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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:359
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:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx: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: 0.255 sec
: Elapsed time for training with 1000 events: 0.259 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00283 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: 0.00071 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00389 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: 0.000189 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000299 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 = 31492.1
: --------------------------------------------------------------
: 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 | 33025.4 31109 0.0102396 0.00102575 86825.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32503.6 30551.4 0.0102434 0.00102737 86805.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31843.6 29870.5 0.0103768 0.00103739 85658 0
: 4 Minimum Test error found - save the configuration
: 4 | 31089.8 29274.2 0.0104313 0.00104248 85207.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30419.3 28656.2 0.0103917 0.00102673 85424.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29674.3 27919 0.010397 0.00103794 85479 0
: 7 Minimum Test error found - save the configuration
: 7 | 28898.1 27040.2 0.0103488 0.00102465 85798.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28267.6 26497.4 0.010287 0.00100536 86191.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27858.1 26139.8 0.0101965 0.00100146 87003.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27509.8 25834.6 0.0101603 0.000999055 87323.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27198.5 25547 0.0101493 0.000995456 87395 0
: 12 Minimum Test error found - save the configuration
: 12 | 26906.7 25268.9 0.0101494 0.000996516 87404.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26621 25005.6 0.0101595 0.000995245 87295.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26351.2 24746.3 0.0101669 0.000997007 87241.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26087.6 24493.2 0.0101693 0.000990636 87158.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25828.2 24248.9 0.0101942 0.00102147 87215.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25573.5 24013.6 0.0101667 0.000995835 87232.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25328.6 23780.2 0.010135 0.000995136 87528.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25087.6 23549.5 0.0101434 0.000993455 87432.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 24848.5 23325.1 0.0101419 0.000994276 87454 0
: 21 Minimum Test error found - save the configuration
: 21 | 24613.1 23106.6 0.010149 0.000995455 87397.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24383.5 22890.6 0.0101528 0.000994507 87352.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24158.3 22675.4 0.0101523 0.000991976 87333.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 23936.2 22461.6 0.0101649 0.000993206 87224.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 23717 22249.8 0.0102063 0.0010021 86916.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23495.7 22046.9 0.0101545 0.00100456 87432.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23281.7 21846 0.0101487 0.000995576 87401.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23070.9 21646.4 0.0101674 0.000993766 87206.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 22861.2 21450.1 0.0101628 0.000996495 87276.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22658.2 21251.2 0.0101749 0.000998645 87181.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 22450.7 21060.1 0.0101683 0.000993996 87199.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22250.7 20869 0.0101697 0.000993246 87179.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22050.3 20682 0.0101849 0.000998825 87088.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21855.5 20494 0.0101667 0.000997335 87246.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21659.3 20310.5 0.0101751 0.000998906 87181.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21468 20127.6 0.0101806 0.000996966 87111.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21277.8 19946.8 0.010184 0.000998655 87095 0
: 38 Minimum Test error found - save the configuration
: 38 | 21088.8 19769.5 0.0101839 0.000996596 87076.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 20901.3 19595.9 0.0101875 0.000995566 87033.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 20717.5 19423.5 0.010165 0.000992136 87214.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20536.1 19251.6 0.0102228 0.0010283 87008.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20356.5 19080.5 0.0102125 0.000999555 86833.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20178.5 18910.6 0.0101803 0.000998506 87129.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20000.6 18744.5 0.0102023 0.000997896 86915.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 19826.6 18579.2 0.0102077 0.000997776 86862.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19651.4 18419 0.010197 0.000998236 86968.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19481 18259.3 0.010199 0.000999055 86956.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19314.9 18096.4 0.0101803 0.000995475 87100 0
: 49 Minimum Test error found - save the configuration
: 49 | 19143.1 17941.3 0.0102089 0.000995145 86826.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 18980.2 17783.4 0.0102083 0.00100065 86884.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 18813.8 17630.2 0.0101875 0.000999776 87072.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 18651.8 17478 0.0101904 0.00100073 87054.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18490.1 17328.4 0.0101848 0.000997875 87080.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18332.7 17177.7 0.0102183 0.00101588 86933.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18173.6 17030.8 0.010188 0.000999575 87065.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18017.7 16885.2 0.0101967 0.000996485 86954.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 17864.6 16739.1 0.0101977 0.00100208 86997.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17709.9 16597.2 0.0102166 0.00100447 86842.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17559.6 16455.2 0.0101968 0.0010002 86988.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17410.9 16313.3 0.0102164 0.00100212 86821.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17259.8 16177.1 0.0102175 0.00101051 86890.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17114.7 16039.9 0.0102051 0.00100234 86930.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 16968.3 15905.7 0.0102179 0.000999796 86785.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16827.1 15769.2 0.0102219 0.00100657 86811.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16684.2 15635 0.0102362 0.00100425 86655.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16540 15507.1 0.0102164 0.00100186 86819.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16402.5 15377.5 0.010221 0.00101705 86919 0
: 68 Minimum Test error found - save the configuration
: 68 | 16264.5 15249.1 0.0102456 0.00100432 86567.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16129.1 15119.9 0.010223 0.00101121 86845.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 15991.6 14994.4 0.0102261 0.00100457 86753.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 15857.7 14864.6 0.0102218 0.00100514 86799.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15717.2 14721.4 0.0102692 0.00101306 86429.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15602.2 14596.2 0.010301 0.00101157 86119.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15445.7 14480.9 0.01034 0.0010187 85824.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15306.2 14332.9 0.010321 0.00102133 86024.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15161.3 14198.9 0.0103259 0.0010237 86000.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15029.8 14043.1 0.0103433 0.00103569 85951.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14876.8 13909.6 0.0103864 0.0010316 85517.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14735.7 13757.1 0.0103929 0.00103118 85454.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14594.9 13626.7 0.010629 0.00111492 84086.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14459.7 13500.4 0.0109875 0.00112558 81120.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14324 13375.1 0.0104299 0.00103442 85147 0
: 83 Minimum Test error found - save the configuration
: 83 | 14193.2 13252.5 0.0104342 0.00104713 85223.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14061.5 13128.3 0.0104624 0.00104472 84946.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 13934.7 13003.1 0.0104235 0.00104129 85268.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13805.1 12887.5 0.0104322 0.00103208 85105.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13678.5 12761.1 0.0104367 0.00104981 85225.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13551.1 12639 0.0104387 0.00103547 85076.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13423 12522.8 0.0104284 0.00103123 85131.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13300.3 12404.6 0.0104645 0.00103598 84849.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13177.6 12286.9 0.0104371 0.00103686 85104.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 13055.3 12170.6 0.0104387 0.00103533 85075.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 12932.7 12059 0.0104369 0.00103698 85107.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12815.3 11945.9 0.0104643 0.00103484 84840.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12695.5 11835.7 0.0104377 0.00103355 85069.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12580 11726.1 0.0104396 0.00103713 85083.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12464.4 11617.9 0.0104439 0.00103205 84999.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12350.8 11510.5 0.0104523 0.00103452 84945.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12237 11405.1 0.0104514 0.00103688 84975 0
: 100 Minimum Test error found - save the configuration
: 100 | 12127.5 11297.2 0.010457 0.00103466 84904.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12014 11194.3 0.0104306 0.00103567 85152.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 11904.5 11092.4 0.0104486 0.00103397 84974.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 11797.3 10989.3 0.0104559 0.0010321 84891.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11689.6 10887.4 0.0104599 0.00103432 84875.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11581.1 10789 0.0104409 0.0010319 85024.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11476.5 10690.1 0.0104711 0.00103727 84801 0
: 107 Minimum Test error found - save the configuration
: 107 | 11372.3 10591.5 0.0104547 0.00103776 84953.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11269.3 10492.8 0.0104949 0.00103885 84602.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11165.5 10396.7 0.0104679 0.00103832 84839.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11064.7 10300 0.0104664 0.00104384 84902.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 10962.9 10205.7 0.0104482 0.00103585 84994.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 10862.1 10113.6 0.0104646 0.00103614 84849.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10765.1 10019.3 0.0104852 0.00103506 84654.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10665.5 9928.03 0.0104867 0.00103754 84663.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10569.6 9835.53 0.0104887 0.00104186 84684.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10470 9749.13 0.0104644 0.00103732 84861.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10378.6 9657.21 0.0104781 0.00104025 84765.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10282.3 9568.52 0.0104924 0.00103703 84607.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10188.5 9480.7 0.0105206 0.00103966 84379.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10095.9 9393.25 0.0104693 0.0010377 84821.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10002.7 9308.22 0.0104756 0.00103783 84765.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 9912.3 9222.43 0.0104878 0.00104456 84716.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9822.05 9137.24 0.0105059 0.00104316 84541.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9731.98 9053.32 0.010481 0.00103932 84730.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9644.76 8968 0.0104944 0.00104109 84626.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9554.94 8885.8 0.0104925 0.00104074 84640.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9467.59 8804.65 0.010502 0.00104014 84550.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9380.43 8725.36 0.0104896 0.00103893 84650.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9296.12 8644.35 0.0104875 0.0010388 84668 0
: 130 Minimum Test error found - save the configuration
: 130 | 9210.5 8564.96 0.0105001 0.00104146 84578.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9127.95 8484.12 0.0105174 0.00104545 84459.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9042.9 8406.06 0.0104964 0.00104215 84617.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 8960.71 8328.12 0.0104971 0.00104558 84642.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 8878.26 8251.59 0.010509 0.0010414 84498.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8796.85 8175.99 0.010507 0.00103973 84501.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8717.58 8099.37 0.0105068 0.00104069 84512 0
: 137 Minimum Test error found - save the configuration
: 137 | 8637.12 8024.23 0.0105183 0.00103999 84402.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8558 7950.06 0.0105229 0.00104183 84378.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8479.59 7876.53 0.0104993 0.00104524 84619.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8401.03 7805.12 0.0104925 0.00104463 84674.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8324.49 7733.6 0.0105059 0.00104694 84575.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8248.64 7662.07 0.0105266 0.00104779 84399.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8174.04 7589.76 0.0105147 0.00104331 84465.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8099.22 7517.93 0.0104994 0.00104009 84573.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8022.48 7450.52 0.0104856 0.00104046 84699.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 7950.42 7381.27 0.0105367 0.00104553 84288.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 7878.1 7312.16 0.0105143 0.00104366 84471.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 7804.21 7245.88 0.0105134 0.00105606 84590 0
: 149 Minimum Test error found - save the configuration
: 149 | 7733.8 7178.32 0.0105075 0.00104827 84573 0
: 150 Minimum Test error found - save the configuration
: 150 | 7662.59 7111.55 0.010519 0.00104496 84440.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7592.07 7045.89 0.0105161 0.00104189 84439.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7522.58 6980.16 0.0105021 0.00104249 84569.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7453.27 6915.26 0.010503 0.00103893 84530 0
: 154 Minimum Test error found - save the configuration
: 154 | 7385.58 6850.16 0.0105467 0.0010654 84376.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7316.76 6786.75 0.0105114 0.00104668 84524 0
: 156 Minimum Test error found - save the configuration
: 156 | 7249.12 6724.6 0.0105022 0.00104532 84594.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 7183.49 6661.43 0.010504 0.0010412 84541.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7116.42 6600.41 0.0105084 0.00104561 84541.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7051.53 6539.29 0.0105057 0.00104274 84540 0
: 160 Minimum Test error found - save the configuration
: 160 | 6986.68 6478.28 0.0105224 0.00104627 84422.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 6921.86 6418.7 0.0105159 0.00104136 84436.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6858.81 6358.44 0.0105626 0.00106606 84241.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6795.62 6298.83 0.0105126 0.00104823 84528 0
: 164 Minimum Test error found - save the configuration
: 164 | 6732.63 6240.28 0.0104939 0.00104688 84682.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6670.47 6182.64 0.0105298 0.00105108 84399.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6609.02 6125.18 0.0105061 0.00104282 84537.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6548.57 6067.74 0.0105164 0.00104915 84502.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6487.95 6011.19 0.0104895 0.00104463 84702 0
: 169 Minimum Test error found - save the configuration
: 169 | 6428.48 5954.6 0.0105535 0.00104157 84104.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6368.08 5899.94 0.0105674 0.00104585 84020.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6310 5844.66 0.010552 0.00104422 84141.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6251.26 5790.85 0.0105326 0.00104514 84322.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6195.25 5734.78 0.0105292 0.00104509 84351.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6135.92 5682.09 0.0105469 0.00104386 84183.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6079.23 5630.08 0.010549 0.00104532 84178 0
: 176 Minimum Test error found - save the configuration
: 176 | 6023.85 5577.21 0.0105466 0.00104449 84191.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 5969.11 5523.56 0.0105403 0.00104124 84219 0
: 178 Minimum Test error found - save the configuration
: 178 | 5912.36 5472.74 0.0105673 0.00104389 84003.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 5858.47 5421.07 0.0106216 0.00104727 83556.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5803.81 5370.56 0.0105411 0.00104578 84251.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5750.2 5320.49 0.0105594 0.00105332 84156.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5696.96 5270.93 0.0105511 0.0010512 84211.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5644.51 5221.37 0.010532 0.00104604 84334.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5592.46 5172.28 0.0105507 0.00104517 84161 0
: 185 Minimum Test error found - save the configuration
: 185 | 5539.42 5125.03 0.0105701 0.00104426 83982.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5490.11 5075.4 0.010562 0.00104416 84052.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5437.78 5028.78 0.0105458 0.00104846 84234.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5387.96 4981.51 0.0105664 0.00104588 84029.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5337.65 4935.42 0.0105633 0.00104629 84059.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5288.26 4889.47 0.0105653 0.0010479 84056.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5239.75 4843.62 0.0105467 0.00104567 84201 0
: 192 Minimum Test error found - save the configuration
: 192 | 5191.17 4798.34 0.0105517 0.00104871 84184.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5142.72 4753.62 0.0105289 0.00104485 84352.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5096.59 4708.38 0.0105622 0.00104574 84064.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5047.17 4665.32 0.0108102 0.00117091 82993.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5001.49 4621.84 0.0106411 0.00105773 83478.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 4955.53 4578.06 0.0119148 0.00134869 75713.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 4909.15 4535.48 0.0111055 0.00108471 79834.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4864.27 4492.9 0.010669 0.00106144 83268 0
: 200 Minimum Test error found - save the configuration
: 200 | 4819.43 4450.39 0.0105437 0.00104552 84226.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4773.95 4409.4 0.0106111 0.00104905 83664 0
: 202 Minimum Test error found - save the configuration
: 202 | 4730.49 4368.5 0.0105894 0.00105302 83889.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4686.49 4327.69 0.0105975 0.00108487 84098.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4644.22 4286.52 0.0106029 0.00105076 83750.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4600.39 4246.45 0.0105399 0.00104884 84290.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4557.71 4207.37 0.0106986 0.00108297 83198.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4516.83 4167.5 0.0119306 0.00107481 73693.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4473.47 4129.85 0.0106201 0.00104936 83588.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4433.74 4090.71 0.0105961 0.0010601 83892.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4392.18 4052.39 0.0105987 0.00105174 83796.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4352.3 4014.4 0.0105484 0.00105017 84226.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4311.96 3976.51 0.010534 0.00105265 84376 0
: 213 Minimum Test error found - save the configuration
: 213 | 4271.9 3939.61 0.010622 0.00105881 83653.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4233.49 3902.48 0.0106043 0.00104787 83713.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4193.4 3866.8 0.0113574 0.00125513 79190.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4155.85 3830.08 0.0113022 0.00108151 78272.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4116.55 3795.1 0.0106351 0.00106759 83616.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4079.39 3759.9 0.0106117 0.00109185 84034.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4042.28 3724.15 0.0106026 0.00107423 83959.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4004.48 3690.06 0.0105683 0.00105328 84077.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 3968.29 3654.95 0.0105763 0.0010514 83990.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 3931.67 3620.68 0.0105726 0.00104934 84004.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 3896.08 3586.67 0.0106335 0.00105961 83560.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3859.34 3554.21 0.0107122 0.00121108 84200.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3824.76 3520.69 0.0124605 0.00107983 70294.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3789.45 3488.32 0.0106418 0.0010522 83424 0
: 227 Minimum Test error found - save the configuration
: 227 | 3755.24 3455.31 0.0106181 0.00106358 83730 0
: 228 Minimum Test error found - save the configuration
: 228 | 3720.08 3423.76 0.0106081 0.00105153 83711.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3687.06 3391.43 0.0106132 0.00106173 83757.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3653.57 3359.27 0.0107457 0.00108043 82770.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3619.21 3328.4 0.0106976 0.00107048 83098.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3587.49 3295.91 0.0105681 0.00106459 84179.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3553.27 3266.52 0.0106296 0.00105473 83552 0
: 234 Minimum Test error found - save the configuration
: 234 | 3521.7 3235.9 0.0121726 0.00112505 72414.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3489.67 3205.37 0.0106719 0.00105467 83184.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3457.44 3176.02 0.0108841 0.00123017 82868 0
: 237 Minimum Test error found - save the configuration
: 237 | 3426.45 3146.28 0.0108075 0.00105801 82055.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3395.5 3116.61 0.010593 0.00105168 83845.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3363.69 3087.83 0.0105852 0.00104523 83857.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3333.41 3059.33 0.0105672 0.00105324 84086.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3303.2 3031.13 0.0105791 0.00105218 83972.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3273.61 3002.18 0.0106317 0.00106967 83664.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3243.2 2974.81 0.0105984 0.00106854 83946.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3214.42 2946.39 0.0106013 0.00108897 84101.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3184.05 2919.83 0.0105832 0.00106472 84047.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3155.65 2893.1 0.0105905 0.00105572 83903.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3127.28 2865.92 0.0107141 0.00119528 84044.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3098.6 2839.62 0.0105993 0.00106292 83889.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3070.22 2813.18 0.01082 0.00107851 82122.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3042.33 2787.22 0.0105919 0.0010535 83871.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3014.72 2761.37 0.0105883 0.00105331 83901.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 2988.19 2735.22 0.0111539 0.00112996 79808.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 2959.99 2709.76 0.0115155 0.00107088 76594.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2933.96 2683.95 0.010554 0.00104964 84171.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2906.35 2659.73 0.0105401 0.00104512 84254.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2880.63 2634.97 0.010557 0.00104979 84146.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2853.78 2610.96 0.0106956 0.00109041 83288.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2828.75 2586.21 0.0105834 0.00105427 83953.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 2802.96 2562.55 0.0105361 0.0010463 84300.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2777.2 2539.16 0.0106008 0.00105294 83788 0
: 261 Minimum Test error found - save the configuration
: 261 | 2751.61 2516.22 0.010575 0.00107545 84214.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2727.6 2491.59 0.0123764 0.00154267 73843.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2701.92 2469.37 0.0116992 0.00106736 75245.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2678.11 2445.78 0.0106088 0.00105178 83707.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2652.9 2424.03 0.0105603 0.00105269 84142.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2629.51 2401.35 0.0105489 0.00104837 84205.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2605.27 2379.61 0.0105723 0.00105007 84013.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2582.21 2357.32 0.0105897 0.00105133 83872.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2558.62 2335.2 0.0105437 0.00104642 84234.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2534.79 2314.5 0.0105441 0.00104543 84221.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2512.18 2293.3 0.0121874 0.00109382 72113.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2489.53 2271.77 0.0115419 0.0011271 76813.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2467.65 2249.67 0.0106344 0.00105103 83477.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2443.7 2230 0.010601 0.0010536 83792.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2421.99 2209.77 0.0105622 0.00104908 84093.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2400.22 2188.84 0.0105548 0.00105005 84168.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2377.98 2169.03 0.0105537 0.00105201 84195.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2356.43 2148.95 0.0105503 0.00104831 84192.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2334.8 2129.39 0.0105633 0.0010555 84141.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2313.38 2110.07 0.0105967 0.00107547 84022.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2292.85 2090.11 0.0105819 0.00105144 83941.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2271.73 2070.43 0.0105598 0.00104996 84123.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2250.42 2051.58 0.0105717 0.0010516 84032.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2229.97 2033.02 0.0105604 0.00105373 84151.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2209.54 2014.97 0.0105706 0.00105203 84045.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2189.24 1996.72 0.0105346 0.00104502 84302.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2169.18 1977.99 0.0105971 0.00105112 83805.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2149.09 1960.04 0.0105624 0.00105035 84103.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2129.5 1941.54 0.0105677 0.00105229 84074.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2109.86 1923.45 0.0106145 0.00108079 83913 0
: 291 Minimum Test error found - save the configuration
: 291 | 2089.95 1906.58 0.0105962 0.00105914 83883.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2071.13 1888.73 0.0105568 0.00105281 84174.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2051.39 1871.82 0.0105766 0.00105081 83982.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2032.83 1854.24 0.0105677 0.0010454 84013.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2013.65 1837.38 0.0105584 0.00104994 84135.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 1995.46 1820.43 0.010585 0.00105453 83941.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 1976.25 1804.3 0.0106046 0.00105121 83739.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 1958.85 1787.1 0.0105651 0.00105132 84088.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1940.51 1770.03 0.0106277 0.00107073 83708.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1921.61 1754.4 0.0105924 0.00105037 83839.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1903.87 1738.65 0.0105607 0.00105072 84122.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1886.55 1722.5 0.0105492 0.00105042 84221 0
: 303 Minimum Test error found - save the configuration
: 303 | 1868.74 1706.6 0.0105533 0.00105205 84199.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1850.67 1691.51 0.0105752 0.0010529 84013.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1834.03 1675.7 0.0105695 0.00105252 84060.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1816.57 1660.37 0.0105404 0.00105118 84306.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1799.32 1645.26 0.0105642 0.0010513 84096.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1782.14 1631.08 0.0105645 0.00105334 84111.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1766.54 1615.41 0.0106384 0.00105144 83446.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 1749.25 1600.19 0.0106171 0.00104921 83613.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1732.45 1586.02 0.0105917 0.00105122 83852.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1715.94 1571.73 0.0105905 0.00105162 83867.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1700.21 1557.27 0.0105905 0.00105449 83892.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1683.5 1543.19 0.0106027 0.00105139 83758.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1668.08 1528.9 0.010588 0.00105421 83911.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1652.47 1514.93 0.0105731 0.00105414 84042.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 1636.51 1500.62 0.0108444 0.00111684 82240.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1621.39 1486.7 0.0106857 0.00105674 83082.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 1605.18 1473.48 0.0105962 0.00105031 83805.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1589.92 1460.01 0.0105846 0.00105756 83971.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1574.97 1446.29 0.0105652 0.00106013 84165.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1559.76 1433.11 0.0105895 0.00105674 83921.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1545.01 1420.44 0.0106058 0.00107481 83936.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1530.09 1406.79 0.010687 0.00108153 83285.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1515.29 1393.86 0.0105812 0.00104903 83926.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1500.94 1380.92 0.0105864 0.00104912 83881.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1486.57 1368.07 0.0116372 0.00108637 75823.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1471.83 1355.79 0.0107412 0.00109052 82895.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1458.13 1343.04 0.0105628 0.00105278 84121.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1444.3 1331.24 0.0105622 0.00105163 84117.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1430.01 1318.26 0.0106874 0.00106031 83098.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1416.52 1305.98 0.0105509 0.00104963 84199.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1402.72 1293.75 0.0105636 0.00105363 84122.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1388.97 1281.98 0.0105534 0.00105672 84239.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1375.54 1270.37 0.0126162 0.00131803 70807.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1362.38 1258.95 0.0115077 0.00124156 77926.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1350.02 1246.06 0.0138868 0.00174595 65893.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1336.38 1234.43 0.014087 0.00107599 61486.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1323.34 1223.19 0.0106422 0.0010574 83465.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1310.69 1211.76 0.0106081 0.00105244 83720.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1297.9 1200.92 0.0107059 0.00108428 83146 0
: 342 Minimum Test error found - save the configuration
: 342 | 1285.33 1189.75 0.0107994 0.00108088 82316.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1273.45 1178.14 0.0109455 0.0010571 80902.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1260.82 1167.05 0.0106049 0.00106833 83887.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1248.89 1156.22 0.010612 0.0010798 83926.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1236.48 1145.48 0.0106823 0.00106109 83149.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1224.41 1135 0.0107753 0.00107958 82510.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1212.69 1124.39 0.0106395 0.0010523 83444.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1201.04 1113.72 0.0109848 0.00113059 81183.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1189.53 1102.91 0.0107235 0.00106291 82810.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1177.7 1092.59 0.0107137 0.00108272 83065 0
: 352 Minimum Test error found - save the configuration
: 352 | 1166.38 1082.27 0.0106969 0.00108827 83258.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1154.81 1072.54 0.0106397 0.00107334 83626.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1144.02 1062.12 0.0106355 0.00107267 83656.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1132.91 1051.84 0.010678 0.00106543 83224.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1121.62 1042.11 0.0106587 0.00106924 83424.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1111.03 1032.19 0.0106312 0.00106927 83665.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1099.7 1022.58 0.0107314 0.00113844 83394.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1088.96 1012.93 0.0106042 0.00106468 83861.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1078.7 1002.98 0.0107187 0.00107492 82954.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1068.12 993.289 0.0106508 0.0010589 83403.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1057.64 983.881 0.0108142 0.00117581 83001.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1047.4 974.209 0.0119942 0.00175584 78137.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1036.82 965.081 0.0111521 0.00107796 79411 0
: 365 Minimum Test error found - save the configuration
: 365 | 1026.83 955.872 0.0109477 0.0010693 80984.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1016.68 946.991 0.0107448 0.00106719 82665.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1006.8 938.282 0.0110417 0.00107704 80283.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 997.028 928.957 0.0108376 0.00108636 82041.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 987.29 919.785 0.0105883 0.00105397 83907.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 977.512 911.137 0.0105983 0.00105279 83808.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 967.815 902.388 0.0106949 0.00106746 83095.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 958.287 893.858 0.0108244 0.00107697 82073.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 948.876 885.318 0.0106513 0.00105941 83404.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 939.725 877.818 0.0106361 0.00106865 83617 0
: 375 Minimum Test error found - save the configuration
: 375 | 930.497 868.131 0.0105771 0.00105203 83989.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 921.385 859.673 0.0105753 0.00104955 83982.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 912.343 851.43 0.0106059 0.00105608 83770.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 902.996 842.96 0.0108321 0.00106423 81901 0
: 379 Minimum Test error found - save the configuration
: 379 | 893.922 834.606 0.0106771 0.00105734 83162.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 885.144 826.62 0.0117025 0.00108977 75381.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 876.514 818.915 0.0109891 0.00108658 80787.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 868.031 810.67 0.010671 0.00106018 83239.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 859.212 802.555 0.0106132 0.00105738 83718.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 850.65 794.817 0.010644 0.00108094 83655.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 842.353 786.483 0.01063 0.00108781 83838.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 833.613 779.352 0.0107104 0.00108975 83154.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 825.722 771.393 0.0106633 0.00107828 83463.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 817.233 763.507 0.0108253 0.00106568 81970.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 808.999 756.305 0.0107008 0.00106241 83001.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 801.23 748.684 0.0107086 0.00106321 82941.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 792.954 741.267 0.0105813 0.00105441 83973 0
: 392 Minimum Test error found - save the configuration
: 392 | 785.304 733.58 0.0107182 0.00107758 82982 0
: 393 Minimum Test error found - save the configuration
: 393 | 777.534 726.035 0.0106307 0.00105538 83547.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 768.967 719.283 0.0105968 0.00105522 83843.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 761.635 712.106 0.0105892 0.00105553 83913 0
: 396 Minimum Test error found - save the configuration
: 396 | 753.913 704.814 0.0106117 0.00105629 83722.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 746.461 698.278 0.0106333 0.00106025 83567.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 739.253 690.584 0.0106733 0.00106098 83226.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 731.712 683.304 0.0106684 0.0010875 83499.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 723.982 676.602 0.0106003 0.0010723 83963.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 716.977 669.977 0.0121688 0.00109728 72257.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 709.473 663.558 0.0110746 0.00106958 79959.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 702.417 656.255 0.0106168 0.00105609 83675.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 695.293 649.698 0.0106281 0.00105859 83598.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 688.561 642.713 0.0106276 0.00105673 83587.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 680.917 636.63 0.0120123 0.00108448 73207.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 674.321 630.484 0.0106859 0.00106734 83172.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 667.6 623.583 0.0106917 0.00105958 83055.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 660.71 617.712 0.0105993 0.00106528 83909.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 654.269 610.771 0.0107017 0.00106576 83022.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 647.282 604.766 0.0107262 0.00105812 82746.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 640.948 598.331 0.0106514 0.00105885 83398.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 634.138 592.356 0.0106025 0.00105706 83809.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 627.742 585.911 0.0105938 0.00105447 83863.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 621.249 579.899 0.0106021 0.0010603 83841.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 615.09 573.557 0.0106665 0.0010802 83452.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 608.54 568.048 0.0106933 0.00110392 83425.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 602.659 561.865 0.010762 0.00106303 82483.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 596.168 555.768 0.0106639 0.00108092 83481 0
: 420 Minimum Test error found - save the configuration
: 420 | 589.946 550.518 0.0107845 0.00110741 82669.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 584.102 544.934 0.0106618 0.00107835 83476.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 578.075 539.208 0.0106086 0.00105579 83745 0
: 423 Minimum Test error found - save the configuration
: 423 | 572.226 533.484 0.0106006 0.00105756 83831 0
: 424 Minimum Test error found - save the configuration
: 424 | 566.39 527.472 0.0106227 0.00107198 83763.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 560.345 521.994 0.0106461 0.00107696 83602 0
: 426 Minimum Test error found - save the configuration
: 426 | 554.441 516.606 0.0107468 0.00106244 82607.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 548.682 511.118 0.011637 0.00121243 76741.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 543.277 505.424 0.0106309 0.00106419 83622.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 537.491 500.095 0.0106484 0.00106756 83499.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 531.636 495.221 0.0108966 0.00108141 81506 0
: 431 Minimum Test error found - save the configuration
: 431 | 526.333 489.719 0.0106245 0.0010553 83601.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 520.834 484.872 0.0106241 0.00106424 83683 0
: 433 Minimum Test error found - save the configuration
: 433 | 515.5 479.228 0.0106081 0.00106254 83808.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 510.286 474.138 0.0106138 0.0010575 83714.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 504.729 469.626 0.0112225 0.0010735 78825.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 499.599 463.83 0.0107376 0.00105992 82664.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 494.346 458.966 0.0105897 0.00105548 83908 0
: 438 Minimum Test error found - save the configuration
: 438 | 489.073 453.986 0.0105947 0.00105413 83852.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 484.213 449.028 0.0108177 0.00107402 82104.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 479.229 445.556 0.0106392 0.00105577 83477.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 474.435 439.963 0.0105976 0.00105452 83830 0
: 442 Minimum Test error found - save the configuration
: 442 | 469.166 434.715 0.0107359 0.00117166 83644.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 464.094 430.148 0.0106768 0.00105733 83165.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 459.576 425.901 0.010644 0.00105811 83456.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 454.602 421.07 0.0106254 0.00105864 83623.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 450.099 416.408 0.0106895 0.00105651 83048 0
: 447 Minimum Test error found - save the configuration
: 447 | 445.024 411.772 0.0106021 0.00105541 83798.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 440.376 407.396 0.0107455 0.00108149 82781 0
: 449 Minimum Test error found - save the configuration
: 449 | 435.881 402.934 0.0106687 0.00106042 83261.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 431.193 398.648 0.0106381 0.00105899 83514.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 427.017 394.135 0.0106486 0.00106267 83455.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 422.191 389.813 0.0106016 0.00107613 83985.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 417.633 385.832 0.0105874 0.00105474 83922.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 413.872 381.291 0.0106347 0.00108043 83731.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 409.081 376.601 0.0106649 0.0010595 83286.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 404.553 372.438 0.0105883 0.00105167 83887.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 400.419 368.419 0.0106095 0.00105509 83730.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 396.141 365.016 0.0106789 0.00105698 83143.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 392.328 360.649 0.0106193 0.00105575 83650.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 387.991 356.408 0.0109634 0.00106222 80798.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 383.776 352.832 0.0105952 0.00105338 83841.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 379.652 348.81 0.0105853 0.00105242 83920.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 375.59 344.961 0.0106298 0.00105779 83576.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 371.574 341.222 0.0106954 0.00105842 83013.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 367.912 336.957 0.0105968 0.00105307 83824.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 363.716 333.35 0.0106106 0.00105171 83691.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 359.801 329.95 0.0107931 0.00107063 82283.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 356.055 326.555 0.0106656 0.00106311 83312.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 352.305 322.16 0.010618 0.00105557 83661 0
: 470 Minimum Test error found - save the configuration
: 470 | 348.481 319.129 0.0106083 0.00105368 83728.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 344.824 314.958 0.0124277 0.00134618 72192.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 341.507 311.307 0.012963 0.00112537 67581 0
: 473 Minimum Test error found - save the configuration
: 473 | 337.406 308.105 0.0125516 0.00120252 70490.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 333.692 304.323 0.0114692 0.00108471 77038 0
: 475 Minimum Test error found - save the configuration
: 475 | 330.395 300.767 0.0111221 0.00107535 79627.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 326.452 298.055 0.0125932 0.00112692 69769.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 323.187 294.428 0.0107679 0.00107367 82523.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 319.483 291.343 0.0106839 0.00105852 83113.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 316.182 287.504 0.0106776 0.00106993 83267 0
: 480 Minimum Test error found - save the configuration
: 480 | 312.673 284.289 0.0107787 0.00105694 82289.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 309.214 281.45 0.0106778 0.0010587 83167.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 306.149 278.895 0.0110339 0.001065 80249.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 302.866 274.794 0.0107747 0.00108212 82537.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 299.363 272.097 0.010681 0.0010644 83189.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 296.323 269.018 0.0109019 0.00107866 81439.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 293.135 266.316 0.0107358 0.00106665 82737.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 290.049 263.204 0.0106839 0.00107905 83291 0
: 488 Minimum Test error found - save the configuration
: 488 | 286.545 259.535 0.0107513 0.00106606 82599.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 283.661 256.156 0.0107149 0.00106041 82862.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 280.856 254.21 0.010764 0.00107315 82552.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 277.496 251.666 0.0106786 0.00106132 83183.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 274.54 248.212 0.0109291 0.00107936 81220.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 271.197 245.857 0.0107641 0.00109208 82713.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 268.542 242.711 0.0109433 0.00112585 81487.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 265.679 240.283 0.0107116 0.00107911 83052 0
: 496 Minimum Test error found - save the configuration
: 496 | 262.891 238.637 0.0107372 0.00107797 82822.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 260.136 234.856 0.0107436 0.0010745 82737.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 257.083 232.129 0.0107328 0.00110046 83053.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 253.969 229.566 0.0107444 0.00106159 82620.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 251.486 227.12 0.01071 0.00105886 82891.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 248.514 224.812 0.0107277 0.00106132 82761 0
: 502 Minimum Test error found - save the configuration
: 502 | 246.159 223.3 0.0107244 0.00105773 82759 0
: 503 Minimum Test error found - save the configuration
: 503 | 243.321 220.684 0.0108445 0.00107426 81881.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.669 217.157 0.0107694 0.00108743 82627.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 238.029 214.99 0.0107083 0.00106216 82934.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 235.186 212.335 0.0107367 0.00106216 82691.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 232.522 210.93 0.0107394 0.00105985 82648.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 230.142 209.694 0.0106894 0.00105972 83076.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 227.765 206.058 0.0106995 0.0010683 83063.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 225.343 204.255 0.0108827 0.00107964 81607.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 222.618 200.87 0.0107285 0.00107763 82893.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 220.005 199.196 0.0112263 0.00122931 80024.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.96 196.808 0.012471 0.00109412 70317.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 215.384 194.462 0.0107193 0.00106375 82853.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 213.009 193.169 0.0106924 0.00105803 83036.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.654 190.922 0.0111516 0.00152012 83060.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 208.555 187.629 0.0123327 0.00108375 71117.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.807 185.905 0.0107652 0.00106064 82435.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 203.527 184.259 0.0108447 0.00105836 81746.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 201.285 181.914 0.0106946 0.00107583 83170.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 199.075 179.554 0.0113305 0.00148446 81250.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.785 177.213 0.0117471 0.00110586 75179.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.653 175.785 0.0107344 0.00109301 82976 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.542 173.951 0.0111011 0.00109282 79934.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 190.449 171.667 0.0107493 0.00106178 82580.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 188.409 169.687 0.0114533 0.00108482 77157.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 186.116 167.496 0.0113371 0.00106825 77905.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 184.203 165.427 0.0107927 0.00106901 82273.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 182.09 163.057 0.0107351 0.00106413 82721.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.846 160.975 0.0111717 0.001353 81477.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.715 160.028 0.0130749 0.00127958 67823.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.699 158.044 0.0110593 0.00111213 80425 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.792 156.221 0.0107037 0.00108871 83203.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.569 154.896 0.0106793 0.00109819 83497.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.943 154.183 0.0111937 0.00107245 79041.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 168.074 150.81 0.0106989 0.00108304 83195.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 165.889 149.318 0.0107826 0.0010703 82369.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 164.021 147.95 0.0109025 0.00126765 83031.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.921 146.01 0.012295 0.001346 73066.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 160.363 143.547 0.0121995 0.00111853 72195.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 158.463 142.619 0.0110166 0.00108727 80569.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.823 140.388 0.0106872 0.00106813 83168.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.926 138.486 0.0107283 0.00106298 82770.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.028 136.642 0.0110219 0.00109045 80552.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 151.112 135.914 0.0106825 0.00108769 83378 0
: 546 Minimum Test error found - save the configuration
: 546 | 149.674 134.051 0.0107992 0.00106902 82218 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.774 133.341 0.0106786 0.00105831 83157.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.073 130.728 0.0118719 0.00155163 77517.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 144.16 129.802 0.0124644 0.00109038 70336 0
: 550 Minimum Test error found - save the configuration
: 550 | 142.636 127.724 0.0107732 0.00106039 82365.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.009 127.014 0.0106882 0.00106134 83100.3 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.398 126.159 0.0106884 0.0010761 83226.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.004 123.617 0.0106653 0.00107701 83435.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.13 122.472 0.010754 0.00107096 82618.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 134.326 121.226 0.0107009 0.0010737 83097.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.133 119.611 0.0107972 0.00115118 82936.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.683 117.434 0.0117554 0.00139283 77200.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.858 116.977 0.0115872 0.00108607 76182.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.394 115.221 0.010645 0.00106025 83466 0
: 560 Minimum Test error found - save the configuration
: 560 | 126.801 114.29 0.0106722 0.00105828 83212.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.241 112.28 0.0106501 0.00105734 83396.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.706 110.867 0.0106717 0.00106901 83309.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.337 110.588 0.0106838 0.0010645 83165.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.138 108.843 0.0107085 0.00105522 82873.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.406 107.786 0.010681 0.00106064 83156.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.872 107.372 0.0106725 0.00106762 83290.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 116.561 104.939 0.0112357 0.00108161 78785.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.234 103.256 0.0107379 0.00108727 82896.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.75 101.848 0.0110024 0.00108841 80694.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.337 101.364 0.0106595 0.00106832 83410.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.126 99.38 0.0106779 0.00106494 83221.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.996 99.035 0.0106899 0.00105625 83042.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.361 97.5417 0.0106535 0.0010601 83390.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.153 96.0739 0.0107058 0.00107679 83082 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.958 95.706 0.0106387 0.00106073 83525.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.815 93.7782 0.0110464 0.00108096 80277.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.47 92.8894 0.0107607 0.00106365 82499.3 0
: 578 | 102.434 93.8546 0.0106455 0.00102502 83155.7 1
: 579 Minimum Test error found - save the configuration
: 579 | 101.562 90.7862 0.0106805 0.00107323 83270.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.926 89.8289 0.0106752 0.00105704 83176.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.4388 88.5333 0.0106728 0.00105777 83203 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.3796 88.389 0.0106905 0.00108499 83285.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.3159 86.8495 0.0106642 0.00106018 83298.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.052 84.9593 0.0107909 0.00109144 82478.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.9511 84.7008 0.011575 0.00142081 78784.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.9444 83.103 0.0107934 0.0010749 82317.4 0
: 587 | 91.6295 83.6163 0.0106573 0.00103809 83166.9 1
: 588 Minimum Test error found - save the configuration
: 588 | 90.9481 81.0095 0.010693 0.00107538 83180.9 0
: 589 | 89.7189 81.255 0.0106198 0.00102097 83343.6 1
: 590 Minimum Test error found - save the configuration
: 590 | 88.6422 78.7784 0.0106632 0.00106304 83331.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.5515 78.3532 0.0107201 0.00105922 82808.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.5176 77.4485 0.010709 0.00105847 82897 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.3242 76.3245 0.0106823 0.00106179 83155.5 0
: 594 | 84.4758 76.7216 0.0109996 0.00102417 80196.8 1
: 595 Minimum Test error found - save the configuration
: 595 | 83.5315 74.5224 0.0108244 0.00106413 81964.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.7021 73.8137 0.0107411 0.00108362 82837 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.4026 72.9233 0.0107463 0.00106416 82625.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.5217 71.7808 0.0107046 0.00108735 83183.9 0
: 599 | 79.4936 71.8159 0.0106809 0.00106214 83171 1
: 600 Minimum Test error found - save the configuration
: 600 | 78.6179 70.7195 0.0106762 0.00108381 83399.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.6665 69.7709 0.0108101 0.00115068 82820.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.6933 68.9378 0.0108349 0.00108128 82021.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.8308 67.6325 0.0107262 0.0010587 82751.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.9096 66.438 0.0112039 0.00110109 79185.9 0
: 605 | 74.1364 66.9385 0.010736 0.00104387 82541.1 1
: 606 Minimum Test error found - save the configuration
: 606 | 73.5404 66.2209 0.0107121 0.00107716 83031.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.6047 65.0065 0.0107305 0.00109085 82990.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.5667 63.5725 0.0110269 0.00107442 80381.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.6302 63.2807 0.0106689 0.00105974 83254.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.7917 62.0127 0.0108182 0.00106203 81999.5 0
: 611 | 68.9797 62.1245 0.0108505 0.00102334 81407.4 1
: 612 Minimum Test error found - save the configuration
: 612 | 68.1422 60.3126 0.0107576 0.0010726 82602.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.2766 59.9961 0.0107319 0.0010637 82745.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.411 59.2854 0.0108931 0.00108867 81595.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.7397 57.7911 0.010749 0.00106267 82590.7 0
: 616 | 64.8409 58.4931 0.0107538 0.00104762 82421.7 1
: 617 Minimum Test error found - save the configuration
: 617 | 64.0375 56.5192 0.0107491 0.00107765 82717.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.2631 55.5475 0.0107437 0.00109192 82886.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.6296 55.2724 0.0123813 0.00113134 71111.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.9356 54.9059 0.0107288 0.0010735 82855.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.3663 54.0089 0.0106633 0.00107898 83469.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.6044 52.8069 0.0109582 0.00127285 82599.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.4641 52.3736 0.0106706 0.00106154 83254.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.8201 51.3993 0.0109127 0.00107397 81311 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.128 50.4642 0.0106869 0.0010593 83094.3 0
: 626 | 57.5386 50.6484 0.0106568 0.00102764 83080.6 1
: 627 Minimum Test error found - save the configuration
: 627 | 56.7576 49.7511 0.0108286 0.00109227 82166.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.2028 48.9481 0.0107637 0.00108683 82671.3 0
: 629 | 55.4528 49.0154 0.0106573 0.00102045 83014.6 1
: 630 Minimum Test error found - save the configuration
: 630 | 54.7235 47.9695 0.0106682 0.00107752 83414.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.1256 46.4139 0.0107796 0.00106695 82366.7 0
: 632 | 53.802 46.8886 0.0106796 0.00102206 82836.8 1
: 633 Minimum Test error found - save the configuration
: 633 | 52.8383 45.3952 0.0107159 0.00106701 82911.5 0
: 634 | 52.1775 45.6899 0.0105974 0.00102256 83552.3 1
: 635 Minimum Test error found - save the configuration
: 635 | 51.6445 45.0526 0.0106679 0.00106018 83266.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.0076 44.9561 0.0107455 0.00107213 82701.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.2777 42.9879 0.0106559 0.0010597 83366 0
: 638 | 49.6712 43.2962 0.0106473 0.00104367 83301.8 1
: 639 Minimum Test error found - save the configuration
: 639 | 48.8557 42.4697 0.010715 0.00107632 82998.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.266 41.5734 0.0106944 0.00110427 83419.4 0
: 641 | 47.9895 42.575 0.0107619 0.00105443 82410.5 1
: 642 Minimum Test error found - save the configuration
: 642 | 47.7542 40.5406 0.0107018 0.00106026 82973.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.6587 39.7453 0.0107229 0.00107112 82886.1 0
: 644 | 46.0596 39.8979 0.0106256 0.00102077 83291.7 1
: 645 Minimum Test error found - save the configuration
: 645 | 45.4872 38.5514 0.0106916 0.00106544 83107.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.0274 37.8571 0.010776 0.00106519 82382.1 0
: 647 | 44.5878 38.4277 0.0106238 0.00102062 83305.4 1
: 648 Minimum Test error found - save the configuration
: 648 | 44.1017 37.3111 0.0106909 0.00106489 83108 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.3498 37.1145 0.0107033 0.001062 82976.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.7249 36.8621 0.0108112 0.00112552 82596.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.4008 36.5693 0.0106908 0.00107515 83197.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.976 35.2158 0.0109793 0.00107291 80755.6 0
: 653 | 41.4576 36.6746 0.0106249 0.00102653 83347.9 1
: 654 Minimum Test error found - save the configuration
: 654 | 41.0417 34.5928 0.0108118 0.00107592 82170.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.3103 34.1893 0.0108491 0.00115675 82539.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.7686 33.3157 0.0111291 0.00109313 79713.4 0
: 657 | 39.3021 33.7441 0.0107624 0.00103519 82243.5 1
: 658 Minimum Test error found - save the configuration
: 658 | 38.8031 32.6853 0.0107499 0.00110184 82918.6 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.5023 32.6293 0.0108075 0.00111605 82546.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.2086 31.5666 0.0107793 0.00106631 82364 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.4782 31.2282 0.0106943 0.00106714 83098.1 0
: 662 | 37.0906 32.0743 0.0106783 0.00102262 82852.4 1
: 663 Minimum Test error found - save the configuration
: 663 | 36.6701 30.269 0.010681 0.00106349 83181.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.2647 30.2535 0.0106834 0.00106184 83146.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.5573 29.8912 0.0109406 0.00109078 81220 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.2014 29.1171 0.010766 0.00106773 82488.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 34.8014 28.1736 0.0107281 0.00108057 82922.9 0
: 668 | 34.3079 28.3394 0.0118514 0.00103196 73940.8 1
: 669 Minimum Test error found - save the configuration
: 669 | 34.0563 27.5771 0.0109013 0.00107206 81389.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.5869 27.0179 0.010767 0.00106398 82448.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.1896 26.9492 0.0107059 0.0010604 82940.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.7811 26.5705 0.0111697 0.00111343 79552.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.4207 25.8624 0.01171 0.00128148 76712.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.0412 25.2646 0.0112158 0.00107255 78870 0
: 675 | 31.9004 25.3468 0.0106818 0.00103781 82952.9 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.6333 24.9093 0.0107222 0.00106281 82820.9 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.8089 24.1801 0.0107517 0.00108313 82742 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.3241 24.0929 0.0108264 0.00111579 82383.9 0
: 679 | 30.0718 24.3554 0.0107895 0.00104054 82059.9 1
: 680 Minimum Test error found - save the configuration
: 680 | 29.6992 23.2475 0.0107998 0.0010744 82258.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.3818 22.6848 0.0108264 0.00108571 82129.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.0603 22.3987 0.010738 0.00106324 82689.2 0
: 683 | 28.5264 22.6126 0.0106301 0.00102349 83275.9 1
: 684 | 28.0889 22.4918 0.0106736 0.00102334 82899.7 2
: 685 Minimum Test error found - save the configuration
: 685 | 27.7182 21.5053 0.0106832 0.00107311 83245.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.3677 21.2492 0.0109371 0.00108822 81227.2 0
: 687 | 27.154 21.6581 0.0108743 0.00106914 81589.9 1
: 688 Minimum Test error found - save the configuration
: 688 | 26.8477 21.2457 0.010829 0.00109914 82221 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.4044 21.1211 0.0108949 0.00109093 81599.5 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.2641 20.5693 0.0107448 0.00106708 82664.3 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.7177 20.3177 0.0106736 0.00106359 83246.3 0
: 692 | 25.5922 20.43 0.0106557 0.00103312 83137.8 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.3091 20.1383 0.010702 0.00106225 82990.1 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.9322 19.4343 0.01188 0.00119289 74856.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.4803 18.6036 0.0107657 0.00107355 82540.7 0
: 696 | 23.9182 18.936 0.0108774 0.00102523 81200 1
: 697 | 23.771 18.8637 0.0106363 0.00102686 83251.6 2
: 698 Minimum Test error found - save the configuration
: 698 | 23.7743 18.2986 0.0106912 0.00106478 83104.9 0
: 699 | 23.2681 18.8145 0.0106117 0.00102194 83422.7 1
: 700 | 22.9172 18.3663 0.0122014 0.00132947 73584 2
: 701 Minimum Test error found - save the configuration
: 701 | 22.4821 17.9227 0.010755 0.00106578 82566.2 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.2099 17.6987 0.010632 0.00105595 83541.7 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.8459 17.5432 0.0106524 0.0010631 83426.1 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.5901 17.2923 0.0106584 0.00107632 83488.9 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.3166 16.5557 0.0106792 0.00106347 83197.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.0619 16.0992 0.0108149 0.00107988 82177.2 0
: 707 | 20.7475 16.5751 0.01063 0.00102451 83285.7 1
: 708 | 20.5992 16.8884 0.0106146 0.00102689 83440.6 2
: 709 | 20.5806 16.3818 0.0106244 0.0010238 83328.4 3
: 710 | 20.1906 16.4407 0.010633 0.00102495 83263.5 4
: 711 Minimum Test error found - save the configuration
: 711 | 20.1946 15.4392 0.0106473 0.00106199 83460.8 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.4782 15.0709 0.0106495 0.00105928 83418.5 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.2311 14.5046 0.0107246 0.00106587 82826.6 0
: 714 | 19.1618 14.9913 0.0106118 0.00102439 83442.4 1
: 715 Minimum Test error found - save the configuration
: 715 | 18.6999 13.9817 0.0109823 0.00106897 80699.4 0
: 716 | 18.4693 14.6791 0.0107143 0.00102526 82567.5 1
: 717 | 18.4047 14.0349 0.0106243 0.00102373 83328.1 2
: 718 | 17.9375 14.09 0.012028 0.00103076 72745.5 3
: 719 Minimum Test error found - save the configuration
: 719 | 17.6581 13.2583 0.0106948 0.00106566 83080.9 0
: 720 | 17.4672 13.6984 0.0106714 0.00102367 82921.4 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.2272 13.1263 0.0107367 0.00106649 82728.7 0
: 722 | 16.936 13.3677 0.010623 0.00102442 83345.4 1
: 723 | 16.8004 13.2134 0.0106214 0.00102536 83367.4 2
: 724 Minimum Test error found - save the configuration
: 724 | 16.5046 12.5905 0.0107104 0.00106437 82935.5 0
: 725 | 16.375 13.123 0.0106811 0.0010259 82857.4 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.053 12.2937 0.0106702 0.00106079 83251.7 0
: 727 Minimum Test error found - save the configuration
: 727 | 15.86 12.0337 0.0106945 0.00106473 83075.8 0
: 728 | 15.6428 12.703 0.0106151 0.00102445 83414.5 1
: 729 | 15.4051 12.6965 0.0106222 0.00102206 83331.7 2
: 730 Minimum Test error found - save the configuration
: 730 | 15.1564 11.3218 0.0109309 0.00107841 81197.5 0
: 731 | 14.97 12.1716 0.0106239 0.00102421 83336.1 1
: 732 Minimum Test error found - save the configuration
: 732 | 14.8696 11.1617 0.0106608 0.00106663 83383.5 0
: 733 | 14.6614 11.1826 0.0106938 0.00102658 82754 1
: 734 | 14.6542 11.4106 0.0106399 0.00102309 83187.8 2
: 735 Minimum Test error found - save the configuration
: 735 | 14.5033 10.8571 0.0106672 0.00106644 83326.9 0
: 736 | 14.1642 11.1014 0.0106122 0.00102515 83445.8 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.076 10.5828 0.010652 0.00107192 83506.2 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.701 10.1773 0.0106451 0.0010593 83457.1 0
: 739 | 13.4579 10.4596 0.0105933 0.00102391 83599.9 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.2842 10.0856 0.0106596 0.00106111 83346.6 0
: 741 | 13.033 10.6671 0.0106258 0.00102195 83300.3 1
: 742 | 13.0237 10.3798 0.010641 0.00102466 83191.4 2
: 743 Minimum Test error found - save the configuration
: 743 | 12.7919 10.0637 0.0106803 0.00105901 83149.2 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.6658 9.07709 0.0106906 0.00106358 83099.4 0
: 745 | 12.4473 9.10429 0.0106111 0.00102283 83435.2 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.3578 8.82232 0.0106484 0.00106419 83470.6 0
: 747 | 12.6168 9.09025 0.0106178 0.001024 83387.3 1
: 748 | 12.5233 9.05641 0.0106767 0.00102545 82891.1 2
: 749 Minimum Test error found - save the configuration
: 749 | 11.879 8.54771 0.0120993 0.00112129 72872.6 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.5513 8.5059 0.0107425 0.00106469 82663.4 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.3969 8.37195 0.0107306 0.00106077 82731.9 0
: 752 | 11.4748 8.70808 0.0106745 0.00102528 82908 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.2921 8.2812 0.010693 0.00106503 83091.1 0
: 754 | 11.0037 8.84252 0.0106006 0.00102387 83536 1
: 755 Minimum Test error found - save the configuration
: 755 | 10.9078 8.25409 0.010668 0.00106903 83341.9 0
: 756 Minimum Test error found - save the configuration
: 756 | 10.8272 7.64669 0.010651 0.00106293 83437.2 0
: 757 | 10.6584 7.94289 0.0106198 0.00104277 83533.6 1
: 758 | 10.5383 7.98564 0.0106439 0.00102742 83190.9 2
: 759 | 10.5763 7.89526 0.0106158 0.00102268 83393.2 3
: 760 | 10.294 7.69475 0.0106106 0.00102542 83461.8 4
: 761 Minimum Test error found - save the configuration
: 761 | 10.0397 7.23741 0.0106632 0.00106719 83367.7 0
: 762 Minimum Test error found - save the configuration
: 762 | 9.93618 7.10649 0.0108889 0.00107949 81554.7 0
: 763 Minimum Test error found - save the configuration
: 763 | 9.89699 6.75907 0.0107095 0.00106189 82922.2 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.56493 6.71554 0.0107075 0.00107149 83022.2 0
: 765 | 9.47612 6.83648 0.0106502 0.00102654 83128.2 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.44003 6.25756 0.0106377 0.00105695 83501 0
: 767 | 9.31519 6.86379 0.0105961 0.00102427 83578.7 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.21298 5.99666 0.0106775 0.00106273 83204.9 0
: 769 | 9.15982 6.76556 0.0106423 0.00106737 83551.8 1
: 770 | 8.99184 6.41852 0.0106263 0.00102546 83326.3 2
: 771 | 9.0362 6.70383 0.0105949 0.00102513 83596.2 3
: 772 | 9.03405 6.35108 0.010615 0.00102975 83461.3 4
: 773 | 8.70945 6.20183 0.0105756 0.00102668 83778.9 5
: 774 Minimum Test error found - save the configuration
: 774 | 8.59199 5.56773 0.0123412 0.0016176 74601.5 0
: 775 | 8.37815 5.73726 0.0107641 0.00102721 82161.4 1
: 776 | 8.28815 5.84721 0.010634 0.00102355 83242.5 2
: 777 | 8.20141 5.63259 0.0106021 0.00102356 83520 3
: 778 | 8.09392 5.68149 0.0106191 0.00102617 83394.6 4
: 779 | 7.93981 5.97196 0.0106082 0.00102618 83490 5
: 780 Minimum Test error found - save the configuration
: 780 | 7.86024 5.04737 0.010746 0.00106951 82674.4 0
: 781 | 7.71913 5.23038 0.0106281 0.00102488 83304.9 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.62852 5.02235 0.0106269 0.00105787 83603.2 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.54952 4.72069 0.0106505 0.00106058 83421.4 0
: 784 | 7.49711 4.89675 0.0106452 0.00102455 83154.5 1
: 785 | 7.48252 4.83074 0.0106279 0.00102799 83334.2 2
: 786 Minimum Test error found - save the configuration
: 786 | 7.21614 4.61565 0.0107557 0.00106433 82547.4 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.11885 4.56903 0.0106989 0.00106625 83051.1 0
: 788 | 7.06103 4.62728 0.01059 0.00103224 83701.4 1
: 789 | 7.1843 4.63552 0.0108612 0.00111796 82108.3 2
: 790 Minimum Test error found - save the configuration
: 790 | 7.09006 4.20008 0.0106579 0.00106871 83427.5 0
: 791 Minimum Test error found - save the configuration
: 791 | 7.06886 4.04248 0.0106517 0.00105952 83401.1 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.81648 3.73544 0.0106427 0.00106029 83486.7 0
: 793 | 6.66962 3.75325 0.010745 0.00103392 82379.8 1
: 794 | 6.57278 3.78699 0.0106346 0.00102497 83249.8 2
: 795 | 6.4129 4.54703 0.0106126 0.0010256 83446.2 3
: 796 | 6.56628 3.75686 0.0106933 0.0011026 83414 4
: 797 | 6.3031 4.11409 0.0106856 0.00102459 82806.7 5
: 798 Minimum Test error found - save the configuration
: 798 | 6.27941 3.21234 0.011929 0.00120998 74633.3 0
: 799 | 6.11036 3.66005 0.0106692 0.00103006 82994.7 1
: 800 | 6.18914 3.32916 0.0106436 0.00102312 83156.1 2
: 801 | 5.95236 3.25849 0.0106091 0.00102672 83486.9 3
: 802 | 6.03542 3.54402 0.0106193 0.00102378 83372 4
: 803 | 5.81047 3.63958 0.0106155 0.00102455 83412.2 5
: 804 | 5.85168 3.47201 0.0106074 0.00102443 83481.6 6
: 805 Minimum Test error found - save the configuration
: 805 | 5.76298 2.85426 0.0106511 0.00105926 83404.6 0
: 806 | 5.62361 3.55995 0.010607 0.00102378 83479 1
: 807 | 5.63981 3.50171 0.0106247 0.00102419 83328.6 2
: 808 Minimum Test error found - save the configuration
: 808 | 5.55643 2.84767 0.0106924 0.00106459 83092.8 0
: 809 | 5.46604 2.89618 0.0107257 0.00102701 82485 1
: 810 Minimum Test error found - save the configuration
: 810 | 5.42501 2.76711 0.0106526 0.00106121 83408.2 0
: 811 Minimum Test error found - save the configuration
: 811 | 5.32959 2.66232 0.0106595 0.00105912 83329.9 0
: 812 | 5.1487 3.38063 0.0105997 0.00102342 83539.5 1
: 813 | 5.28672 2.81593 0.0106091 0.00102347 83458.6 2
: 814 | 5.09298 3.02633 0.0106086 0.00102347 83462.3 3
: 815 Minimum Test error found - save the configuration
: 815 | 5.17608 2.49868 0.0106457 0.00106121 83468.2 0
: 816 | 5.01331 2.52943 0.0105874 0.00102414 83653.7 1
: 817 | 4.97066 2.52702 0.0106106 0.00102528 83460.6 2
: 818 Minimum Test error found - save the configuration
: 818 | 4.9205 2.32281 0.0106607 0.00106114 83337 0
: 819 | 4.95341 2.73552 0.0106342 0.00102399 83244.9 1
: 820 | 4.82814 2.71565 0.0106186 0.00102657 83402.5 2
: 821 | 4.85811 2.64923 0.0106255 0.00102258 83307.8 3
: 822 Minimum Test error found - save the configuration
: 822 | 4.92983 2.17132 0.0106453 0.00105688 83434.4 0
: 823 | 4.87984 2.46033 0.010638 0.00102981 83262.2 1
: 824 | 4.92829 3.05843 0.0106044 0.00102473 83510.6 2
: 825 Minimum Test error found - save the configuration
: 825 | 4.73264 2.0444 0.0106544 0.00106446 83420.6 0
: 826 | 4.62112 2.34064 0.0106022 0.00102402 83522.8 1
: 827 | 4.82777 2.54445 0.0106322 0.00102584 83278.1 2
: 828 | 4.57135 2.18296 0.0106325 0.00102539 83271.8 3
: 829 | 4.40155 2.27149 0.0105997 0.00102396 83544.5 4
: 830 Minimum Test error found - save the configuration
: 830 | 4.41321 1.91954 0.0106638 0.00107342 83417 0
: 831 Minimum Test error found - save the configuration
: 831 | 4.33055 1.886 0.0106464 0.00105957 83447.9 0
: 832 | 4.28684 2.07581 0.0106039 0.00102553 83521.3 1
: 833 | 4.13202 2.53248 0.0106023 0.00102436 83525.1 2
: 834 | 4.39924 1.93998 0.0106833 0.00107793 83286.7 3
: 835 | 4.15904 2.72006 0.0106625 0.00103353 83082.7 4
: 836 | 4.07298 1.99925 0.010637 0.00102339 83215 5
: 837 | 4.11549 2.05991 0.0106436 0.00102352 83159.3 6
: 838 Minimum Test error found - save the configuration
: 838 | 3.93553 1.82963 0.010675 0.00106305 83230.1 0
: 839 | 4.16879 2.17159 0.0106227 0.00102297 83336 1
: 840 | 4.05402 1.92427 0.0110199 0.00106101 80330.3 2
: 841 | 3.83162 1.89773 0.0115588 0.00104716 76106 3
: 842 Minimum Test error found - save the configuration
: 842 | 3.74716 1.53355 0.0142285 0.00176062 64164.7 0
: 843 | 3.76374 1.67905 0.0159754 0.00140231 54895.6 1
: 844 | 3.78374 1.78661 0.0156804 0.00172005 57305.1 2
: 845 | 3.66822 2.05361 0.0111113 0.00102546 79318.8 3
: 846 | 3.56567 1.77619 0.0106111 0.00102375 83443.1 4
: 847 | 3.54295 1.75054 0.0109067 0.00102336 80943.9 5
: 848 | 3.50412 1.61797 0.0105986 0.00102381 83552.8 6
: 849 | 3.52909 1.79611 0.0106427 0.00106983 83569.3 7
: 850 | 3.55814 1.94036 0.0110607 0.00102645 79727 8
: 851 | 3.5079 2.06355 0.0106168 0.00102275 83384.8 9
: 852 | 3.41746 2.26998 0.0107432 0.00102812 82345.9 10
: 853 | 3.54929 2.20701 0.0110442 0.00107736 80265.9 11
: 854 | 3.3825 1.66414 0.0108179 0.00102607 81701.1 12
: 855 | 3.37288 2.12785 0.0106503 0.00106 83417.6 13
: 856 | 3.44347 1.76972 0.0106119 0.00102407 83439.1 14
: 857 | 3.61073 2.96912 0.0106033 0.00102246 83500.1 15
: 858 | 3.59938 2.59271 0.0106472 0.0010429 83295.9 16
: 859 | 3.23724 1.7073 0.0107923 0.00103384 81979.8 17
: 860 | 3.09062 1.81599 0.0106389 0.00102419 83205.6 18
: 861 | 3.14951 1.68143 0.0105857 0.00102239 83652.8 19
: 862 | 3.14265 1.61938 0.0106746 0.00102632 82916.4 20
: 863 | 3.17419 1.64343 0.0106696 0.0010252 82949.6 21
:
: Elapsed time for training with 1000 events: 9.27 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: 0.0111 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: 0.81 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 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= 3.26654e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.04514e+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: 0.0293 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: 0.036 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: 0.00133 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: 0.0955 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: 0.877 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: 0.0199 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00249 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: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00434 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: 0.00179 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000302 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: 0.0962 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.875 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0985 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 : -0.677 0.0193 5.21 1.55 | 3.234 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 : -0.0471 0.0869 1.79 1.11 | 3.357 3.348
: 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.