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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: 0.28 sec
: Elapsed time for training with 1000 events: 0.283 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00268 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: 0.000834 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00417 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: 0.000234 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000311 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 = 31524.3
: --------------------------------------------------------------
: 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 | 33035.3 31061.6 0.0128758 0.00105328 67667.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32445.4 30447.2 0.010552 0.00103525 84062.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31699.8 29702.8 0.0109421 0.00111398 81399.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 30850.9 29010.2 0.0112804 0.00125359 79786.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30063.2 28217.6 0.0109951 0.00104505 80401.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29161.6 27214 0.0107969 0.00107231 82265.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28385.6 26580.8 0.0107302 0.00103056 82477.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 27931 26210.9 0.0106062 0.0010599 83802.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 27579.2 25893.6 0.0108661 0.00104878 81488.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27261.9 25599.8 0.0106646 0.0010483 83191.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 26961.8 25324.4 0.0106978 0.00105464 82960.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 26679.5 25056.7 0.0105896 0.00106014 83950.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26404.9 24798.4 0.0104647 0.00102395 84738.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26138.3 24548.6 0.0108522 0.00109868 82022.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 25879 24306 0.0109693 0.00107199 80829.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 25629.7 24064.1 0.0111506 0.00112112 79764.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25382.7 23827.8 0.0108364 0.00107835 81984 0
: 18 Minimum Test error found - save the configuration
: 18 | 25136.6 23601.3 0.0107399 0.00107084 82737.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 24900.2 23376.6 0.0112126 0.00105049 78723.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 24668.1 23153.1 0.0111765 0.0010734 79183.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 24434.9 22937.5 0.0110144 0.00103467 80162.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24208.2 22724.8 0.0106172 0.00107075 83800.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 23988.3 22509.9 0.0104933 0.00102693 84509.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 23765.6 22302 0.0106611 0.0010733 83439.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23548.2 22096.8 0.0105976 0.00104763 83769.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23333.9 21893.8 0.0106067 0.0010279 83518 0
: 27 Minimum Test error found - save the configuration
: 27 | 23123.3 21691.8 0.0105419 0.0010437 84226.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 22914.2 21492.5 0.0105763 0.00103332 83831.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 22702.8 21303 0.0106058 0.00102697 83517.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 22504.9 21106.1 0.0106506 0.0010779 83571 0
: 31 Minimum Test error found - save the configuration
: 31 | 22302.6 20912.9 0.0106461 0.00103619 83247.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22100.7 20725.5 0.0105737 0.0010266 83795.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 21902.3 20542.2 0.0112777 0.00108663 78500.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 21710.1 20356.8 0.0106452 0.00102675 83173.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 21516.4 20174.7 0.0108061 0.00108727 82314.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21325.6 19994.8 0.0110677 0.0010536 79887.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21136.8 19817 0.0112148 0.00105445 78737.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 20951.1 19639.9 0.0106443 0.00104559 83344.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 20764.3 19467.6 0.0107859 0.00108989 82508.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20583.4 19294.4 0.0109355 0.00107564 81136.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20401.3 19124.6 0.0108103 0.00106058 82053.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20221.6 18956.8 0.0106625 0.00103981 83137.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20045.6 18786.6 0.0106218 0.00103771 83471.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 19867.3 18614.7 0.0110966 0.00108927 79941.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 19687.6 18445.5 0.0114943 0.00115428 77369.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19510.8 18285.8 0.0111619 0.00107046 79275.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19340.5 18123.2 0.0108663 0.00107077 81669.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19171 17961 0.0108717 0.00107999 81702.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19001.7 17804.6 0.0117836 0.00148528 77682.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 18834.8 17646.5 0.0113153 0.0010999 78313 0
: 51 Minimum Test error found - save the configuration
: 51 | 18669.2 17486.3 0.0110336 0.00109546 80497.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18506.4 17332.2 0.0108358 0.00104513 81710.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18343.4 17176.7 0.0114112 0.00105916 77279.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18177.9 17022.8 0.0113037 0.0011674 78924.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18021.3 16875.6 0.0109111 0.00109299 81482.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 17860.1 16721.1 0.0110622 0.00110297 80327.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 17699.9 16569 0.0110198 0.00110027 80648.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 17543.6 16417.5 0.0110528 0.00110157 80391.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17387.1 16269.4 0.0109899 0.00106453 80601.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17232.5 16120.9 0.0109431 0.00112944 81519.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17078.4 15977.7 0.0113448 0.00112284 78263.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 16924.5 15834.6 0.0114216 0.00116834 78023.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 16775.5 15687.5 0.0112801 0.00107929 78425.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 16624.9 15544.7 0.0110216 0.0010952 80593.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16474.2 15404.2 0.010834 0.00106752 81912.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16327.7 15267.1 0.0107297 0.00106056 82737.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16179.8 15126.3 0.0107498 0.00108775 82797.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16037.6 14985.1 0.0109748 0.00109112 80941.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 15890.5 14847.4 0.0112425 0.0011436 79216.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 15744.5 14715.6 0.0113452 0.00111606 78207.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 15603.4 14578.6 0.0111604 0.00109687 79495.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15463.7 14443.3 0.0110501 0.00112582 80610.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15321.2 14313.2 0.0113483 0.00120838 78895.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15185.8 14179.1 0.0114775 0.00112001 77238.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15046.5 14050.2 0.0111786 0.00113405 79645.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 14910.9 13921.9 0.0109747 0.00117433 81629.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 14777 13795.5 0.0112391 0.00106717 78647.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14643.5 13670.5 0.0109191 0.00108783 81373.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14510.7 13546.3 0.0109034 0.0010608 81279.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14380.7 13423.4 0.011618 0.00133754 77817.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14252.9 13298.2 0.0123565 0.00107663 70922.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14122.3 13177.6 0.0117745 0.00130925 76443.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 13994.5 13059.4 0.012277 0.00125183 72561.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 13868.6 12941.5 0.0137805 0.00142684 64758.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 13745.9 12821.7 0.0141371 0.00177679 64723.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 13621 12704.5 0.0132058 0.00107306 65937.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13495.9 12592.1 0.0110634 0.00115799 80764 0
: 88 Minimum Test error found - save the configuration
: 88 | 13378.3 12474.2 0.0114881 0.00113609 77279.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13255.1 12361.9 0.0112977 0.00107586 78263.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13135.5 12250.2 0.011148 0.00110603 79665.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13018 12138.3 0.0109151 0.00108266 81363.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 12898.9 12030.1 0.0108674 0.00107297 81678.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 12785 11919.3 0.011024 0.00107408 80403 0
: 94 Minimum Test error found - save the configuration
: 94 | 12668.9 11810.5 0.0109964 0.00108358 80703.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12554.8 11702.5 0.0113271 0.00108823 78133.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12441.4 11595.8 0.0108061 0.00107238 82188.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12327 11493.4 0.0108569 0.00112019 82163 0
: 98 Minimum Test error found - save the configuration
: 98 | 12218.9 11387.3 0.0112147 0.00113295 79351.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12108 11282.7 0.0120479 0.00115608 73449.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 11999.3 11178.5 0.0113127 0.00111728 78466.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 11887.6 11080.2 0.0111764 0.00125064 80598.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 11782.9 10978.5 0.0124887 0.00163239 73689.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11677 10877.2 0.0111743 0.00112871 79637.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11569.7 10779.3 0.0107139 0.00105657 82838.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11466.1 10680.8 0.011337 0.00155376 81772.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11362.6 10583 0.0107052 0.00108082 83122.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11259.8 10486.4 0.010957 0.00108176 81010.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11157.9 10390.6 0.0108302 0.00114176 82572.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11055.6 10297.7 0.0112973 0.00108574 78342.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 10957.3 10203 0.0107059 0.00106501 82980 0
: 111 Minimum Test error found - save the configuration
: 111 | 10857.8 10109.7 0.011363 0.0011541 78363.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10759.5 10017.6 0.0118643 0.00151798 77322.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10661.2 9926.92 0.0107501 0.00105196 82490.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10565.2 9836.56 0.0108129 0.00106781 82092.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10470.8 9745.06 0.0111071 0.0010799 79783.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10373.8 9657.34 0.0111363 0.00115129 80120.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10281.1 9568.21 0.0110971 0.00111566 80148.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10187.7 9480.54 0.0114613 0.00115699 77637.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10094.4 9394.68 0.0114149 0.00118062 78168.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10003.8 9308.12 0.0110023 0.0010999 80788.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 9912.35 9223.25 0.0108756 0.00107206 81603 0
: 122 Minimum Test error found - save the configuration
: 122 | 9822.48 9138.96 0.0109262 0.00107306 81192.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9734.03 9054.16 0.011214 0.00111079 79182.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9644.51 8971.93 0.0111471 0.00109727 79603.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9556.27 8890.96 0.011067 0.00108655 80156.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9471.28 8808.14 0.0108888 0.00107452 81513.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9384.87 8726.37 0.0108156 0.00107138 82099.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9299.2 8645.72 0.010947 0.00109337 81188 0
: 129 Minimum Test error found - save the configuration
: 129 | 9212.63 8569.27 0.0109206 0.00107829 81282.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9130.87 8489.87 0.0109383 0.0010784 81137.1 0
: 131 Minimum Test error found - save the configuration
: 131 | 9046.83 8412.9 0.0113984 0.00120006 78444 0
: 132 Minimum Test error found - save the configuration
: 132 | 8965.54 8334.67 0.0114367 0.00107756 77226.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 8884.61 8256.39 0.0110885 0.00109998 80091.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8801.51 8181.99 0.0109925 0.00108688 80762.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8722.07 8107.16 0.0109503 0.00108477 81090.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8643.23 8032.01 0.0127406 0.00181048 73192.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8563.7 7958.62 0.012443 0.00107593 70378.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8485.88 7885.77 0.0107491 0.00106237 82586.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8408.84 7812.79 0.0107934 0.00106891 82266.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8331.76 7741.03 0.0109077 0.00121664 82549.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8256.13 7669.32 0.0109902 0.00108109 80733.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8180 7599.42 0.0109687 0.00111167 81160.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8106.08 7529.09 0.0109469 0.00108461 81116.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8031.34 7460.29 0.0108533 0.00106962 81769.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 7958.33 7391.38 0.0108819 0.00108634 81669.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 7885.31 7323.64 0.0108924 0.00107353 81475.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 7813.99 7255.33 0.0109053 0.00108815 81489.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7742.52 7187.63 0.0107867 0.00109155 82515.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7670.88 7121.85 0.010955 0.00109261 81116.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7601.14 7055.87 0.0108829 0.00109221 81710.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7531.16 6991.02 0.0108658 0.00107023 81669.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7462.26 6926.96 0.0109305 0.00107188 81147.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7394.75 6862.19 0.0109802 0.00107877 80796.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7327.11 6797.69 0.0110773 0.00115807 80651.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7258.67 6735.81 0.0109117 0.0010735 81315.8 0
: 156 Minimum Test error found - save the configuration
: 156 | 7193.65 6672.39 0.0108579 0.00108532 81861.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7126.5 6611.38 0.0109289 0.00109129 81320.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7062.05 6549.59 0.0109746 0.00108701 80909.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 6995.67 6490.78 0.0111266 0.00110936 79862.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 6933.74 6429.15 0.010986 0.00109563 80886.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 6870 6368.45 0.0110825 0.00109049 80063.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6805.09 6311.34 0.0110274 0.00111492 80706.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6743.66 6252.35 0.0109858 0.00109219 80860.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6682.68 6193.09 0.0111387 0.00110097 79699.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6618.98 6137.95 0.0109934 0.00108511 80740.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6560.29 6079.77 0.0110886 0.00114253 80434.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6499.35 6022.9 0.0114828 0.00113873 77338.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6440.11 5966.34 0.0113185 0.00114773 78656.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6379.35 5912.07 0.0112978 0.00113722 78735.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6321.34 5857.5 0.0113736 0.00114288 78196.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6263.7 5802.4 0.0113508 0.00115329 78450.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6205.24 5749.26 0.0112158 0.0011444 79432.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6149.35 5694.57 0.0115634 0.00116237 76915.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6092.42 5640.76 0.0115882 0.00110736 76330 0
: 175 Minimum Test error found - save the configuration
: 175 | 6034.98 5589.28 0.011646 0.00118911 76504.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 5980.23 5536.99 0.0139859 0.0017552 65409.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 5925.26 5485.01 0.0163387 0.00174602 54822 0
: 178 Minimum Test error found - save the configuration
: 178 | 5869.96 5434.75 0.0163254 0.00175602 54909.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 5817.1 5382.66 0.0163666 0.00177416 54823 0
: 180 Minimum Test error found - save the configuration
: 180 | 5762.08 5333.33 0.0150951 0.00113213 57294.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5709.43 5283.77 0.0109543 0.00111695 81322.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5656.76 5234.81 0.0108911 0.00106883 81447.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5605.05 5185.09 0.010771 0.00106621 82433.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5552.52 5137.48 0.0110985 0.00137649 82287.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5502.82 5088.05 0.0111186 0.00115221 80269.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5450.27 5041.73 0.0112089 0.00110206 79154 0
: 187 Minimum Test error found - save the configuration
: 187 | 5400.9 4994.4 0.0112221 0.0011064 79084.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5350.72 4948.11 0.0128924 0.00168031 71351.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5300.63 4902.88 0.0150274 0.00113613 57590.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5253.52 4855.47 0.0114149 0.00110221 77574.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5202.79 4811.88 0.0112965 0.00119495 79196 0
: 192 Minimum Test error found - save the configuration
: 192 | 5156.87 4765.57 0.0117899 0.00120104 75551.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5108.18 4721.24 0.0114978 0.00115975 77384.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5061.03 4677.24 0.0116931 0.00115177 75891.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5014.16 4633.74 0.0111783 0.0011104 79460.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 4967.93 4590.51 0.0109302 0.00118817 82118.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 4922.02 4548 0.0118865 0.00122067 75006.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4876.75 4505.3 0.0117394 0.00124572 76236.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4831.88 4463.07 0.0117712 0.00122232 75837.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4786.27 4422.93 0.0119672 0.00113963 73885.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4743 4381.62 0.011838 0.001205 75237.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4700.1 4339.33 0.0121203 0.00126988 73730.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4655.73 4299.01 0.0118911 0.0012709 75327.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4612.78 4259.04 0.0119534 0.00124038 74675.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4570.85 4219.02 0.0120151 0.0012417 74257 0
: 206 Minimum Test error found - save the configuration
: 206 | 4527.94 4180.16 0.0119821 0.00123585 74444.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4486.68 4141.03 0.0119244 0.00132746 75493.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4445.39 4102.11 0.0115953 0.00122189 77120.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4404.66 4064.37 0.0116301 0.00119908 76694.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4363.54 4026.31 0.0111486 0.00111305 79716.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4323.91 3988.51 0.013033 0.00133773 68403.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4283.88 3951.69 0.0126246 0.00119089 69968.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4245.24 3914.14 0.0130387 0.00119912 67570.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4205.04 3878.33 0.0115143 0.00119841 77550 0
: 215 Minimum Test error found - save the configuration
: 215 | 4166.23 3843.72 0.012751 0.00172059 72526.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4129.53 3807.03 0.0137927 0.00121426 63601 0
: 217 Minimum Test error found - save the configuration
: 217 | 4090.73 3771.71 0.0124691 0.00160583 73642.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4053.82 3736.27 0.0123701 0.0014279 73111.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4016.08 3701.81 0.0114296 0.00117375 78004.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 3979.57 3667.12 0.0117407 0.00121652 76015.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 3943.28 3632.69 0.0117065 0.00117903 75991.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 3907.31 3598.42 0.0114349 0.00118534 78052 0
: 223 Minimum Test error found - save the configuration
: 223 | 3871.07 3565.43 0.0111727 0.00111559 79545.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3836.15 3531.61 0.0122937 0.00121134 72186.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3800.39 3499.51 0.012913 0.00112888 67887.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3766.38 3466.36 0.0116156 0.00132108 77711.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3731.71 3434.57 0.0139662 0.00142572 63793.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3697.9 3402.88 0.0131832 0.0012406 66987.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3664.43 3370.35 0.0127321 0.00114058 69016.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3630.38 3339.53 0.0123623 0.00132898 72507.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3597.58 3308.51 0.0120832 0.00120695 73554.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3565.32 3277.27 0.0128347 0.00159562 71179.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3532.1 3247.43 0.0124479 0.00117626 70974.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3500.27 3217.05 0.0120774 0.00149133 75571.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3468.4 3187.52 0.0121389 0.00121763 73251.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3437.53 3157.67 0.0117692 0.0012374 75960.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3405.82 3128 0.0118121 0.00122773 75583.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3375.43 3097.69 0.0112204 0.0011387 79351.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3343.8 3069.29 0.011761 0.00114495 75357.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3313.29 3041.43 0.0126948 0.00181735 73546.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3283.51 3013.24 0.011593 0.00118552 76867.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3254.08 2984.38 0.0116697 0.00115683 76096.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3223.97 2957.36 0.0117364 0.00121854 76061.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3194.91 2929.57 0.0121616 0.00120154 72992.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3165.71 2902.47 0.0123178 0.0012666 72390.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3136.92 2875.64 0.0116225 0.00117049 76540.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3108.35 2849.4 0.0122378 0.0014936 74459 0
: 248 Minimum Test error found - save the configuration
: 248 | 3080.1 2823.08 0.0118685 0.00119986 74986.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3052.12 2797.05 0.0120987 0.00123126 73614.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3024.75 2770.91 0.0117161 0.00126892 76575.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 2997.52 2744.65 0.0123296 0.0012242 72036.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 2969.78 2719.62 0.0119196 0.00122238 74785.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 2943.56 2693.98 0.0116779 0.00113598 75887.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2915.95 2669.09 0.0118009 0.00147687 77489.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2889.11 2645.01 0.0111381 0.00112271 79877.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2864.28 2619.57 0.0130908 0.00135581 68172.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2836.92 2596.02 0.0135382 0.00150703 66494.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2812.15 2571.18 0.0146215 0.00137961 60414.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2785.9 2547.96 0.0116281 0.00110409 76016.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2760.81 2524.52 0.0109972 0.0010846 80705.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2736.23 2500.76 0.0134359 0.00152159 67146.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2710.97 2478.28 0.0128848 0.00111658 67979.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2686.78 2454.82 0.0109611 0.00114322 81483.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2662.68 2431.39 0.0112409 0.00113268 79143.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2638.25 2410.2 0.0112708 0.00115377 79074.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2614.45 2386.87 0.011535 0.00119346 77358 0
: 267 Minimum Test error found - save the configuration
: 267 | 2590.2 2365.42 0.0115009 0.00113591 77182.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2566.92 2343.46 0.0114123 0.00115711 78009.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2543.59 2321.66 0.0116887 0.00117657 76102.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2519.91 2301.22 0.0115815 0.00128905 77726.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2498.04 2279.37 0.0118098 0.00109564 74667.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2474.86 2258.58 0.0108648 0.0010767 81732.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2452.1 2238.45 0.0108463 0.00106936 81824.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2430.49 2217.37 0.0112436 0.00111285 78967.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2407.77 2196.97 0.0108792 0.00109436 81759 0
: 276 Minimum Test error found - save the configuration
: 276 | 2386.67 2176.19 0.0116273 0.00114299 76304.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2364.27 2156.24 0.0120818 0.00140418 74923 0
: 278 Minimum Test error found - save the configuration
: 278 | 2343.11 2136.17 0.0157422 0.00168715 56919.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2321.55 2116.49 0.0161166 0.00177708 55790 0
: 280 Minimum Test error found - save the configuration
: 280 | 2299.49 2097.77 0.0153715 0.00124173 56618.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2279.06 2078.47 0.0109289 0.00110597 81442.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2258.39 2058.81 0.0108484 0.00107957 81892.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2237.61 2039.9 0.0108657 0.00107532 81712.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2216.62 2021.52 0.0109372 0.00108358 81188.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2196.71 2003.11 0.0110382 0.00109255 80437.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2176.78 1983.83 0.0109958 0.00109068 80766.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2155.82 1966.36 0.010845 0.00108526 81969 0
: 288 Minimum Test error found - save the configuration
: 288 | 2136.56 1947.82 0.0121211 0.00135007 74273.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2116.46 1930.16 0.0116909 0.00109405 75494.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2097.78 1911.59 0.011691 0.00133404 77242.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2077.15 1894.8 0.0110993 0.00108258 79866.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2058.33 1878.29 0.0109906 0.00108708 80779.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2039.9 1860.22 0.0108677 0.00108006 81735.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2020.48 1843.2 0.0110453 0.0011055 80484.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2002.02 1826.08 0.0110671 0.00108437 80138.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 1982.82 1809.93 0.0128623 0.00165518 71383.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 1965.01 1793.01 0.0119256 0.00111024 73968.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1946.28 1776.84 0.0156444 0.00177145 57666.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1928.03 1760.97 0.0165282 0.00178971 54279.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1910.94 1744.23 0.0166259 0.0017843 53902.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1892.28 1728.38 0.012259 0.00134154 73277.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1874.41 1713.34 0.0123142 0.00116927 71781.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1857.73 1696.91 0.0122073 0.00130534 73381.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1839.68 1681.41 0.01202 0.00148412 75931.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1822.39 1666.36 0.0121389 0.00132746 73995.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1805.37 1651.17 0.011673 0.00117336 76192.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1788.63 1636.24 0.0117346 0.00125732 76355.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1771.98 1620.98 0.0116833 0.001169 76087 0
: 309 Minimum Test error found - save the configuration
: 309 | 1755.06 1605.75 0.0113484 0.0011235 78240.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1738.22 1590.99 0.0117005 0.00117686 76019.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1721.41 1577.21 0.0116023 0.00117557 76725.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1705.94 1562.02 0.0122617 0.00113798 71918.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1689.4 1547.7 0.0109545 0.00110088 81188.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1673.4 1533.99 0.0109887 0.00110919 80975.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1657.75 1519.64 0.0109663 0.0010941 81035.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1642.13 1505.07 0.0115002 0.00114018 77219.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1626.03 1491.43 0.0112772 0.0011315 78851.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1610.33 1478.09 0.0124079 0.00115316 71081.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1595.12 1464.77 0.0110228 0.00113946 80943.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1580.32 1450.75 0.0110923 0.0010925 80001.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1565.1 1437.2 0.0112463 0.00110308 78870.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1549.88 1424.44 0.0111822 0.00117093 79909.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1534.75 1411.81 0.0112515 0.00113888 79108.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1520.65 1398.53 0.011046 0.00110672 80488.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1506.11 1385.54 0.0112608 0.0011577 79183.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1491.35 1372.94 0.0110712 0.00110652 80283.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1477.22 1359.88 0.0109763 0.00112573 81213.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1462.9 1347.26 0.0108677 0.00109483 81859.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1449.28 1334.33 0.0109141 0.00107173 81281.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1434.69 1322.18 0.0108423 0.00107992 81946.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1420.9 1310.26 0.0108632 0.00107873 81762.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1407.35 1298.22 0.0108449 0.00107349 81871.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1393.82 1286.11 0.0109575 0.00108229 81010.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1380.42 1274.27 0.010862 0.00107782 81764.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1367.51 1262.05 0.0114206 0.00108748 77421.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1353.55 1250.72 0.011029 0.00117615 81195.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1341.2 1238.59 0.0109273 0.00111612 81539.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1328.02 1226.99 0.01086 0.00106659 81687.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1315.2 1215.71 0.0113018 0.00112125 78580.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1302.15 1204.61 0.0110698 0.00108146 80093.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1289.77 1193.55 0.0125134 0.0011135 70176.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1277.53 1182.21 0.011148 0.00111004 79697.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1264.89 1171.14 0.0113241 0.00111187 78337.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1252.68 1160.13 0.0125126 0.00114243 70359.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1240.74 1149.12 0.0112732 0.00113096 78877.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1228.61 1138.27 0.0123818 0.00107417 70748.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1216.73 1127.62 0.0109334 0.00110412 81389.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1204.9 1116.91 0.0126625 0.00117582 69646.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1193.14 1106.25 0.010996 0.00106473 80553.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1181.38 1096.17 0.0108241 0.00106965 82013.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1169.95 1086.23 0.0109689 0.001076 80866.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1158.84 1075.88 0.0109219 0.00107121 81212.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1148.09 1065.61 0.0107825 0.00107002 82368.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1136.47 1055.26 0.010737 0.00105704 82644.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1125.22 1045 0.0108848 0.00111009 81844.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1114.13 1035.7 0.0108586 0.00107304 81752.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1103.55 1025.71 0.0112255 0.00113693 79298 0
: 358 Minimum Test error found - save the configuration
: 358 | 1092.54 1016.07 0.0124441 0.00181616 75273 0
: 359 Minimum Test error found - save the configuration
: 359 | 1082.19 1006.17 0.0120375 0.00117997 73681.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1071.32 996.51 0.0115512 0.00113967 76837.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1060.96 986.937 0.0111792 0.00110171 79384.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1050.26 978.86 0.0129196 0.00127538 68703.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1040.5 969.364 0.0119618 0.00116029 74064 0
: 364 Minimum Test error found - save the configuration
: 364 | 1030.43 959.404 0.0112877 0.00110927 78597.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1020.17 949.869 0.0141731 0.00112917 61331 0
: 366 Minimum Test error found - save the configuration
: 366 | 1010.01 941.118 0.0117582 0.00109543 75027.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1000.17 931.971 0.010805 0.00107033 82180.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 990.239 923.268 0.0110332 0.00110691 80593.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 980.828 914.065 0.0111713 0.00113072 79676.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 970.996 905.192 0.0112979 0.00112787 78662.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 961.195 897.097 0.0113127 0.00114296 78664.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 952.47 887.786 0.0111627 0.00110252 79521.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 942.499 879.651 0.0110648 0.00109413 80235.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 933.527 870.997 0.010827 0.00108397 82109.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 924.468 862.433 0.0111135 0.00108344 79760.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 915.142 853.978 0.0108339 0.00107549 81981 0
: 377 Minimum Test error found - save the configuration
: 377 | 905.906 845.853 0.0111741 0.00109916 79405.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 897.114 837.553 0.0112489 0.00115168 79229.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 888.255 828.989 0.0110821 0.00108213 80000 0
: 380 Minimum Test error found - save the configuration
: 380 | 879.157 821.217 0.0109112 0.00107748 81353.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 870.571 813.198 0.0108583 0.00106866 81719 0
: 382 Minimum Test error found - save the configuration
: 382 | 862.217 805.165 0.0108749 0.00107175 81606.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 853.296 797.573 0.0111361 0.00112196 79887.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 845.184 789.32 0.011368 0.00114933 78288.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 836.573 781.374 0.0110977 0.00109387 79969 0
: 386 Minimum Test error found - save the configuration
: 386 | 828.098 773.672 0.0108938 0.00108704 81576.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 820.017 766.495 0.0108485 0.00107805 81879.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 811.736 758.759 0.0112303 0.0011011 78979.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 803.872 750.966 0.0108639 0.00107929 81761 0
: 390 Minimum Test error found - save the configuration
: 390 | 795.572 743.776 0.01091 0.00108247 81404.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 788.305 736.178 0.0108653 0.00110939 82001.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 779.758 729.745 0.0109716 0.001079 80868.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 772.392 721.672 0.0108236 0.00106863 82009.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 764.052 714.506 0.010778 0.00106247 82342.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 756.564 707.351 0.0112594 0.00111252 78841.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 748.759 700.332 0.0112279 0.00113463 79260.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 741.659 693.257 0.0140364 0.00174895 65107.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 733.717 686.161 0.0152799 0.00172762 59030.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 726.468 679.069 0.0163452 0.00184705 55179.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 719.272 672.496 0.0111 0.00108668 79893.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 712.112 665.606 0.0109807 0.00112131 81140.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 704.425 659.002 0.0112156 0.00110889 79155.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 697.89 652.542 0.011142 0.00110182 79679.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 690.838 645.174 0.0111463 0.00110325 79657.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 683.721 638.347 0.0112287 0.00111487 79099.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 676.37 632.515 0.01119 0.00111148 79376.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 669.809 625.602 0.0112816 0.00111301 78673.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 662.938 619.579 0.0112888 0.00111766 78654 0
: 409 Minimum Test error found - save the configuration
: 409 | 656.503 612.67 0.0112214 0.00111303 79142 0
: 410 Minimum Test error found - save the configuration
: 410 | 649.196 606.67 0.0112291 0.0011193 79130.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 642.763 600.7 0.0112457 0.00113982 79162 0
: 412 Minimum Test error found - save the configuration
: 412 | 636.227 594.352 0.0113415 0.00116077 78579.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 629.756 588.637 0.0112863 0.00111439 78648.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 623.401 582.082 0.0109451 0.00111791 81406.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 617.01 576.171 0.0112093 0.00111555 79256.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 610.932 569.691 0.0112773 0.00111965 78758.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 604.571 563.52 0.0113337 0.00113298 78426 0
: 418 Minimum Test error found - save the configuration
: 418 | 597.935 558.15 0.0112903 0.00113113 78746.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 591.904 552.541 0.0112174 0.00111283 79171.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 585.859 546.721 0.0112934 0.00115829 78933.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 579.956 540.689 0.0112655 0.00114986 79085.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 573.78 535.09 0.0112832 0.00115025 78950.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 567.86 529.287 0.0113112 0.00114493 78691.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 562.148 523.531 0.0113268 0.00112913 78449.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 556.077 518.624 0.0111422 0.00110689 79718.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 550.528 513.014 0.0112347 0.00111881 79083.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 544.871 507.589 0.0112083 0.00111552 79264.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 539.014 502.296 0.0112004 0.00110321 79229.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 533.746 497.192 0.011171 0.00111449 79550.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 528.077 491.734 0.0111892 0.00110808 79356.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 522.563 486.175 0.0111544 0.00110458 79603.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 517.324 480.817 0.0111721 0.00111618 79555 0
: 433 Minimum Test error found - save the configuration
: 433 | 511.725 475.972 0.0111685 0.00110709 79511.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 506.547 470.689 0.0111724 0.00111374 79533.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 501.151 465.263 0.0111828 0.00110103 79350.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 495.76 460.567 0.0111036 0.00111407 80084.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 490.884 455.695 0.0112009 0.00112639 79408.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 485.546 450.891 0.0111555 0.00112478 79755.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 480.584 445.784 0.0111963 0.00111907 79386.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 475.362 441.163 0.0111772 0.00111643 79516.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 470.468 436.856 0.0112112 0.00111711 79254.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 465.611 431.845 0.011192 0.00112027 79430.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 460.803 426.697 0.0111648 0.00111162 79577 0
: 444 Minimum Test error found - save the configuration
: 444 | 455.89 422.402 0.01119 0.00110656 79337.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 451.457 417.858 0.0111806 0.00110488 79398.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 446.346 413.352 0.011243 0.00113362 79134.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 441.833 408.496 0.0113416 0.00111814 78251.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 436.975 404.239 0.0111559 0.00111122 79644 0
: 449 Minimum Test error found - save the configuration
: 449 | 432.694 399.795 0.0113761 0.00114208 78170.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 427.98 396.204 0.0111599 0.00108295 79389.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 423.821 391.46 0.0113358 0.00115264 78561.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 419.229 386.713 0.0111206 0.00112475 80032.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 414.649 382.336 0.0112859 0.00111402 78648.3 0
: 454 Minimum Test error found - save the configuration
: 454 | 410.504 378.47 0.01131 0.00113986 78661.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 406.005 374.421 0.0112144 0.00109607 79064.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 401.924 370.219 0.0111049 0.00109444 79916.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 397.307 365.579 0.0110244 0.00114952 81013.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 393.166 362.064 0.0109836 0.00113357 81218 0
: 459 Minimum Test error found - save the configuration
: 459 | 389.289 358.248 0.0109069 0.00108265 81431.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 385.086 353.595 0.0108991 0.00108662 81529.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 381.105 349.732 0.0109542 0.00110571 81230.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 377.215 346.425 0.0111791 0.00120639 80219 0
: 463 Minimum Test error found - save the configuration
: 463 | 372.946 341.862 0.0113899 0.00124871 78886.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 369.124 338.393 0.0113518 0.00115177 78431.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 364.928 334.442 0.0113558 0.00115568 78430.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 361.332 330.659 0.0112057 0.0011001 79163.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 357.194 326.928 0.0109774 0.00108271 80851.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 353.484 323.203 0.0109292 0.00108312 81250.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 349.799 319.595 0.0109156 0.00109011 81420.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 345.985 315.866 0.0109194 0.00108332 81333.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 342.26 312.958 0.0110336 0.00113 80778.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 338.802 309.896 0.0113652 0.00107595 77751.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 335.11 305.743 0.0110383 0.00107908 80327.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 331.562 301.764 0.0125141 0.00110532 70121.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 327.754 298.084 0.0134936 0.00178939 68351.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 324.278 294.935 0.01106 0.00108029 80162.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 320.847 291.648 0.0108306 0.00106247 81899.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 317.393 288.322 0.0107635 0.00106337 82473.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 314.041 284.737 0.0108212 0.00106646 82011.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 310.484 282.027 0.0111337 0.00111796 79874.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 307.179 278.921 0.0126934 0.00115749 69348.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 303.832 275.732 0.0112619 0.00118472 79387 0
: 483 Minimum Test error found - save the configuration
: 483 | 300.581 271.963 0.0116593 0.00124517 76818.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 297.311 269.333 0.0115631 0.00120516 77235.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 293.99 265.795 0.0111166 0.0010924 79807 0
: 486 Minimum Test error found - save the configuration
: 486 | 290.598 262.649 0.0114094 0.00107492 77410.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 287.722 259.997 0.0117149 0.00108035 75226.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 284.735 256.916 0.0122778 0.00137521 73376.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 281.611 254.295 0.0117205 0.0010674 75095.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 278.75 251.463 0.0111013 0.00112249 80170.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 275.447 248.137 0.0110591 0.00108073 80173.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 272.395 245.357 0.0111557 0.00113244 79814.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 269.36 242.438 0.0112171 0.00114811 79451.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 266.637 239.4 0.0110682 0.00109691 80230.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 263.593 237.436 0.0119146 0.00127587 75196.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 260.698 234.65 0.0113306 0.00112837 78414.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 258.272 231.3 0.0117956 0.00109064 74732 0
: 498 Minimum Test error found - save the configuration
: 498 | 255.339 229.163 0.0115477 0.00128465 77949.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 252.137 225.973 0.0114436 0.00111886 77484.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 249.373 223.285 0.0117856 0.001426 77223.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 246.658 220.71 0.0155841 0.00162071 57292.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 243.94 218.506 0.0128176 0.00120199 68872.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 241.175 215.551 0.0112234 0.00112734 79239.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 238.415 212.93 0.0115532 0.00125729 77700.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 235.825 210.927 0.0109997 0.00106262 80506.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 233.12 208.068 0.0110766 0.00119563 80963.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 230.877 205.544 0.0114454 0.0011162 77450.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 228.31 203.284 0.0111682 0.00112737 79674.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 225.67 201.133 0.0109802 0.00111016 81053.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 223.302 198.128 0.011097 0.00112442 80219.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 220.454 195.961 0.0111012 0.00109505 79950.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 218.348 193.659 0.0110366 0.00106864 80257.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 216.265 191.536 0.0109283 0.00116828 81967 0
: 514 Minimum Test error found - save the configuration
: 514 | 213.45 189.508 0.0115274 0.00119187 77402.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 211.415 187.765 0.0112042 0.00121539 80089.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 208.897 184.802 0.0113566 0.00122821 78986.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 206.491 182.676 0.0112934 0.00114739 78848.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 204.31 180.363 0.0114352 0.0011371 77684.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 201.988 178.37 0.0115221 0.0014446 79384.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 199.505 176.398 0.0116391 0.00112313 76074.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 197.762 174.053 0.0111935 0.00113148 79506.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 195.338 171.95 0.0113325 0.00114321 78514.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 193.219 169.581 0.0114318 0.00110142 77441.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 190.773 168.214 0.0109535 0.00109926 81183.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 188.703 165.979 0.0109159 0.00108669 81389.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 186.728 164.141 0.0113118 0.00117022 78883.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 184.313 162.018 0.0113261 0.00112044 78388 0
: 528 Minimum Test error found - save the configuration
: 528 | 182.498 160.221 0.01109 0.00110641 80131.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 180.453 158.183 0.0109672 0.00108244 80932.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 178.255 156.05 0.0110427 0.00110265 80482.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 176.28 154.012 0.0112189 0.00109765 79041.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 174.133 153.031 0.0110234 0.00110487 80657.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 172.234 151.123 0.0113403 0.00111764 78257.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 170.223 148.923 0.0113975 0.00113849 77980.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 168.367 147.139 0.0111546 0.00108988 79485.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 166.244 145.261 0.0109493 0.00108333 81086.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 164.353 143.641 0.0110884 0.00112159 80266.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 162.482 142.121 0.0112846 0.00112649 78755.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 160.916 140.534 0.0113119 0.00113435 78604.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.205 139.104 0.011186 0.00114228 79651.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 157.009 136.763 0.0110446 0.00112998 80689.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 155.256 135.596 0.0114509 0.00128235 78674 0
: 543 Minimum Test error found - save the configuration
: 543 | 153.419 134.045 0.0110899 0.00111017 80162.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 151.572 132.147 0.0109339 0.00109083 81275.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 149.749 130.579 0.0115217 0.00112335 76935 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.162 129.115 0.011044 0.00110949 80527.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 146.254 127.413 0.0110014 0.00113456 81080 0
: 548 Minimum Test error found - save the configuration
: 548 | 144.512 125.735 0.012723 0.00114183 69077.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 142.908 124.482 0.0111188 0.00111556 79974.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 141.099 122.682 0.0110907 0.00111328 80181.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 139.683 121.306 0.011053 0.00116049 80869.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 137.887 120.235 0.0110221 0.00109922 80622.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 136.381 118.464 0.0110343 0.00110687 80584.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 134.738 116.88 0.0114024 0.00122174 78580.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.188 116.38 0.0114428 0.00114187 77663.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 131.847 114.494 0.0111983 0.0011168 79353.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 130.087 113.127 0.0112384 0.00111802 79048.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 128.794 111.772 0.0113158 0.00117921 78922.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.502 110.58 0.0111474 0.00114204 79957.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 125.714 108.465 0.0112068 0.00118879 79856.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.08 107.619 0.0121468 0.00137894 74294.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 122.488 106.55 0.0113971 0.00121706 78585.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.181 104.803 0.0144659 0.0011343 60007.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 119.502 103.174 0.0115531 0.00122363 77448.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.226 102.864 0.0114621 0.00114023 77505.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 116.882 100.8 0.0126704 0.0015494 71936 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.325 99.3708 0.0108957 0.00108704 81561 0
: 568 Minimum Test error found - save the configuration
: 568 | 113.925 98.248 0.0108349 0.00106913 81919.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 112.519 97.5883 0.0125461 0.00110943 69950.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.371 95.862 0.0117419 0.00181359 80578 0
: 571 Minimum Test error found - save the configuration
: 571 | 109.926 94.5199 0.012083 0.00163135 76542.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 108.589 93.7755 0.0118654 0.00109649 74287.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 107.347 92.3332 0.0110115 0.00110366 80744.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.058 90.9537 0.0108887 0.00109123 81654.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 104.786 89.9261 0.0109195 0.00112401 81670.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 103.996 89.9075 0.0109346 0.00108831 81248.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.716 88.4832 0.0109143 0.00107675 81321 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.153 86.4586 0.010898 0.00107426 81435 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.017 85.6189 0.0108899 0.00110952 81796.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 98.7145 84.411 0.0108236 0.00108859 82177.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.3515 83.1255 0.0109316 0.0010741 81156.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 96.2623 82.5626 0.0109097 0.00108772 81449.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.1889 81.2388 0.0109259 0.00109957 81414.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.16 80.5756 0.0108945 0.00106419 81381.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 92.9512 79.3734 0.010863 0.00106597 81657.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 91.9664 77.8167 0.0109267 0.00108097 81253.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 90.8567 77.0132 0.0109741 0.0011021 81037.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 89.6492 76.5598 0.0109446 0.00112769 81492.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 88.7243 75.4288 0.0126351 0.00108971 69291.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 87.8408 74.1612 0.0111402 0.00111165 79772.4 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.4429 73.4596 0.0113531 0.00113198 78269.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.7089 72.0993 0.0122502 0.0017885 76469.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.5756 71.4686 0.0133079 0.00109383 65498.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 83.6766 70.6685 0.0111265 0.00106429 79505.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 82.7701 69.4829 0.0111897 0.00107696 79107.8 0
: 596 | 81.9677 69.5786 0.0122792 0.0011581 71935.1 1
: 597 Minimum Test error found - save the configuration
: 597 | 80.6536 67.6192 0.0118936 0.00127582 75345.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 79.7644 66.8742 0.0120053 0.00115943 73760.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 78.8942 66.0538 0.011891 0.00111793 74259.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 77.8478 64.9186 0.0113631 0.00114489 78291.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 76.9513 64.6387 0.0121806 0.00109355 72156.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.5379 63.7258 0.0114937 0.00112066 77122.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.2399 63.0723 0.0111094 0.00108084 79772.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.9793 62.2524 0.0120885 0.00111802 72923 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.6774 61.1517 0.0117035 0.00165821 79639.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 72.5393 61.0222 0.0125188 0.0012477 70978 0
: 607 Minimum Test error found - save the configuration
: 607 | 71.8406 59.7814 0.011429 0.00137025 79533.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.8328 58.7938 0.0113735 0.00115815 78313.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 69.9877 58.1641 0.0122061 0.00135139 73700.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.1674 57.5303 0.0120615 0.00112153 73126.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.3754 56.2156 0.0117268 0.00107088 75075.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 67.698 55.8149 0.0120362 0.00115735 73536.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.7711 54.9519 0.0111752 0.00106897 79158.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.0086 54.1566 0.0108858 0.00108644 81638.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.2014 53.8948 0.0109257 0.00109229 81354.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 64.5009 52.468 0.0109664 0.00115275 81519.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.604 51.9052 0.0119329 0.00120745 74589.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 62.8231 51.3728 0.0121676 0.00114145 72555 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.1372 50.6149 0.0111525 0.00107197 79361.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.3718 49.4643 0.0111796 0.00108996 79289.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.5507 49.1979 0.012801 0.00110181 68380.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 59.8591 48.3652 0.0108446 0.00106735 81822.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.3083 47.7709 0.0109857 0.00108653 80814.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.3613 47.4033 0.0110543 0.00113667 80664.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.6773 46.5246 0.0111084 0.00109679 79906.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.0125 46.2564 0.0125127 0.00111792 70207.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.3289 45.3051 0.0110182 0.0010897 80575.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.705 44.4613 0.0110272 0.00107433 80379.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.1081 44.1951 0.0107775 0.00106289 82349.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.3663 44.1369 0.011706 0.00176626 80484.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.839 43.3286 0.014466 0.0013774 61121.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.2016 42.5661 0.0109276 0.00112184 81584.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.6565 41.5516 0.0110041 0.00114194 81118.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 51.6928 41.3715 0.0110327 0.00111695 80680.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.2886 40.1775 0.0108901 0.00108752 81611.2 0
: 636 | 50.5234 40.4403 0.0111678 0.0011246 79655.5 1
: 637 Minimum Test error found - save the configuration
: 637 | 50.0414 39.6175 0.0111792 0.00112863 79597.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.331 39.0407 0.0113468 0.00112408 78257.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.7973 38.1025 0.0114012 0.00116675 78167.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.1818 37.6165 0.0115345 0.00139341 78887 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.6958 37.4473 0.0129291 0.00120399 68229.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.1409 36.7885 0.0112815 0.00113318 78831.1 0
: 643 | 46.5035 36.8274 0.0112081 0.00111694 79277.4 1
: 644 Minimum Test error found - save the configuration
: 644 | 45.9164 36.2812 0.0111953 0.00118109 79886.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.676 36.1981 0.0113361 0.00112333 78333.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.0512 35.0543 0.0114556 0.00117997 77854.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.1537 33.9943 0.0114693 0.0011518 77538 0
: 648 Minimum Test error found - save the configuration
: 648 | 43.5922 33.4656 0.011608 0.00116181 76582.6 0
: 649 | 43.1824 34.2118 0.0114934 0.00113143 77205.3 1
: 650 Minimum Test error found - save the configuration
: 650 | 42.7841 32.6981 0.0132322 0.00126793 66865.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.1142 32.0212 0.0118031 0.00144278 77217.4 0
: 652 | 41.7288 32.0983 0.0115768 0.00110278 76379.5 1
: 653 Minimum Test error found - save the configuration
: 653 | 41.1968 31.491 0.0117651 0.00116661 75482.7 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.7445 30.8545 0.0121625 0.00161809 75869.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.2303 30.7013 0.0134242 0.00114024 65125.4 0
: 656 | 39.9181 31.0851 0.0117948 0.00118712 75417.1 1
: 657 Minimum Test error found - save the configuration
: 657 | 39.6337 30.4697 0.0116018 0.00118654 76810.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.8627 29.6433 0.011939 0.00118213 74370.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.2902 28.6592 0.011642 0.00118931 76535.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.7806 28.2103 0.0112401 0.0011086 78961.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.3424 27.8093 0.0112968 0.00118483 79114.1 0
: 662 | 36.8812 27.8696 0.0114567 0.00111998 77393.8 1
: 663 Minimum Test error found - save the configuration
: 663 | 36.4679 27.0549 0.0114784 0.00117702 77659.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.1124 26.8576 0.0114718 0.00114709 77484 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.6243 26.1464 0.0111961 0.00113453 79510.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.103 25.824 0.0112775 0.00112638 78809.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 34.7216 25.6222 0.0114343 0.00112197 77576.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.4622 24.9338 0.0110309 0.00109083 80482.4 0
: 669 | 33.7423 25.0518 0.0122595 0.00103648 71282.1 1
: 670 Minimum Test error found - save the configuration
: 670 | 33.4505 24.2005 0.0113947 0.00118416 78350.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 32.9484 24.0653 0.0125131 0.00182622 74858.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.5744 23.6256 0.0127179 0.00114911 69151.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.3364 23.5195 0.0120907 0.00145256 75201.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.7347 23.1868 0.0121638 0.00177925 77037.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.728 22.6019 0.011538 0.00111669 76765.9 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.1162 22.2091 0.0112749 0.00118961 79323.7 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.7106 21.9328 0.0109825 0.00108658 80841.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.1886 21.2499 0.0109169 0.00112132 81669.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 29.8768 20.9919 0.0113075 0.00109597 78342.9 0
: 680 | 29.4474 21.4402 0.0108638 0.00102889 81342.7 1
: 681 | 29.3903 22.0213 0.0108593 0.00102149 81319.2 2
: 682 Minimum Test error found - save the configuration
: 682 | 29.0949 20.542 0.0108323 0.0010773 82009.1 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.4993 19.6432 0.0108172 0.0010745 82113.1 0
: 684 | 28.1574 20.006 0.0109435 0.0010286 80687 1
: 685 Minimum Test error found - save the configuration
: 685 | 27.6745 19.6413 0.0108931 0.00111923 81851.3 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.527 18.9215 0.0109253 0.00111546 81551.1 0
: 687 | 27.2932 18.9917 0.0108424 0.0010269 81504 1
: 688 Minimum Test error found - save the configuration
: 688 | 26.5192 18.3558 0.0108531 0.00108744 81919.7 0
: 689 | 26.2678 18.4922 0.0108275 0.00103612 81704.2 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.1026 17.8824 0.0108242 0.00106897 82007 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.5054 17.4966 0.0108626 0.00108094 81785.9 0
: 692 | 25.4425 18.0641 0.0108424 0.00103434 81566 1
: 693 | 24.9861 17.7243 0.0109297 0.00107295 81162.5 2
: 694 Minimum Test error found - save the configuration
: 694 | 24.53 17.0827 0.0108329 0.00107186 81958.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.2371 16.9156 0.0109609 0.001096 81095.2 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.0001 16.4632 0.0109518 0.0011168 81341.9 0
: 697 | 23.6405 16.6415 0.0109673 0.00106268 80770.3 1
: 698 Minimum Test error found - save the configuration
: 698 | 23.3364 15.889 0.0109804 0.00113156 81228 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.1049 15.6572 0.0108598 0.0010832 81828.2 0
: 700 | 22.9059 15.8633 0.0111226 0.00104125 79354.1 1
: 701 Minimum Test error found - save the configuration
: 701 | 22.3674 15.6523 0.0109696 0.00110514 81099.1 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.1338 15.3041 0.0110358 0.00108001 80354.9 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.7867 15.0627 0.0109991 0.00111982 80977.6 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.4951 14.8437 0.0112241 0.00116608 79538.5 0
: 705 | 21.3587 15.102 0.0114331 0.00116303 77895.9 1
: 706 Minimum Test error found - save the configuration
: 706 | 20.9069 14.2855 0.0115507 0.00114171 76857 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.7203 14.1527 0.0110124 0.00109343 80653.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.3987 14.1254 0.0114863 0.00131236 78632.5 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.1687 13.9762 0.0114266 0.00114366 77798.7 0
: 710 Minimum Test error found - save the configuration
: 710 | 19.866 13.7371 0.0113535 0.00112581 78218.9 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.5742 13.5536 0.0112819 0.00107772 78399.1 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.3701 13.1467 0.0114197 0.00113196 77762.7 0
: 713 | 19.2228 13.2392 0.0111475 0.00102896 79062.8 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.0717 13.0645 0.0109488 0.00111549 81356.4 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.8265 12.6837 0.0109734 0.00108474 80900.4 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.286 12.5694 0.0114166 0.00112478 77731.9 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.306 12.4949 0.0112903 0.00129607 80046.1 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.0309 11.8271 0.0109825 0.00107411 80739.9 0
: 719 | 17.6898 11.989 0.0110687 0.0010299 79691.2 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.616 11.8223 0.0109872 0.00111255 81015.3 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.2028 11.3137 0.011017 0.00106989 80425.3 0
: 722 | 17.0416 11.5286 0.0109683 0.00101879 80405.9 1
: 723 Minimum Test error found - save the configuration
: 723 | 16.959 10.9301 0.0110234 0.0011256 80825.8 0
: 724 | 16.5358 10.9447 0.0131073 0.00130713 67795.3 1
: 725 | 16.2912 11.0203 0.0110226 0.0011207 80792.4 2
: 726 Minimum Test error found - save the configuration
: 726 | 16.0255 10.628 0.0111975 0.00112009 79385.5 0
: 727 | 15.922 11.0672 0.0109057 0.00103604 81056.7 1
: 728 | 15.7527 11.078 0.0110205 0.00103846 80143.7 2
: 729 Minimum Test error found - save the configuration
: 729 | 15.472 10.2843 0.0108957 0.001083 81527.1 0
: 730 | 15.1081 10.4434 0.0109032 0.00103127 81038.2 1
: 731 Minimum Test error found - save the configuration
: 731 | 14.9465 9.69687 0.0109901 0.00108679 80781 0
: 732 | 14.9097 11.05 0.0109677 0.00103935 80577.3 1
: 733 | 14.7332 9.72744 0.0111476 0.00102868 79059.9 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.5831 9.47247 0.0112239 0.00110148 79032.6 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.1182 9.23719 0.0110403 0.001085 80359.3 0
: 736 Minimum Test error found - save the configuration
: 736 | 13.8585 9.01291 0.0110432 0.00108784 80358.7 0
: 737 Minimum Test error found - save the configuration
: 737 | 13.7755 8.97927 0.0109723 0.00107477 80827.9 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.6668 8.89177 0.0109458 0.00108605 81137.8 0
: 739 | 13.5533 9.76482 0.0110459 0.00103939 79947.9 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.5 8.75531 0.0109078 0.00107681 81375 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.2463 8.05076 0.0109842 0.00111877 81091 0
: 742 Minimum Test error found - save the configuration
: 742 | 12.8812 7.88415 0.0110379 0.0010804 80341.3 0
: 743 | 12.8704 8.00852 0.0109712 0.00109829 81029.4 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.5471 7.87307 0.0115576 0.00116569 76982.7 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.3723 7.63049 0.0111268 0.00110413 79818.8 0
: 746 | 12.2565 7.76472 0.0124843 0.00152878 73022.4 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.0909 7.01278 0.0113496 0.00115858 78500.4 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.0332 6.56313 0.0115731 0.00119343 77073.8 0
: 749 | 11.743 6.7372 0.0125099 0.00106323 69889.2 1
: 750 | 11.6668 6.90558 0.0122399 0.00111526 71912.1 2
: 751 Minimum Test error found - save the configuration
: 751 | 11.4248 6.54018 0.0119345 0.00116879 74310.2 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.3608 6.38713 0.0123624 0.00168686 74937.6 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.1978 6.03586 0.0113935 0.00121578 78603 0
: 754 | 10.9142 6.40112 0.0115824 0.00124683 77402.3 1
: 755 Minimum Test error found - save the configuration
: 755 | 10.9576 5.69286 0.0112106 0.00109225 79064.6 0
: 756 | 10.7391 5.85407 0.0109412 0.00103586 80764.9 1
: 757 | 10.5632 5.73036 0.010883 0.00103047 81197.4 2
: 758 Minimum Test error found - save the configuration
: 758 | 10.3597 5.52105 0.0109462 0.00108917 81160.4 0
: 759 | 10.2693 6.01784 0.0113981 0.00113912 77980.7 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.2068 5.09484 0.0114692 0.00118464 77786.8 0
: 761 | 10.1064 6.10417 0.0125382 0.00164459 73437.6 1
: 762 | 10.0041 5.92494 0.0114362 0.00135853 79383.6 2
: 763 | 9.98713 5.42062 0.0119147 0.00104999 73632.6 3
: 764 Minimum Test error found - save the configuration
: 764 | 9.88977 4.80007 0.0111619 0.00110566 79552.5 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.59832 4.74781 0.0113589 0.00117674 78569.1 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.35784 4.4337 0.012851 0.00159219 71055.3 0
: 767 | 9.32468 5.03432 0.0113971 0.00135683 79679.3 1
: 768 | 9.1226 5.53508 0.0112261 0.00103855 78527 2
: 769 | 9.07643 4.57285 0.0110017 0.00103789 80290.9 3
: 770 Minimum Test error found - save the configuration
: 770 | 8.85633 4.17486 0.0109819 0.00109515 80916.2 0
: 771 | 8.74308 4.76807 0.0118121 0.00103441 74227.5 1
: 772 | 9.07605 4.97632 0.0109204 0.00106569 81179.7 2
: 773 Minimum Test error found - save the configuration
: 773 | 8.64472 4.04519 0.010875 0.00107805 81658 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.39781 3.79652 0.0109114 0.00109462 81493 0
: 775 | 8.29811 4.16826 0.0110523 0.00105024 79983.6 1
: 776 | 8.35107 4.33566 0.0109606 0.00106869 80874.2 2
: 777 | 8.17813 3.8363 0.010831 0.00102844 81611.4 3
: 778 Minimum Test error found - save the configuration
: 778 | 7.96288 3.58672 0.0110834 0.00108461 80009.9 0
: 779 | 7.95798 4.53684 0.0113339 0.001034 77671 1
: 780 | 8.13937 3.73606 0.0107959 0.00102657 81888.6 2
: 781 | 7.95568 5.26674 0.010815 0.00103386 81790.2 3
: 782 Minimum Test error found - save the configuration
: 782 | 8.09309 3.44476 0.0108325 0.00107482 81986.8 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.80444 3.19662 0.0108819 0.00112072 81957 0
: 784 | 7.55213 3.36839 0.0112879 0.00103655 78038.6 1
: 785 Minimum Test error found - save the configuration
: 785 | 7.48037 3.19004 0.0110798 0.00122161 81150.4 0
: 786 | 7.57912 3.58457 0.011164 0.00103536 78983.8 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.44316 3.08854 0.0108331 0.00108903 82101.4 0
: 788 | 7.53003 3.52813 0.0108796 0.00104296 81328.6 1
: 789 | 7.29702 3.84471 0.0109267 0.00102589 80801.4 2
: 790 | 7.01582 3.53908 0.0109345 0.00103134 80782.6 3
: 791 Minimum Test error found - save the configuration
: 791 | 6.86308 2.86309 0.010861 0.0010643 81660.1 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.74185 2.62603 0.0108158 0.0010644 82039.3 0
: 793 Minimum Test error found - save the configuration
: 793 | 6.53695 2.50045 0.0109372 0.00107536 81121.1 0
: 794 | 6.67449 2.68566 0.0108234 0.00104688 81828.5 1
: 795 | 6.49245 2.67731 0.0108474 0.00102714 81464.2 2
: 796 | 6.38599 2.76426 0.0108541 0.0010752 81808.8 3
: 797 | 6.31483 3.30619 0.0109622 0.00103636 80597.7 4
: 798 | 6.41189 2.8675 0.0107333 0.00102075 82368.1 5
: 799 | 6.32713 3.34321 0.010806 0.00102021 81750.9 6
: 800 Minimum Test error found - save the configuration
: 800 | 6.43273 2.19469 0.0108592 0.00107488 81763.4 0
: 801 | 6.11338 2.78869 0.0108123 0.00102804 81763.8 1
: 802 | 5.9375 2.52544 0.0108074 0.00102591 81786.8 2
: 803 | 5.90455 2.30387 0.010813 0.0010426 81880 3
: 804 Minimum Test error found - save the configuration
: 804 | 5.97617 2.19178 0.0111582 0.0011526 79955.4 0
: 805 | 5.86062 2.21476 0.0107934 0.00102704 81914.1 1
: 806 | 5.65763 3.09186 0.0108902 0.00104208 81233.6 2
: 807 | 5.72484 2.43863 0.0111249 0.0010615 79495.9 3
: 808 | 5.64207 2.586 0.0111171 0.00105858 79534.8 4
: 809 | 5.44879 2.30623 0.011164 0.00106054 79181 5
: 810 | 5.33896 2.7484 0.0110712 0.00105912 79903.4 6
: 811 Minimum Test error found - save the configuration
: 811 | 5.30958 1.92784 0.0111503 0.00109959 79596.3 0
: 812 | 5.26703 2.09727 0.0111111 0.00106239 79612.5 1
: 813 | 5.13537 2.3348 0.0111661 0.00105831 79146.6 2
: 814 | 5.22284 2.00542 0.0111002 0.00105509 79640.9 3
: 815 | 5.39288 3.47553 0.010913 0.00102471 80903.7 4
: 816 | 5.25795 2.54408 0.0110555 0.00105927 80030.1 5
: 817 | 5.10055 1.96526 0.011207 0.00105207 78779.8 6
: 818 Minimum Test error found - save the configuration
: 818 | 4.90495 1.72889 0.0113928 0.00113273 77972.1 0
: 819 | 4.91637 1.84533 0.0113975 0.00106974 77461.2 1
: 820 | 4.9535 2.13966 0.0113078 0.00107082 78147.9 2
: 821 | 4.75351 2.01088 0.0114062 0.00107743 77453.5 3
: 822 | 4.65372 1.96258 0.0115356 0.00114524 76994.7 4
: 823 | 4.6521 1.78563 0.0121924 0.00105923 71857.1 5
: 824 Minimum Test error found - save the configuration
: 824 | 4.63519 1.7033 0.0112317 0.0011306 79199.1 0
: 825 | 4.62833 1.95282 0.0113301 0.00106573 77939.6 1
: 826 | 4.59999 1.77988 0.0109371 0.00103565 80796.2 2
: 827 | 4.5908 2.05284 0.0112682 0.0010422 78231.8 3
: 828 | 4.49404 2.92758 0.0112733 0.0013077 80276.1 4
: 829 | 4.59504 2.10728 0.0108742 0.00109159 81777.8 5
: 830 | 4.35647 2.29441 0.0113012 0.00126374 79701.8 6
: 831 | 4.36032 1.96573 0.0127652 0.00105526 68318 7
: 832 | 4.39387 1.9218 0.0109742 0.00103759 80510.2 8
: 833 | 4.14787 1.87939 0.0109155 0.00103456 80963.7 9
: 834 | 4.14717 2.40561 0.0109254 0.00104278 80949.8 10
: 835 | 4.1488 1.79122 0.0108858 0.00102688 81144.5 11
: 836 | 4.06103 2.02995 0.0107807 0.00102226 81980.3 12
: 837 | 3.94605 2.0243 0.0108881 0.00105598 81366.2 13
: 838 | 4.04334 1.87423 0.0108056 0.00105493 82045.9 14
: 839 | 4.03169 1.79282 0.0107623 0.00101923 82110 15
: 840 | 4.21318 2.46033 0.0108191 0.00102387 81672.4 16
: 841 | 3.88126 2.28357 0.0107677 0.00104226 82258.8 17
: 842 | 3.85614 1.89834 0.0109451 0.0010211 80612.5 18
: 843 | 3.97026 1.98797 0.0108447 0.00106119 81770.5 19
: 844 | 3.92025 2.09442 0.0107658 0.00102676 82143.3 20
: 845 | 3.80724 1.83841 0.0107932 0.00105071 82114.8 21
:
: Elapsed time for training with 1000 events: 9.67 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: 0.0122 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: 0.867 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.185 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= 3.238e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.01635e+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: 0.0451 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: 0.0381 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: 0.00141 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: 0.103 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: 0.932 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: 0.025 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00293 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: 0.041 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00459 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: 0.00261 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000551 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: 0.0995 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0115 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.941 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 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 : -0.921 -0.158 5.47 1.55 | 3.232 3.224
: 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 : -0.244 -0.0733 1.94 1.10 | 3.358 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.