57 1055.78 0.0106915 0.0010624 83081.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1125.56 1045.59 0.0106846 0.00106019 83122.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1114.26 1036.05 0.0107211 0.00106242 82826.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1103.62 1026.22 0.0107483 0.00106581 82623.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1093.02 1016.72 0.0118728 0.00110903 74323.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1082.66 1006.31 0.0107593 0.00108031 82653.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1071.41 997.273 0.0108755 0.00106696 81562 0
: 364 Minimum Test error found - save the configuration
: 364 | 1061.26 987.677 0.0109733 0.00114073 81362.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1050.76 978.38 0.010901 0.00113256 81896.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1040.8 968.93 0.0109725 0.00110613 81083.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1030.39 959.814 0.0109298 0.00109521 81345.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1020.48 950.42 0.0109963 0.00109217 80774.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1010.52 941.141 0.010785 0.00112037 82776.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 1000.3 932.542 0.0108312 0.00107253 81978 0
: 371 Minimum Test error found - save the configuration
: 371 | 990.968 923.465 0.0107552 0.00108149 82698.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 981.038 914.902 0.0110676 0.0011817 80923.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 971.404 905.97 0.011039 0.00121238 81411.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 961.959 897.087 0.0143347 0.00174353 63536.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 952.38 888.946 0.0156191 0.00119714 55470.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 943.576 881.277 0.0114759 0.00111135 77185.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 934.236 871.301 0.0107842 0.00106743 82332.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 924.761 862.864 0.0107664 0.00107655 82560.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 915.405 854.347 0.0108126 0.00111919 82530.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 906.416 846.223 0.0113227 0.00137826 80446.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 897.322 838.338 0.010789 0.00108194 82413.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 888.567 830.109 0.0115206 0.00151942 79990.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 880.164 821.8 0.0116919 0.00107055 75320.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 871.1 813.643 0.0107025 0.00106325 82994.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 862.321 805.959 0.010705 0.00107361 83061.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 854.061 797.892 0.010779 0.00108175 82497.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 845.551 789.864 0.0107502 0.001122 83089.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 836.912 782.364 0.0106644 0.00105744 83273 0
: 389 Minimum Test error found - save the configuration
: 389 | 828.872 774.301 0.0108575 0.00109955 81984.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 820.355 766.948 0.0106897 0.0010623 83096.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 812.273 759.221 0.0107869 0.0010823 82435.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 804.421 751.916 0.0107289 0.00105908 82731.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 796.335 744.233 0.0109667 0.00119227 81846.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 788.317 736.469 0.0110849 0.00109758 80101.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 780.189 729.217 0.0110235 0.00107457 80410.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 772.651 722.273 0.010877 0.00108287 81681.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 764.953 715.963 0.0107672 0.00109008 82669.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 757.543 708.178 0.0110222 0.00108987 80545 0
: 399 Minimum Test error found - save the configuration
: 399 | 749.741 700.391 0.0107863 0.00106953 82332 0
: 400 Minimum Test error found - save the configuration
: 400 | 742.009 693.33 0.0110216 0.00107766 80450.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 734.281 686.74 0.0107475 0.00107987 82750.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 727.361 679.794 0.0112646 0.00108745 78607.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 719.934 673.298 0.0110439 0.00107845 80277.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 712.463 666.127 0.0116194 0.00109991 76049 0
: 405 Minimum Test error found - save the configuration
: 405 | 705.102 659.638 0.0107368 0.00106575 82721 0
: 406 Minimum Test error found - save the configuration
: 406 | 698.151 653.039 0.0107414 0.00106027 82635.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 691.339 646.108 0.0107303 0.00106177 82742.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 684.199 639.259 0.0110429 0.00106561 80181.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 676.956 632.873 0.011044 0.00106431 80162.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 670.473 626.124 0.01071 0.00106032 82904.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 663.489 619.56 0.011688 0.00108208 75429.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 656.546 613.469 0.0108482 0.00106693 81788.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 649.981 607.539 0.0107541 0.00106564 82572.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 643.352 601.687 0.0108841 0.00111144 81861.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.244 595.115 0.0109199 0.00110053 81471.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 630.236 589.064 0.0107011 0.00105957 82974.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.034 582.562 0.0106827 0.00105603 83102.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 617.524 576.432 0.0106246 0.00105498 83598 0
: 419 Minimum Test error found - save the configuration
: 419 | 611.273 570.766 0.0107578 0.0011007 82840.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 604.816 564.511 0.01119 0.00117722 79897.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 598.762 558.718 0.0109783 0.001106 81035.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 592.845 552.844 0.0109334 0.00109865 81344.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 586.582 547.316 0.0108873 0.00107303 81514.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 580.523 541.312 0.0119132 0.00179978 79102.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 574.411 535.873 0.0114298 0.00108409 77326.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 568.879 530.632 0.010886 0.00109765 81730 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.171 523.98 0.0109221 0.00107789 81265.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 556.796 518.708 0.0108178 0.00109356 82268.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 551.177 513.524 0.0108445 0.00109333 82041.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 545.361 508.156 0.0108179 0.00107657 82124.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 539.932 502.5 0.0107755 0.0010654 82388.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.169 497.274 0.0108951 0.00107769 81488.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 528.703 492.259 0.0106965 0.00108207 83208.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.267 487.641 0.0107236 0.00109599 83094.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 517.889 482.18 0.0106896 0.00106002 83077.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 512.741 476.48 0.0106051 0.00106135 83824.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.119 471.317 0.0107145 0.00106602 82914.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 501.891 466.739 0.0106723 0.00107256 83336 0
: 439 Minimum Test error found - save the configuration
: 439 | 496.502 461.49 0.010653 0.0010768 83540.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 491.553 456.802 0.0109376 0.00106237 81010.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.403 451.212 0.0108803 0.00107246 81567.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.236 446.597 0.0108163 0.00107055 82087.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.25 441.84 0.0107518 0.00106234 82564.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.178 437.331 0.010727 0.00106356 82786.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 466.674 432.621 0.0106782 0.00106069 83181.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 461.565 427.794 0.0107561 0.00113262 83129.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 456.665 423.061 0.0110184 0.0010807 80501.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 451.965 418.32 0.0107665 0.00106965 82501.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 446.872 414.11 0.010907 0.00112793 81807.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 442.418 409.988 0.0109195 0.00113456 81757.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.136 404.688 0.0110925 0.00117805 80690.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.281 400.506 0.0108678 0.00110627 81954.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 428.532 395.925 0.010831 0.00110223 82230.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.062 391.858 0.0108199 0.00109089 82228.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 419.805 387.205 0.0111213 0.0010848 79708.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.126 383.374 0.0108039 0.00109347 82385.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.884 379.617 0.01078 0.00106748 82368.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 406.909 374.578 0.0108172 0.00106509 82033.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.223 370.677 0.0107688 0.00107592 82535.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.912 366.607 0.0107862 0.00107176 82351.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 393.953 362.544 0.011043 0.0010731 80241.8 0
: 462 Minimum Test error found - save the configuration
: 462 | 389.704 358.74 0.0107943 0.00106596 82234.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.694 354.514 0.0107852 0.0010574 82238.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.47 350.707 0.010742 0.00105402 82576.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.561 346.793 0.0123739 0.00109157 70907.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.517 342.595 0.0107561 0.00106873 82581.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 369.397 339.062 0.0119987 0.00126582 74537.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.482 335.122 0.0108076 0.00107573 82204.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.751 331.714 0.0107851 0.00107266 82368.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.96 328.057 0.0107956 0.00110234 82531.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.802 324.41 0.010943 0.00124795 82516.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.306 320.526 0.0139714 0.00109813 62144.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.334 316.864 0.0112847 0.00110578 78593.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.839 313.636 0.0107335 0.00106568 82748.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.998 310.171 0.0106739 0.00106724 83275.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.738 306.186 0.0107714 0.00106368 82408.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.937 303.064 0.0108074 0.0010742 82192.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.608 300.137 0.0107098 0.00106127 82914.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.791 296.873 0.0107688 0.00106247 82420.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.728 293.33 0.0107013 0.00106033 82979 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.758 290.096 0.0107455 0.00106543 82644.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.293 286.522 0.0107783 0.00108111 82498.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.842 283.338 0.0108237 0.00107739 82082 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.559 280.186 0.0106914 0.00107145 83160.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.21 277.55 0.0108099 0.00110236 82410.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.911 274.22 0.0106778 0.00105935 83173.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.826 270.513 0.0108505 0.00122111 83079.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.432 267.967 0.0106399 0.00105787 83490 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.42 264.614 0.0107098 0.00107154 83002.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.24 262.593 0.0106663 0.00106656 83336 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.102 258.84 0.0106468 0.00106114 83457.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.888 256.442 0.0107042 0.00108419 83159.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.849 253.57 0.0106606 0.00106838 83401.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.799 251.462 0.0106408 0.00106392 83534.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.027 248.397 0.0106748 0.0010625 83226.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.885 245.829 0.0113401 0.00130631 79730.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.768 242.959 0.0108331 0.0010792 82018.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.174 240.841 0.0107614 0.0010869 82691.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.128 238.696 0.0107603 0.00107272 82580 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.707 236.663 0.0107309 0.00106554 82769.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.697 233.246 0.0107026 0.00105994 82964.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.684 230.712 0.0107287 0.00106825 82812.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.93 227.933 0.0107198 0.00106457 82856.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.333 226.518 0.010725 0.00109581 83080.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.685 223.161 0.0107631 0.00107427 82569.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.714 220.392 0.0107489 0.00107013 82654.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.112 217.965 0.0108122 0.00108473 82241.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.539 216.083 0.0108021 0.0010896 82367.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.098 213.253 0.0108005 0.0010741 82250 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.316 210.506 0.0106966 0.00107392 83137 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.757 209.302 0.0107787 0.0010667 82372.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.158 206.724 0.0107533 0.0010589 82522.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.271 204.711 0.010595 0.00106596 83954 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.722 201.765 0.0107105 0.00112775 83483 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.94 199.976 0.010968 0.00108031 80908.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.452 197.706 0.0112604 0.00108798 78644.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.904 195.727 0.0108455 0.00110298 82114.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.648 192.608 0.0108449 0.00106911 81835 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.338 190.807 0.0106832 0.00106357 83163.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.875 189.177 0.0108448 0.00111788 82246.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.614 186.292 0.0107982 0.00108061 82324.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.497 185.173 0.0108756 0.00107193 81602.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.219 184.137 0.0107229 0.00107006 82877.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.972 181.157 0.0108597 0.00107521 81762.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.086 180.189 0.0107347 0.00106161 82703.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.938 177.195 0.010801 0.00106834 82197.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.269 174.981 0.0106728 0.00105911 83214.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.048 173.426 0.0108083 0.00107759 82214.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.997 172.048 0.0108138 0.00107262 82125.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.844 169.572 0.0107676 0.0010716 82508.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.658 167.47 0.0107855 0.00111036 82686 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.79 165.35 0.0107695 0.00108925 82642.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.938 164.543 0.0107798 0.00107157 82404.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.668 163.098 0.0107239 0.00105951 82778.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.622 161.318 0.0107843 0.00107371 82384.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.595 159.592 0.0108621 0.00107681 81755.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.474 157.31 0.0107517 0.00106931 82624.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.818 157.044 0.0107722 0.0010754 82501.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.852 154.377 0.0107662 0.00108329 82619.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.835 152.807 0.010875 0.00108532 81718.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.03 150.842 0.0107985 0.00110426 82523.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.287 148.741 0.010892 0.00110026 81701.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.156 146.893 0.0110315 0.00108791 80454 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.322 145.181 0.0109881 0.00108357 80771.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.504 143.134 0.0106872 0.00106038 83101.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.95 142.495 0.0108412 0.0010852 82001 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.971 141.059 0.0107901 0.00108209 82406.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.2 139.08 0.0107429 0.00107248 82726.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.239 137.961 0.0107945 0.00107173 82281.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.665 136.718 0.0107887 0.0010674 82293.3 0
: 551 | 145.066 137.33 0.0107706 0.00104168 82229.1 1
: 552 Minimum Test error found - save the configuration
: 552 | 143.46 134.017 0.0107026 0.00106119 82975.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.206 131.905 0.0110708 0.00109606 80202.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.227 131.762 0.0107927 0.00108167 82380.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.46 129.242 0.0107392 0.00106646 82707.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.522 127.606 0.0107352 0.0010693 82765.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.878 125.645 0.0106942 0.00105828 83022.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.402 123.65 0.0107317 0.00106435 82752.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.804 121.876 0.0107109 0.0010759 83030.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.326 121.179 0.0106869 0.00106383 83134 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.616 119.625 0.0106899 0.00107129 83172.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.245 119.093 0.010739 0.00107373 82771 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.752 117.477 0.0107074 0.00106876 82999.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.082 117.42 0.0107538 0.00108756 82762.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.795 114.608 0.0107718 0.00107904 82536.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.371 114.088 0.0108116 0.00108409 82240.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.959 111.639 0.0108291 0.00107048 81978.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.379 110.686 0.0107072 0.00105628 82893.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.143 109.194 0.0106484 0.0010617 83448.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.606 107.798 0.010667 0.00106816 83343.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.296 106.022 0.010725 0.00105705 82747.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.866 105.414 0.0107214 0.0010601 82804.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.759 104.04 0.0107226 0.00106113 82803 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.088 102.147 0.0107028 0.00105729 82940 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.835 101.5 0.0107185 0.00107373 82946.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.589 100.18 0.0107356 0.00106543 82728.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.174 97.8849 0.0106665 0.00105845 83263.2 0
: 578 | 105.023 98.5054 0.0107737 0.001036 82154.6 1
: 579 Minimum Test error found - save the configuration
: 579 | 103.934 96.312 0.0108335 0.00108015 82023 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.563 95.4243 0.0107966 0.00107403 82282.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.339 94.0523 0.0107161 0.00106312 82875.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.9068 92.3598 0.0107712 0.00111007 82806.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.919 92.2526 0.0108295 0.00107545 82017.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.6881 90.0716 0.0107708 0.00106851 82454.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.5051 89.9061 0.0107902 0.00106419 82253.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.2536 88.0062 0.0108282 0.00110325 82262.4 0
: 587 | 94.4356 88.2377 0.0107344 0.00103558 82484.3 1
: 588 Minimum Test error found - save the configuration
: 588 | 93.2722 86.846 0.010815 0.00107305 82118.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.309 83.9741 0.0116623 0.00137191 77742.2 0
: 590 | 90.8371 84.7653 0.0113569 0.00108749 77901.4 1
: 591 Minimum Test error found - save the configuration
: 591 | 89.7869 82.6486 0.0114946 0.00110875 77028.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.7534 82.3723 0.0115209 0.00115675 77189 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.7442 80.6897 0.0112988 0.0011618 78918.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.4606 78.8913 0.01125 0.00123919 79913.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.4593 78.4289 0.0115078 0.00112462 77047.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.8002 77.2682 0.0113033 0.00108565 78296 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.6265 76.8411 0.0110952 0.00128583 81555.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.6863 75.1679 0.0112297 0.00114727 79346.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.6818 74.642 0.011322 0.00113624 78541.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.5813 73.2122 0.0117362 0.00115629 75615 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.8126 72.7069 0.011322 0.0011908 78964.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.5793 71.4209 0.012262 0.00154097 74619.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.7523 70.378 0.0114575 0.00111296 77335.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.8725 70.2358 0.0117903 0.00120762 75595.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.8728 69.2756 0.0121421 0.00118352 73001.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.9103 68.3081 0.0127767 0.00161685 71685.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.155 67.1101 0.0119688 0.00108822 73525.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.262 67.0314 0.0121967 0.00119616 72723.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.5197 65.2113 0.011639 0.00111815 76039.5 0
: 610 | 71.4904 65.2641 0.0116501 0.00111714 75951.8 1
: 611 Minimum Test error found - save the configuration
: 611 | 70.7827 64.6118 0.0149197 0.00175187 60754.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.8684 63.0581 0.012331 0.00109352 71190.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.1312 61.8895 0.0111433 0.00109066 79580.8 0
: 614 | 68.3556 62.032 0.0109458 0.00102333 80625.4 1
: 615 Minimum Test error found - save the configuration
: 615 | 67.4911 60.0313 0.0112843 0.00108224 78415.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.4381 59.6488 0.0113503 0.00112599 78245 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.7135 58.9915 0.0117997 0.00110691 74816.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.9849 57.7918 0.0116343 0.00108662 75845.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.2751 57.2687 0.01113 0.00125481 81010.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.5415 56.8839 0.0110846 0.00113915 80438.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.5931 55.3823 0.0109293 0.00107349 81170.4 0
: 622 | 61.8003 55.732 0.0113334 0.00107583 77991.2 1
: 623 Minimum Test error found - save the configuration
: 623 | 61.1444 54.1275 0.0110207 0.00109842 80626.4 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.3904 52.9147 0.011289 0.0010854 78403.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.67 52.5761 0.0110648 0.00119964 81093.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.9202 51.8479 0.0110335 0.0010873 80433 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1116 51.3671 0.0108384 0.00108377 82012.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.4862 50.5254 0.0110316 0.00117019 81124.4 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.6526 49.9771 0.0113445 0.00113754 78377.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.041 49.5726 0.0108315 0.00108715 82098.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.4915 48.3801 0.0112744 0.0011965 79382 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.846 47.6469 0.0109125 0.00108138 81374.4 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.1217 47.4074 0.0119505 0.00110652 73773.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3934 46.5313 0.0108804 0.00112508 82006.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.6655 45.7124 0.010756 0.00107071 82599.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.1535 45.6331 0.011984 0.0011039 73528.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.5396 44.8468 0.0121195 0.00117458 73093.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.7771 44.2522 0.0124036 0.00109821 70762.9 0
: 639 | 50.3949 44.3098 0.0122734 0.00128597 72810.6 1
: 640 Minimum Test error found - save the configuration
: 640 | 49.6753 42.905 0.0120833 0.00143299 75115.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0691 42.6187 0.012482 0.00120458 70937.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.6756 41.9765 0.0123394 0.00134475 72762.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.8934 41.4474 0.0117417 0.00109033 75107.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.2362 40.8479 0.0117035 0.00108003 75305.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.7685 40.2521 0.0117255 0.00139701 77455.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.2415 39.8011 0.0117258 0.00110187 75301.9 0
: 647 | 45.8284 39.8329 0.0122636 0.00104009 71279.2 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.2373 39.0091 0.0126791 0.00139157 70874.5 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.5173 38.3729 0.0117332 0.00114361 75545.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.9024 38.1732 0.0126393 0.0013529 70881.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.4917 37.9775 0.01163 0.00109481 75935.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.9599 37.2647 0.0118665 0.00139761 76416.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.5136 37.0596 0.0122934 0.00139314 73392.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.9685 36.573 0.0125787 0.00142567 71729.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.4616 35.5219 0.0113764 0.00108361 77724.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.9454 35.0174 0.0131878 0.00142628 68018.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.3426 34.2189 0.0125601 0.00130555 71082.2 0
: 658 | 39.9281 34.5699 0.0124735 0.00108517 70247.6 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.7469 33.4818 0.0117696 0.00131574 76526.4 0
: 660 | 38.9663 33.4855 0.0123886 0.00118753 71421.6 1
: 661 Minimum Test error found - save the configuration
: 661 | 38.6303 32.4982 0.0120683 0.00110393 72963.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.9934 32.0285 0.0133738 0.00139865 66805 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.5596 31.8843 0.0128859 0.00135127 69356.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.1262 31.351 0.0114875 0.00119617 77735.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.7655 30.2523 0.0126488 0.00121588 69973.3 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.1564 29.9858 0.0129404 0.00130871 68777.7 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.7412 29.84 0.0109313 0.00109858 81361.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.3437 29.7292 0.0106702 0.00105931 83238.9 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.7758 28.7346 0.0106654 0.00106892 83364.1 0
: 670 | 34.6163 28.9964 0.0106423 0.00102312 83166.9 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.2843 27.8673 0.0106629 0.00106017 83310 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.8091 27.866 0.0106448 0.00106044 83469.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.1984 26.8216 0.0106359 0.00105402 83490.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.7723 26.7123 0.0106375 0.0010488 83431.6 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.2875 25.7972 0.0112188 0.00108802 78967.2 0
: 676 | 31.9124 25.8028 0.0115331 0.00124967 77795.2 1
: 677 | 31.5311 25.9579 0.0109509 0.00113978 81540 2
: 678 Minimum Test error found - save the configuration
: 678 | 31.086 25.1469 0.0121707 0.00177713 76970.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.8941 24.502 0.0126503 0.00112156 69391.6 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.3367 24.0875 0.0127211 0.00110174 68850.8 0
: 681 | 30.0014 24.8202 0.0115377 0.00103666 76183.1 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.696 23.2139 0.01101 0.00109615 80694.9 0
: 683 | 29.3458 23.9639 0.0118465 0.00110115 74450.5 1
: 684 | 28.859 23.4838 0.0141166 0.00103874 61172.1 2
: 685 Minimum Test error found - save the configuration
: 685 | 28.5229 22.3646 0.0112106 0.00114304 79462.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.1797 21.9298 0.0115452 0.00136899 78614.7 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.7468 21.8277 0.012556 0.00108912 69765.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.3094 21.5995 0.0108214 0.00118188 82991.7 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.074 21.1728 0.0111774 0.00109482 79344.4 0
: 690 | 26.9028 21.9771 0.0111518 0.00103655 79088.2 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.5211 20.4877 0.0112504 0.00122348 79785.2 0
: 692 | 25.9129 21.045 0.0128969 0.00125297 68705.3 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.6645 20.0012 0.0137275 0.00116295 63671.3 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.3679 19.7853 0.0114998 0.00138787 79114.8 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.8797 19.5319 0.0123757 0.00179533 75611.6 0
: 696 | 24.5774 19.627 0.0111819 0.00114852 79733.8 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.2899 19.3515 0.0113538 0.00129766 79553.8 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.2455 18.7083 0.0106868 0.00106933 83181.9 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.6772 18.5764 0.0110503 0.00108754 80298.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.2848 18.5473 0.0112132 0.00113777 79401.1 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.1638 17.9035 0.0109694 0.00114771 81452.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7848 17.5546 0.0120105 0.00115317 73682.7 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.3841 17.367 0.0124827 0.00146747 72626.5 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.1164 16.9451 0.0109566 0.00107502 80958.4 0
: 705 | 21.8092 16.9577 0.0107555 0.00103469 82298 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.5958 16.3625 0.010748 0.00106118 82586.3 0
: 707 | 21.3789 16.5055 0.0106315 0.00102165 83248.2 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.0391 15.9977 0.0108266 0.00109395 82197.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.6189 15.8726 0.0112648 0.00109103 78633.9 0
: 710 | 20.4367 16.0426 0.0113442 0.00115881 78544.1 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.3333 15.5371 0.0112183 0.00108905 78979.5 0
: 712 | 20.1048 15.7963 0.0131311 0.00149923 68776.8 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.7822 15.1769 0.0123799 0.00130497 72235 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.5507 14.818 0.0111496 0.00118988 80323.8 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.1654 14.6049 0.0112956 0.001086 78357.4 0
: 716 | 19.0392 14.7273 0.0107726 0.00102872 82103 1
: 717 | 18.7485 14.795 0.0106163 0.00102298 83391.7 2
: 718 Minimum Test error found - save the configuration
: 718 | 18.4114 13.9629 0.0106451 0.00106078 83469.3 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.0609 13.8444 0.0106404 0.00105264 83440.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.9881 13.6281 0.0121617 0.0013065 73697.2 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.6615 13.5777 0.0108556 0.00108012 81837.6 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.3961 13.2843 0.0138271 0.00168499 65886.7 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.1029 12.8819 0.0132546 0.00108173 65719.8 0
: 724 | 17.0242 13.0278 0.012484 0.00103687 69886.8 1
: 725 | 16.806 13.2015 0.0129442 0.00103036 67148.9 2
: 726 | 16.6624 13.1434 0.0108393 0.00102407 81506.2 3
: 727 Minimum Test error found - save the configuration
: 727 | 16.4112 12.7072 0.0108364 0.00107689 81971.4 0
: 728 | 16.0185 12.829 0.010654 0.0010306 83130.5 1
: 729 Minimum Test error found - save the configuration
: 729 | 16.0221 12.3427 0.0121737 0.0018066 77167.2 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.8426 12.2789 0.0112214 0.00108808 78947.8 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.3579 11.5204 0.0107698 0.00107298 82501.1 0
: 732 | 15.08 11.6942 0.0106656 0.00101995 82938.9 1
: 733 | 14.8991 11.595 0.0106354 0.00101953 83195.4 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.7153 11.5116 0.0111598 0.00108786 79428.5 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.5035 11.0556 0.0106804 0.00105795 83138.7 0
: 736 | 14.4023 11.215 0.0106981 0.00108045 83180.7 1
: 737 | 14.321 11.2845 0.0111119 0.00103577 79395.9 2
: 738 Minimum Test error found - save the configuration
: 738 | 14.0477 10.6232 0.0107826 0.00107707 82427.4 0
: 739 | 13.942 11.0352 0.0114818 0.00118556 77698.6 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.6698 10.2885 0.0119741 0.00116626 74020.2 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.3523 10.1035 0.0114124 0.00114959 77951.7 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.1779 10.0356 0.0137465 0.00133611 64462.1 0
: 743 | 12.9077 10.6243 0.0112598 0.00105695 78409.8 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.8677 9.91241 0.0116457 0.00123532 76846.7 0
: 745 | 12.8202 10.1044 0.0112594 0.00108433 78623.3 1
: 746 | 12.5854 10.4051 0.0116775 0.00104465 75238.4 2
: 747 Minimum Test error found - save the configuration
: 747 | 12.4076 9.24589 0.0128697 0.00124613 68825.4 0
: 748 | 12.175 9.48753 0.0119629 0.00103702 73220.6 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.0668 8.992 0.0127113 0.00112114 69024 0
: 750 | 11.897 9.13007 0.0140369 0.00114943 62075.8 1
: 751 | 11.768 9.00303 0.0147793 0.00155994 60517.4 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.5436 8.81186 0.013984 0.00180857 65706.1 0
: 753 | 11.4552 8.87492 0.0121263 0.00111747 72668.7 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.2027 8.46908 0.0116721 0.00127359 76933.9 0
: 755 | 11.1539 8.74189 0.0112356 0.00103433 78421.3 1
: 756 | 11.0203 8.50207 0.0107065 0.0010288 82664.4 2
: 757 Minimum Test error found - save the configuration
: 757 | 10.9328 8.19688 0.0109404 0.0010953 81258.4 0
: 758 | 10.7036 8.5656 0.0111378 0.00136024 81820.1 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.4731 7.62232 0.0117985 0.0011688 75260.6 0
: 760 | 10.3498 8.28386 0.0117829 0.00113698 75146.3 1
: 761 | 10.3249 8.45577 0.0106125 0.00102051 83402.6 2
: 762 | 10.1206 7.77708 0.0106237 0.00102326 83329.4 3
: 763 Minimum Test error found - save the configuration
: 763 | 10.0262 7.04531 0.0106472 0.00106211 83463 0
: 764 | 10.1141 7.36725 0.0112773 0.00171373 83650.6 1
: 765 | 9.81863 7.24987 0.0154446 0.00172475 58309.7 2
: 766 | 9.67524 7.24668 0.01302 0.00152439 69591.6 3
: 767 Minimum Test error found - save the configuration
: 767 | 9.43461 6.90782 0.0130939 0.00111651 66792.7 0
: 768 | 9.34787 7.03838 0.0120276 0.00106594 72981.5 1
: 769 | 9.28996 7.00377 0.0110433 0.00103389 79925.1 2
: 770 Minimum Test error found - save the configuration
: 770 | 9.12155 6.81136 0.0109989 0.00114064 81150.3 0
: 771 Minimum Test error found - save the configuration
: 771 | 8.88954 6.77032 0.0113367 0.00108839 78061.9 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.91133 6.32734 0.0109062 0.00106962 81329.3 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.68137 6.09444 0.0119558 0.00122469 74549.8 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.52411 5.95909 0.0119575 0.00124213 74659.4 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.64495 5.70496 0.0116258 0.00111104 76083.2 0
: 776 | 8.52701 6.37661 0.0115914 0.00140026 78499.2 1
: 777 Minimum Test error found - save the configuration
: 777 | 8.50383 5.48952 0.0115769 0.00109992 76358.2 0
: 778 | 8.44602 5.724 0.011071 0.00103365 79702.6 1
: 779 | 8.24251 5.85028 0.010719 0.0010302 82570 2
: 780 Minimum Test error found - save the configuration
: 780 | 8.04072 5.35312 0.0106476 0.00106251 83463.2 0
: 781 | 7.82251 5.39863 0.0106148 0.00102146 83390.9 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.73457 5.1007 0.0107311 0.00106725 82782.6 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.69718 4.83774 0.0107146 0.00106678 82920.7 0
: 784 | 7.66733 5.14727 0.0106654 0.00102866 83015.3 1
: 785 | 7.70971 5.71935 0.0106554 0.00102602 83079.4 2
: 786 | 7.54632 5.92281 0.0106278 0.00102404 83301 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.35383 4.60334 0.0112876 0.00116239 79010.9 0
: 788 | 7.33793 5.20241 0.0115548 0.00113999 76813.6 1
: 789 | 7.1981 5.15322 0.0111364 0.0010555 79358 2
: 790 Minimum Test error found - save the configuration
: 790 | 6.98084 4.26202 0.0107102 0.00107652 83042.1 0
: 791 | 6.92272 4.62277 0.0105749 0.00102052 83731.4 1
: 792 | 6.83091 4.56003 0.0106869 0.00102161 82770 2
: 793 | 6.66344 4.53289 0.0106351 0.00102194 83218.9 3
: 794 Minimum Test error found - save the configuration
: 794 | 6.85811 4.16046 0.0106997 0.00106664 83047.1 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.62703 4.0571 0.0106706 0.00105729 83217.6 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.55295 3.53456 0.0107538 0.00107411 82646.9 0
: 797 | 6.39459 4.11791 0.0107656 0.00104859 82329.8 1
: 798 | 6.30548 3.8116 0.0106354 0.00102724 83263 2
: 799 Minimum Test error found - save the configuration
: 799 | 6.16392 3.36959 0.0106785 0.00105874 83162 0
: 800 | 6.16082 3.58376 0.0106273 0.00102107 83279 1
: 801 Minimum Test error found - save the configuration
: 801 | 6.01823 3.35556 0.0106697 0.00106159 83263 0
: 802 Minimum Test error found - save the configuration
: 802 | 5.93483 3.18473 0.0109407 0.00118012 81962.7 0
: 803 | 5.93293 3.3424 0.0107726 0.0010236 82059.4 1
: 804 Minimum Test error found - save the configuration
: 804 | 5.91031 3.09641 0.010664 0.00106128 83309.7 0
: 805 | 5.87323 3.18326 0.0108437 0.00114455 82481.1 1
: 806 Minimum Test error found - save the configuration
: 806 | 5.7157 3.06523 0.0107237 0.0010975 83106.5 0
: 807 | 5.57048 3.19571 0.0106266 0.0010234 83306 1
: 808 Minimum Test error found - save the configuration
: 808 | 5.62131 3.03843 0.0106589 0.0010796 83513.4 0
: 809 | 5.55837 3.37573 0.0107676 0.00105423 82360.4 1
: 810 Minimum Test error found - save the configuration
: 810 | 5.43238 2.87453 0.0107283 0.00106185 82760.4 0
: 811 | 5.31497 3.2037 0.0106577 0.00102997 83093.6 1
: 812 Minimum Test error found - save the configuration
: 812 | 5.40754 2.70679 0.0106958 0.00105526 82983 0
: 813 Minimum Test error found - save the configuration
: 813 | 5.28859 2.56909 0.0106811 0.00106228 83170.7 0
: 814 | 5.20652 3.61727 0.0108553 0.00123336 83143.1 1
: 815 | 5.16991 3.06234 0.0107693 0.00102513 82100 2
: 816 Minimum Test error found - save the configuration
: 816 | 5.28993 2.24515 0.0107296 0.00106632 82787.7 0
: 817 | 5.0836 2.80263 0.0106956 0.00109671 83343 1
: 818 | 4.93872 2.66826 0.0105955 0.00102052 83550.9 2
: 819 | 4.83848 2.46952 0.0105944 0.00101661 83526.9 3
: 820 | 4.86983 2.45236 0.0106827 0.00111554 83619.7 4
: 821 | 4.82122 3.03488 0.0106947 0.00103518 82819.9 5
: 822 Minimum Test error found - save the configuration
: 822 | 4.69332 2.14715 0.0106662 0.00107586 83417.4 0
: 823 | 4.77415 2.55192 0.0106109 0.00102057 83417.6 1
: 824 Minimum Test error found - save the configuration
: 824 | 4.57261 2.12101 0.0107733 0.0010858 82580.7 0
: 825 Minimum Test error found - save the configuration
: 825 | 4.55744 2.11891 0.0107823 0.00107787 82437 0
: 826 Minimum Test error found - save the configuration
: 826 | 4.58789 2.10342 0.0106558 0.00105739 83347.5 0
: 827 | 4.47254 2.22657 0.0106814 0.0010319 82906 1
: 828 | 4.52345 2.19521 0.0106367 0.00102692 83248.9 2
: 829 | 4.42516 2.20509 0.0106541 0.00102672 83096.8 3
: 830 | 4.24429 2.42301 0.0106699 0.00103362 83020 4
: 831 | 4.20651 2.37406 0.0106513 0.00102178 83078 5
: 832 | 4.25979 2.23855 0.0106164 0.00101688 83337.3 6
: 833 | 4.23948 2.21986 0.0107108 0.00102841 82624.5 7
: 834 | 4.25947 2.12374 0.0107062 0.00103304 82702.7 8
: 835 Minimum Test error found - save the configuration
: 835 | 4.05438 2.00132 0.0106909 0.00106422 83102 0
: 836 | 3.97963 2.2794 0.0106501 0.00102794 83141.3 1
: 837 Minimum Test error found - save the configuration
: 837 | 3.84365 1.76643 0.0107198 0.00106643 82872.8 0
: 838 | 3.78126 1.9145 0.0107125 0.00104573 82757.4 1
: 839 | 3.94287 2.44655 0.0107013 0.00103224 82738.2 2
: 840 | 3.90293 2.10001 0.0106894 0.00102072 82741.8 3
: 841 | 3.74068 1.88494 0.0107125 0.00102633 82591.6 4
: 842 | 3.67354 2.29024 0.0106359 0.00102181 83211.3 5
: 843 | 3.73928 2.41604 0.010722 0.00102548 82504.2 6
: 844 | 3.64682 2.26849 0.0107337 0.00102303 82383.5 7
: 845 | 3.62112 2.55477 0.010865 0.00111199 82026 8
: 846 | 3.59685 2.7854 0.0108317 0.00103045 81622 9
: 847 | 3.64284 2.906 0.0111891 0.00102918 78740.8 10
: 848 | 3.52634 2.2739 0.0110275 0.00102681 79994.8 11
: 849 | 3.33906 2.5996 0.0106728 0.00104369 83081.1 12
: 850 | 3.38065 2.09692 0.0106666 0.00102605 82983.2 13
: 851 | 3.38393 2.27783 0.0106291 0.00102663 83311.5 14
: 852 | 3.39366 2.23205 0.0107868 0.00104155 82091 15
: 853 | 3.43452 2.56922 0.0107595 0.00103056 82228.7 16
: 854 | 3.24997 2.2387 0.0106467 0.00102844 83174.9 17
: 855 | 3.33689 2.35063 0.0106281 0.00102673 83321.7 18
: 856 | 3.21949 2.07704 0.0106915 0.00102923 82796.4 19
: 857 | 3.10367 2.43354 0.010652 0.00102736 83120.4 20
: 858 | 3.07682 2.40855 0.0107191 0.00102698 82541.6 21
:
: Elapsed time for training with 1000 events: 9.58 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: 0.0113 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: 0.826 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= 3.30856e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.0917e+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: 0.0368 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: 0.0369 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: 0.00144 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: 0.908 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: 0.0245 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00316 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00422 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: 0.00207 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000318 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: 0.1 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0119 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: 0.932 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.103 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 : -0.612 0.0922 5.29 1.45 | 3.254 3.242
: 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 : 0.0118 0.147 1.84 1.05 | 3.360 3.349
: 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.