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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: 0.26 sec
: Elapsed time for training with 1000 events: 0.263 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00256 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: 0.00072 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00386 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: 0.000192 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000333 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 = 31485.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33052.1 31134 0.010183 0.0010294 87396.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 32540 30585.4 0.0103012 0.00103533 86338.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 31874.3 29964.6 0.0104406 0.0010393 85094.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31202.8 29381.4 0.0104541 0.00103943 84973.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30536.5 28739.8 0.0105083 0.0010478 84562 0
: 6 Minimum Test error found - save the configuration
: 6 | 29781.7 27927.5 0.0104099 0.00104768 85449.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 29066.6 27218.6 0.0103331 0.00101356 85840.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28579.2 26822 0.0102465 0.00102162 86721.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28210.3 26501.6 0.010251 0.0010008 86484.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27890.3 26201 0.0101597 0.000997347 87314.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27588.5 25916 0.0101551 0.000990867 87295.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27296.9 25645.6 0.0101266 0.000992806 87586.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 27016.4 25386.6 0.0102079 0.0010138 87012 0
: 14 Minimum Test error found - save the configuration
: 14 | 26747.4 25132.1 0.0101923 0.000999098 87020.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26485.7 24882.2 0.0101315 0.000994337 87554.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 26228.6 24638.3 0.010209 0.000993847 86813.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25977.2 24399.8 0.0101665 0.0010032 87304.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25732.4 24163.7 0.0102368 0.000998316 86594.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25490.1 23933 0.0101216 0.000993548 87642.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 25251.5 23707.6 0.0101787 0.000993286 87094.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 25016.7 23487.1 0.0101425 0.000994687 87452.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24785.5 23271 0.0101255 0.000990087 87571.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24560.2 23055.4 0.0101435 0.000995258 87448.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24335.5 22843.7 0.0101334 0.000993116 87524.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 24115.6 22633.4 0.0101426 0.000994677 87451.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23895.8 22428.1 0.010457 0.00100797 84664.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23680.7 22224.9 0.0101756 0.000999947 87187.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23470.4 22020.8 0.0101921 0.00101558 87179.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 23255.8 21825.4 0.0101544 0.00100233 87412.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 23052 21626.5 0.0101746 0.000996928 87167.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22846.2 21430.8 0.0101585 0.000994916 87302.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22640.3 21241.8 0.0102224 0.000994968 86698 0
: 33 Minimum Test error found - save the configuration
: 33 | 22443.1 21049.8 0.0101801 0.000999536 87141 0
: 34 Minimum Test error found - save the configuration
: 34 | 22243 20862.5 0.0102052 0.00104269 87312.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 22045.4 20679.2 0.0102495 0.00100615 86548.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21853.2 20494.8 0.0102278 0.00100547 86745.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21662.3 20310.7 0.0101809 0.00100893 87222.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21471.1 20130.5 0.0102911 0.00100424 86143.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21281.4 19954.6 0.0101897 0.00100159 87068.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 21095.8 19779.8 0.0102044 0.00102771 87177.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20913.5 19603.8 0.0102085 0.00100412 86915.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20729.6 19431.7 0.0101867 0.00100334 87113.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20546.9 19263.7 0.010265 0.00100792 86420.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20369.2 19092.9 0.010234 0.00100681 86700.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20188.3 18922.1 0.0102462 0.00101075 86622.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 20014.4 18753.6 0.0103442 0.00101783 85777.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19834.7 18594.5 0.0102903 0.00100811 86186.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19663.4 18429.6 0.0103457 0.00105788 86134 0
: 49 Minimum Test error found - save the configuration
: 49 | 19490.9 18263.9 0.0103198 0.0010177 86002.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19321.7 18107.1 0.0103115 0.00101266 86032.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 19152.3 17950.1 0.0103453 0.00101846 85774 0
: 52 Minimum Test error found - save the configuration
: 52 | 18987.8 17785.9 0.010304 0.00102126 86181.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18818.8 17637.7 0.0102902 0.00101047 86209.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18657.8 17476.7 0.0103262 0.00102744 86032.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18492.3 17324.4 0.010329 0.0010243 85977.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18331.4 17171.9 0.0103221 0.00101876 85990.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 18173.4 17017.8 0.0103226 0.00103203 86109.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 18012.7 16866.3 0.0104093 0.00112927 86206.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17854.7 16715.3 0.0103338 0.00102602 85949.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17696.9 16567.2 0.0103351 0.00102444 85922.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17544.2 16420.3 0.0103436 0.00102699 85868.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17386.3 16268 0.0103866 0.00102773 85480.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17232.7 16123.6 0.0104122 0.00106695 85605.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 17078.1 15978.1 0.0104479 0.0010359 84997.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16928.3 15833.6 0.010376 0.00103004 85598.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16778.1 15691 0.0104357 0.00102983 85053.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16626.7 15550 0.0104907 0.00105517 84785.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16483.5 15406.6 0.0104809 0.00106377 84951.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16332.7 15269 0.0104571 0.00103053 84866.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 16186.7 15131.5 0.0105259 0.00103009 84247.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 16046.2 14992 0.0104825 0.0010387 84711.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15898.5 14857 0.0104601 0.0010288 84824.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15756.6 14722.3 0.0104796 0.00103004 84659.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15615.3 14587.6 0.0106933 0.00104963 82955.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15474.7 14457.1 0.0105214 0.00103835 84360.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15336.3 14325.5 0.0104602 0.00103569 84884.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15198.1 14196.1 0.0104733 0.00103365 84748.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 15061.6 14069.1 0.010605 0.00105371 83757.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14928.2 13940.1 0.0104799 0.00103368 84689.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14794.7 13811.9 0.0104833 0.00103347 84657.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14660.6 13687 0.010452 0.00103489 84951.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14529.6 13562.8 0.0104801 0.0010377 84723.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14399 13441 0.0104829 0.00103706 84693.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14271.2 13318.2 0.0105017 0.00103584 84514.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 14141.9 13198.9 0.0104864 0.00103826 84673 0
: 86 Minimum Test error found - save the configuration
: 86 | 14016.7 13078.4 0.0105131 0.001035 84405.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13891 12959.3 0.0105832 0.00103428 83779 0
: 88 Minimum Test error found - save the configuration
: 88 | 13765.8 12843 0.010489 0.00104899 84745.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13643.6 12725.9 0.0105169 0.00106073 84600.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13520.4 12611.4 0.0104934 0.0010342 84573.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13399.7 12497.6 0.0105183 0.00104138 84416 0
: 92 Minimum Test error found - save the configuration
: 92 | 13278.2 12386.9 0.0104678 0.00104236 84877 0
: 93 Minimum Test error found - save the configuration
: 93 | 13163.6 12271 0.0104952 0.00103776 84589.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 13042.2 12161.3 0.010556 0.0010726 84357.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12925.8 12052.1 0.0104857 0.00103514 84650.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12810.1 11943.6 0.0104812 0.0010365 84703.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12695.3 11836.1 0.0104622 0.00103757 84884.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12580 11731.7 0.0105512 0.00106025 84290.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12471.4 11621.6 0.0104868 0.0010386 84671.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12356.1 11517.8 0.0105337 0.00104566 84316.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12247 11412.1 0.0105255 0.00103848 84325.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12136.8 11308.1 0.0105073 0.00103833 84486.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 12026.2 11207.3 0.0105202 0.00103654 84355.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11919.1 11106.1 0.010483 0.00103488 84672.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11813.9 11003.5 0.010517 0.00103476 84368.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11705.4 10905 0.010509 0.00104638 84543.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11600.1 10807.8 0.0104926 0.00104813 84705.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11497.9 10708.3 0.0105528 0.00105999 84274.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11392.4 10612.9 0.010492 0.00104233 84658.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11290.4 10517.6 0.0105678 0.00104212 83983.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 11189.9 10421.6 0.0105151 0.00105329 84550 0
: 112 Minimum Test error found - save the configuration
: 112 | 11088.1 10327.7 0.0105365 0.00104933 84324.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10988.6 10234.7 0.0105097 0.00103967 84477.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10889.6 10141.9 0.0105601 0.00104772 84100.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10792.1 10049.5 0.0105303 0.00104298 84322.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10694.8 9957.96 0.0105895 0.00103757 83752.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10598.2 9867.4 0.0105181 0.00104033 84407.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10502 9778.46 0.010636 0.00104268 83391.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10407.9 9689.56 0.0105228 0.00103976 84361.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10314.6 9600.53 0.0105592 0.00109864 84561.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10221.3 9512.7 0.010526 0.00104518 84381.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10127.6 9427.79 0.0105211 0.00104042 84382.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 10037.3 9341.82 0.0105298 0.00104096 84309.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9946.27 9257.3 0.0105839 0.0010463 83878.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9857.14 9172.5 0.0105422 0.00104403 84227 0
: 126 Minimum Test error found - save the configuration
: 126 | 9766.85 9090.14 0.0105187 0.00103913 84391.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9679 9007.79 0.0106241 0.00104882 83548.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9592.65 8924.58 0.0106469 0.00106485 83489.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9504.62 8843.89 0.0105474 0.00104317 84173.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9419.34 8762.74 0.0105447 0.00104338 84198.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9334.1 8682.21 0.010581 0.00105601 83989.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9248.18 8605.11 0.0105671 0.00104546 84019.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9167.03 8524.25 0.010637 0.00104527 83405.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9082.46 8446.22 0.0105638 0.00104819 84072 0
: 135 Minimum Test error found - save the configuration
: 135 | 8999.33 8370.47 0.0105396 0.0010419 84231.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8918.13 8294.88 0.0105403 0.00104277 84232.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8838.2 8218.08 0.0106229 0.00111737 84161.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8757.44 8143.28 0.0106784 0.00104867 83076.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8678.45 8068.08 0.010558 0.00104666 84109.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8599.35 7994.66 0.0106285 0.0010597 83604.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8522.32 7919.86 0.0105592 0.00104436 84078.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8442.59 7849.42 0.0105785 0.00105548 84006.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8367.31 7777.01 0.0105616 0.00104315 84047.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8291.12 7705.97 0.0105187 0.00104605 84453.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8215.56 7636.31 0.0106429 0.00104479 83349.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 8140.06 7568.2 0.0105434 0.00104369 84212.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 8067.49 7497.53 0.0113281 0.00111075 78298.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7993.7 7428.76 0.0110411 0.00112082 80643 0
: 149 Minimum Test error found - save the configuration
: 149 | 7921.52 7358.54 0.0108419 0.00105798 81766.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7848.62 7291.04 0.0105711 0.00104582 83986.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7777.6 7223.21 0.0107872 0.00107864 82401.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7704.79 7159.15 0.0105715 0.00104398 83967.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7635.84 7093.57 0.010701 0.00109624 83292.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 7566.41 7027.81 0.0105758 0.00104641 83950.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7498.1 6962.21 0.0105646 0.0010436 84024.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7428.98 6897.86 0.0105597 0.001043 84062.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7360.96 6834.61 0.0106793 0.00106863 83241 0
: 158 Minimum Test error found - save the configuration
: 158 | 7294.47 6770.73 0.0105521 0.00105001 84192 0
: 159 Minimum Test error found - save the configuration
: 159 | 7228.18 6707.28 0.0105387 0.00104392 84256.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7160.27 6647.28 0.0105297 0.00104338 84332.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 7096.17 6585.64 0.0106082 0.00105085 83705.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 7031.68 6524.3 0.0105594 0.00104501 84083.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6966.47 6465.25 0.0105543 0.00106478 84303.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6903.98 6404.12 0.0105505 0.00104673 84177.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6840.03 6345.95 0.0105479 0.00104599 84194 0
: 166 Minimum Test error found - save the configuration
: 166 | 6777.63 6286.96 0.0105816 0.00105488 83974.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6716.05 6229.15 0.0105975 0.00106032 83882.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6654.39 6170.97 0.0105524 0.00104397 84135.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6593.26 6114.5 0.0105789 0.00104616 83920.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6532.85 6057.87 0.0105617 0.00104366 84050.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6473.89 6001.52 0.010572 0.00104509 83972.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6414.23 5945.08 0.0105357 0.00104436 84287.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6355.42 5890.18 0.010651 0.00105373 83356.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6296.91 5835.16 0.0105347 0.00104598 84310.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6239.95 5780.54 0.0105262 0.00104518 84378.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6181.95 5727.14 0.0105316 0.0010438 84318.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6125.09 5674.46 0.0106719 0.00106574 83280.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6068.47 5622.99 0.0105933 0.00104958 83824.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 6013.86 5569.96 0.0106345 0.00106667 83613.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5958.74 5517.41 0.0105924 0.00104933 83830.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5902.81 5467.1 0.0105857 0.00106017 83984.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5849.95 5415.39 0.0105763 0.00104669 83949.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5795.62 5365.05 0.0106343 0.0010467 83440.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5741.87 5315.59 0.0105518 0.00104348 84136.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5689.31 5266.37 0.0106555 0.00105602 83337.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5637.81 5216.77 0.0106736 0.00108708 83450.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5584.73 5169.14 0.0105998 0.00105853 83846.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5533.8 5121.1 0.0106156 0.00104959 83629.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5483.18 5073.37 0.0105809 0.00104901 83928.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5432.36 5026.24 0.0105573 0.00104547 84106 0
: 191 Minimum Test error found - save the configuration
: 191 | 5382.66 4979.13 0.0105779 0.00104699 83937.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5332.46 4933.66 0.0105608 0.00104828 84099.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5284.65 4886.51 0.0106053 0.00105544 83771.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5234.47 4842.33 0.0105578 0.00104986 84140.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5187.13 4796.95 0.0105638 0.0010487 84076.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5140.16 4750.73 0.0118412 0.00110334 74502.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5092.09 4706.45 0.0105657 0.00104637 84039.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 5044.52 4663.41 0.010656 0.00109462 83669.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4998.48 4620.1 0.0105718 0.00104568 83979.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4953.19 4576.9 0.0105511 0.00105447 84240.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4906.97 4534.47 0.0105515 0.00105492 84240.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4862.43 4491.92 0.010645 0.00104854 83363.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4816.93 4450.74 0.0105377 0.00104578 84281.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4772.92 4409.63 0.0105252 0.00105188 84448.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4728.87 4369.26 0.0106076 0.00105736 83767.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4686.45 4327.14 0.010616 0.00108515 83937.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4642.36 4286.95 0.0105908 0.00105154 83864.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4599.88 4247.45 0.0105683 0.00105431 84087 0
: 209 Minimum Test error found - save the configuration
: 209 | 4558.16 4207.22 0.0106299 0.00107242 83704.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4515.59 4168.44 0.0105317 0.00105024 84375 0
: 211 Minimum Test error found - save the configuration
: 211 | 4474.35 4129.55 0.0105604 0.00104797 84100.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4432.87 4091.7 0.010623 0.00105674 83627.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4392.84 4053.47 0.010629 0.00106007 83603.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4352.61 4015.43 0.0106526 0.00106417 83433.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4312.49 3977.93 0.0105488 0.00105984 84308.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4272.83 3940.82 0.0108486 0.00107551 81857.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4233.51 3904.8 0.0107727 0.00106103 82374.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4195.34 3868.13 0.0105573 0.00104805 84128.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4156.85 3831.9 0.0105636 0.0010501 84091 0
: 220 Minimum Test error found - save the configuration
: 220 | 4118.53 3796.09 0.0105421 0.00105075 84287.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4080.44 3761.7 0.010594 0.00105624 83876.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 4043.54 3726.71 0.0107696 0.00106876 82467.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 4007.25 3691.02 0.0105577 0.00104807 84125.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3970.21 3656.91 0.0105641 0.00104943 84080.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3933.49 3623.47 0.0105786 0.00106249 84068.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3897.79 3589.96 0.0106349 0.00107854 83713.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3862.47 3556.58 0.010589 0.00105597 83918.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3827.23 3523.42 0.0105546 0.00104891 84159.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3792.87 3490.34 0.010574 0.00105931 84080.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 3757.01 3458.87 0.0105952 0.00107322 84016.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3724.13 3426.03 0.0105332 0.00104527 84317.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3690.04 3393.82 0.0106231 0.00105527 83613.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3655.92 3362.63 0.0105352 0.00104943 84337.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3622.94 3331.46 0.0105705 0.00105208 84047.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3590.46 3300.24 0.01068 0.00115503 83990 0
: 236 Minimum Test error found - save the configuration
: 236 | 3557.27 3269.7 0.0106664 0.00106249 83299.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3525.14 3239.41 0.0105918 0.00105448 83880.7 0
: 238 Minimum Test error found - save the configuration
: 238 | 3493.23 3209.08 0.0105876 0.00105134 83890.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3461.14 3180.03 0.0105636 0.00104579 84052.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3429.86 3150.68 0.0105576 0.00104933 84137.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3399.14 3121.05 0.0105957 0.00104891 83797.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3367.58 3093.44 0.0106043 0.00105405 83767.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3338.47 3062.91 0.0105564 0.001049 84144.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3307.06 3034.52 0.010928 0.00105183 81003.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3276.97 3006.96 0.0106283 0.00105662 83579.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3247.73 2978.8 0.0106008 0.00105262 83785.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3217.76 2952.14 0.0105694 0.0010474 84016.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3189.37 2923.29 0.0105741 0.00106393 84120.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3159.46 2896.93 0.0105516 0.00105053 84201.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3131.09 2869.96 0.0106326 0.00107094 83667.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3102.24 2843.98 0.010641 0.00105718 83474.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3075.11 2817.11 0.0105737 0.00105029 84003.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3047.05 2790.62 0.0105888 0.00105596 83920 0
: 254 Minimum Test error found - save the configuration
: 254 | 3019.04 2765.17 0.0106277 0.00108963 83874.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2992.08 2739.49 0.0107471 0.00110242 82947 0
: 256 Minimum Test error found - save the configuration
: 256 | 2964.63 2713.71 0.0105678 0.00105038 84056.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2938.05 2688.2 0.0105928 0.00105187 83849.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2910.64 2664.2 0.0105594 0.00104896 84117.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2885.44 2639.06 0.0105789 0.00105124 83965.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2858.48 2614.93 0.0106446 0.00105807 83450.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2832.69 2591.28 0.0105915 0.00104972 83841.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2807.41 2566.97 0.0105671 0.00105268 84082.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2782.1 2543.21 0.0106348 0.00105515 83510.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2756.69 2519.73 0.0106131 0.00105595 83706.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2731.52 2497.25 0.0106616 0.00107398 83441.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2707.68 2473.48 0.0105856 0.00104838 83881.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2682.42 2450.49 0.0105758 0.00104966 83979.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2658.07 2428.44 0.0105659 0.00104811 84052.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 2635.04 2405.1 0.0106193 0.00105484 83643.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2610.87 2382.74 0.0105804 0.00105235 83963 0
: 271 Minimum Test error found - save the configuration
: 271 | 2586.6 2361.81 0.0105985 0.00105274 83807.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2563.37 2339.98 0.0106191 0.00105986 83689 0
: 273 Minimum Test error found - save the configuration
: 273 | 2539.96 2319.11 0.0106434 0.00105821 83462.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2517.34 2297.38 0.0106673 0.00105707 83244.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2494.69 2275.85 0.0106877 0.0010686 83167.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2471.71 2255.15 0.0105895 0.00105151 83875.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2449.18 2234.62 0.0105524 0.00105617 84244 0
: 278 Minimum Test error found - save the configuration
: 278 | 2427.17 2214.16 0.0106092 0.0010573 83753 0
: 279 Minimum Test error found - save the configuration
: 279 | 2405.49 2193.41 0.0105545 0.00105117 84180.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2383.23 2173.41 0.0105768 0.00105073 83980 0
: 281 Minimum Test error found - save the configuration
: 281 | 2361.57 2153.27 0.0105735 0.00104865 83990.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2340.53 2133.29 0.0105657 0.00104613 84037.4 0
: 283 Minimum Test error found - save the configuration
: 283 | 2318.34 2114.19 0.0106757 0.00110011 83546 0
: 284 Minimum Test error found - save the configuration
: 284 | 2296.93 2095.7 0.0106262 0.00106865 83703.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2276.83 2075.92 0.0105679 0.00104923 84045 0
: 286 Minimum Test error found - save the configuration
: 286 | 2255.71 2057.06 0.0105852 0.00104986 83898.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2235.79 2037.35 0.0105751 0.00105155 84002.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2214.05 2019.18 0.0106187 0.00105419 83642.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2194.59 2000.41 0.0105956 0.00104711 83783 0
: 290 Minimum Test error found - save the configuration
: 290 | 2174.47 1981.54 0.0106421 0.00112146 84027.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2153.81 1963.98 0.0105839 0.00104972 83908.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2134.54 1945.95 0.0106681 0.00105841 83249.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2114.49 1929.02 0.010629 0.00105519 83561.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2095.96 1911.33 0.0106911 0.00106721 83126.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 2076 1893.36 0.0105948 0.00105598 83867.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2057.08 1875.62 0.0105873 0.00105631 83936.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2037.54 1858.88 0.0105663 0.00104641 84034.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2019.1 1841.46 0.0107594 0.0010607 82485.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 2000.28 1824.77 0.0105843 0.00105112 83917.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1981.35 1808.64 0.0106214 0.00105315 83609.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1963.61 1791.88 0.0105873 0.00106081 83976.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1944.81 1775.4 0.0106822 0.00105951 83136.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1926.9 1759.25 0.010614 0.00108454 83950.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1909.18 1742.79 0.0106332 0.00106929 83647.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1891.48 1726.6 0.0105711 0.0010525 84045.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1873.32 1712.26 0.0106219 0.00109114 83938.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1856.35 1695.7 0.010603 0.00104916 83735.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1838.76 1679.99 0.0105837 0.00105182 83928.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1821.42 1664.69 0.0105794 0.00105383 83984.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1804.14 1649.7 0.0106415 0.00105496 83450.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1787.44 1634.57 0.0106353 0.00105518 83506.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1770.65 1619.73 0.0106855 0.00106095 83120.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1753.87 1604.68 0.0105904 0.00105103 83863.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1737.09 1590.54 0.0106893 0.00107688 83225.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1721.29 1575.68 0.0105962 0.0010558 83853.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1704.79 1560.97 0.010756 0.00110207 82868.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1689.03 1546.22 0.0105921 0.00105799 83909.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1672.46 1533.05 0.0105861 0.00104847 83878.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1657.17 1518.03 0.0105759 0.00105138 83993.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1640.52 1504.76 0.0105934 0.00107653 84060.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1625.27 1491.26 0.0106318 0.00106063 83584 0
: 322 Minimum Test error found - save the configuration
: 322 | 1609.98 1477.38 0.0105911 0.00106071 83941.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1594.54 1464 0.0105707 0.00104926 84020.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1579.69 1450.24 0.0106354 0.00107451 83674.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1564.6 1436.6 0.0105783 0.001051 83969 0
: 326 Minimum Test error found - save the configuration
: 326 | 1549.37 1423.54 0.0105746 0.00105076 83999.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 1534.48 1410.82 0.0105548 0.00105064 84173.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1519.77 1397.94 0.0105946 0.00104886 83807 0
: 329 Minimum Test error found - save the configuration
: 329 | 1505.65 1384.74 0.0105892 0.0010495 83860 0
: 330 Minimum Test error found - save the configuration
: 330 | 1490.97 1372.67 0.0106675 0.00106088 83275.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1476.93 1359.15 0.0106466 0.00105673 83421.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1462.39 1346.75 0.0105827 0.00104943 83916.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1448.73 1333.83 0.0106626 0.00107114 83407.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1434.5 1321.53 0.0105834 0.00104834 83900.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1420.48 1309.71 0.0105965 0.00105588 83852 0
: 336 Minimum Test error found - save the configuration
: 336 | 1406.86 1297.98 0.0106133 0.00105735 83717.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1393.43 1286.54 0.0105697 0.00105079 84043.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1380.61 1273.69 0.0105672 0.00105164 84073.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1366.72 1262.21 0.0106061 0.00106554 83852.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1354.15 1250.77 0.010641 0.00105544 83458.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1340.69 1239.07 0.0105801 0.00105432 83983 0
: 342 Minimum Test error found - save the configuration
: 342 | 1328.22 1226.9 0.0105693 0.00104817 84023.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1314.56 1216.2 0.0106268 0.0010789 83788.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1302.46 1204.52 0.0106208 0.00105657 83645.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1290.06 1192.95 0.0106946 0.00106158 83047.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1277.49 1181.9 0.0105857 0.00105218 83914.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1265.45 1171.47 0.0106324 0.00106432 83611.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1252.98 1160.12 0.0106384 0.00106419 83557.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1240.63 1149.06 0.0106896 0.00108773 83317.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1228.65 1138.37 0.0106406 0.00105558 83463.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1216.86 1127.5 0.0105885 0.00106008 83959.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1204.79 1117.02 0.0105889 0.00104856 83854.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1193.4 1106.38 0.0106945 0.00106908 83112.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1181.61 1096 0.0105704 0.00104831 84015.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1170.34 1085.78 0.0105961 0.00105015 83804.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1159.12 1075.52 0.0105878 0.00105788 83946.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1147.71 1065.64 0.0105678 0.00104962 84049.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1136.49 1055.76 0.0106055 0.00105555 83770.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1125.4 1046.03 0.0106529 0.00105755 83374.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1115.35 1035.31 0.0105859 0.00104954 83889.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1104.04 1026.84 0.010563 0.00106113 84194.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1093.12 1016.33 0.0105758 0.00104986 83981.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1082.37 1006.33 0.0106754 0.00107462 83326.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1071.71 996.841 0.0105632 0.00104982 84092.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1061.02 987.788 0.0105805 0.00104779 83921.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1050.98 978.047 0.0106456 0.00109779 83788.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1040.57 968.58 0.0105897 0.0010594 83942.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1030.29 959.511 0.0106476 0.00105859 83428.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1020.57 950.093 0.0106208 0.00105776 83655.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 1010.58 941.271 0.0105838 0.00104856 83899.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 1000.72 932.39 0.0106114 0.00106143 83769.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 990.786 923.253 0.0105662 0.0010523 84087.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 981.277 914.007 0.0107312 0.00105847 82706.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 971.398 905.752 0.0106133 0.00105274 83677.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 961.822 897.161 0.0105662 0.00105412 84103.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 953.015 887.476 0.010586 0.00104799 83874.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 942.58 879.753 0.0106282 0.00105842 83596.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 933.854 871.086 0.0106239 0.00105257 83583.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 924.634 862.759 0.0105996 0.00105384 83806.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 915.722 853.795 0.0105799 0.0010508 83953.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 906.09 846.027 0.0105821 0.00104861 83914.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 897.429 837.814 0.0106966 0.00109305 83302.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 888.43 829.723 0.0106279 0.00105972 83610.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 879.636 821.645 0.0105942 0.00104944 83815.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 871.036 813.542 0.0105764 0.00104972 83975.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 862.365 805.59 0.0105942 0.001048 83802.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 853.845 797.794 0.0106371 0.00105863 83520.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 845.284 789.844 0.0106595 0.00111539 83821.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 837.017 781.819 0.0106335 0.00105042 83480 0
: 390 Minimum Test error found - save the configuration
: 390 | 828.399 774.14 0.0105769 0.00105109 83982.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 820.22 766.662 0.010615 0.00105651 83694.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 812.004 758.99 0.0107098 0.00107335 83018 0
: 393 Minimum Test error found - save the configuration
: 393 | 804.075 751.911 0.0105843 0.00104997 83907.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 796.54 743.521 0.0105988 0.00105045 83784 0
: 395 Minimum Test error found - save the configuration
: 395 | 787.8 736.427 0.0105868 0.00104982 83883.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 780 729.678 0.0106276 0.00105526 83573.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 772.406 721.995 0.010623 0.00105134 83579.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 764.719 714.952 0.0105768 0.00106031 84065 0
: 399 Minimum Test error found - save the configuration
: 399 | 756.852 708.599 0.0105816 0.00105041 83935 0
: 400 Minimum Test error found - save the configuration
: 400 | 749.519 700.478 0.0105999 0.00105095 83779 0
: 401 Minimum Test error found - save the configuration
: 401 | 741.983 693.209 0.0105837 0.00106866 84077.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 734.099 687.075 0.0106087 0.00106812 83852.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 727.417 679.256 0.0105964 0.00105775 83869.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 719.853 672.319 0.0105838 0.00105175 83927.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 712.116 666.006 0.0106237 0.00109006 83913.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 705.226 659.162 0.0106597 0.00105703 83310.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 698.004 652.859 0.0105776 0.00104781 83947.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 691.577 645.627 0.0106263 0.00105385 83572.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 684.077 639.213 0.0106047 0.0010529 83753.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 677.039 632.783 0.0107175 0.00106054 82842 0
: 411 Minimum Test error found - save the configuration
: 411 | 670.457 625.983 0.0106558 0.00105512 83327.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 663.509 619.786 0.0106909 0.00106911 83144.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 656.815 613.326 0.0105972 0.00104709 83768.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 650.305 607.035 0.0106293 0.00105422 83550.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 643.333 600.635 0.0107169 0.0011049 83229.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 636.7 595.021 0.0105855 0.00105254 83918.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 630.416 588.651 0.0105785 0.00104907 83950.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 624.21 581.85 0.0106397 0.0010946 83812.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 617.301 576.36 0.0106667 0.00110196 83640.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 611.312 570.311 0.0105811 0.00105128 83947.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 604.976 564.543 0.0106354 0.00108702 83784.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 598.751 558.825 0.0106179 0.00105358 83644.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 592.751 552.391 0.0105913 0.00105327 83874.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 586.566 546.817 0.01061 0.00105195 83698.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 580.469 541.182 0.0106614 0.00106564 83370.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 574.438 535.746 0.0105839 0.0010481 83894.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 568.499 529.902 0.0106013 0.00105056 83763.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 562.839 524.554 0.0106601 0.00105712 83307.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 557.203 518.673 0.0105752 0.00105058 83992.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 551.301 513.836 0.0106242 0.00106583 83696 0
: 431 Minimum Test error found - save the configuration
: 431 | 545.674 507.843 0.0107022 0.00107002 83055.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 539.69 502.818 0.0106073 0.00105868 83781.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 534.285 497.661 0.0105826 0.0010565 83980.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 528.856 492.109 0.010648 0.00106202 83455.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 523.552 487.037 0.0105955 0.00106157 83910.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 517.849 481.32 0.0105839 0.00104815 83894.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 512.448 476.651 0.0106092 0.00105126 83700.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 507.067 471.538 0.0106034 0.00105134 83751.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 501.898 466.241 0.0106169 0.00105953 83704.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 496.872 460.854 0.0105764 0.0010517 83992.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 491.08 456.626 0.0106707 0.00107621 83380.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 486.438 451.888 0.0106097 0.00105156 83697.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 481.353 447.073 0.0106546 0.00105568 83343 0
: 444 Minimum Test error found - save the configuration
: 444 | 476.228 441.724 0.0106389 0.00106929 83598.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 471.473 437.361 0.0105817 0.00104938 83924.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 466.27 432.685 0.0106038 0.0010528 83760.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 461.595 427.443 0.0106842 0.00105392 83071.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 456.81 422.816 0.0106303 0.00105735 83569 0
: 449 Minimum Test error found - save the configuration
: 449 | 451.915 418.292 0.010608 0.00105468 83740.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 447.585 414.077 0.0105895 0.00105158 83875.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 442.722 409.987 0.010695 0.00106698 83090.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 437.779 405.178 0.0106155 0.00106252 83743.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 433.33 400.426 0.0106807 0.00105782 83135 0
: 454 Minimum Test error found - save the configuration
: 454 | 428.938 395.635 0.0105893 0.0010498 83862.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 424.104 392.072 0.0105955 0.00105151 83822.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 420.009 387.263 0.0105862 0.00105081 83898 0
: 457 Minimum Test error found - save the configuration
: 457 | 415.583 383.012 0.0105983 0.00105356 83815.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 411.294 378.882 0.0106601 0.00107073 83425.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 406.686 374.909 0.0106213 0.0010541 83619.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 402.671 370.554 0.0105929 0.00104911 83823.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 398.137 366.466 0.0106751 0.00107777 83356.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.94 362.576 0.0106169 0.00105222 83640.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 389.928 358.393 0.0106235 0.00105472 83605 0
: 464 Minimum Test error found - save the configuration
: 464 | 385.587 354.376 0.0105691 0.00104929 84035.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 381.774 350.22 0.0106001 0.00105013 83770 0
: 466 Minimum Test error found - save the configuration
: 466 | 377.33 346.544 0.01062 0.0010901 83946 0
: 467 Minimum Test error found - save the configuration
: 467 | 373.488 342.81 0.0106844 0.00108525 83340.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 369.903 339.033 0.0105767 0.00105217 83993.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 365.911 335.049 0.0105841 0.00105106 83918.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 362 331.646 0.0107054 0.00107997 83113.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 358.295 328.124 0.0106339 0.00105721 83536.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 354.35 324.747 0.0106283 0.00105437 83560.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 350.647 320.052 0.010591 0.00105003 83849.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.784 316.735 0.0105936 0.00106389 83948 0
: 475 Minimum Test error found - save the configuration
: 475 | 343.13 313.047 0.0105842 0.00104933 83902.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 339.378 309.68 0.0106619 0.00109694 83639 0
: 477 Minimum Test error found - save the configuration
: 477 | 335.988 306.506 0.0105765 0.00104952 83972.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.608 302.77 0.0106051 0.00104991 83723.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 328.575 299.213 0.0105706 0.00104956 84024.7 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.946 295.845 0.0106074 0.00106734 83856.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 321.476 293.065 0.0106904 0.0010874 83307 0
: 482 Minimum Test error found - save the configuration
: 482 | 318.24 290.094 0.0105706 0.0010536 84059.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 314.976 286.113 0.0106076 0.00105242 83724 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.234 282.656 0.0105791 0.00104907 83945.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.752 279.187 0.0114457 0.00105461 76989.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.456 276.036 0.010695 0.00106365 83062 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.234 273.72 0.010568 0.00105049 84055.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.936 269.618 0.0105762 0.00104691 83951.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.824 267.064 0.0105892 0.00104989 83863.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 291.725 263.589 0.0107785 0.00107308 82428.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 288.803 260.138 0.0106184 0.00105478 83650.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.181 257.881 0.0105705 0.00104909 84021.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.327 254.642 0.0105662 0.00105107 84076.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.224 251.506 0.010603 0.00106782 83899.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.115 248.943 0.0105665 0.0010513 84075.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.088 246.38 0.0106051 0.00105288 83749.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.288 243.04 0.0106626 0.00105288 83249.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.221 240.319 0.0106008 0.00104974 83760.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.579 238.276 0.0106135 0.00105774 83719.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.844 235.151 0.0107107 0.00107694 83040.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.948 232.076 0.0105633 0.00105044 84097 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.572 229.28 0.0105959 0.0010513 83816.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.16 226.636 0.0105995 0.00105891 83852.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.081 223.889 0.0107345 0.00105732 82668.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.515 221.479 0.0106317 0.00105295 83518.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.918 219.249 0.0106643 0.00105968 83293.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 242.23 216.14 0.0105937 0.00104856 83812.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.494 213.849 0.0105863 0.00105125 83900.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.61 211.524 0.0107403 0.00116496 83548 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.386 209.129 0.0106277 0.00105697 83588.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.583 206.815 0.0106914 0.00105637 83030.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.92 204.143 0.0105785 0.00104905 83949.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.409 201.617 0.0106296 0.00106744 83663.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.01 199.465 0.0106004 0.00105203 83783.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.549 197.964 0.0105781 0.00104763 83941.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.528 195.354 0.0106009 0.00105076 83768.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 217.154 192.939 0.0105846 0.00104986 83903.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.585 190.244 0.0106634 0.0010806 83482.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 212.011 188.237 0.0106908 0.00107655 83209.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.685 186.71 0.0106018 0.00104865 83742.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.389 184.316 0.0106074 0.00105281 83729.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.954 181.459 0.0106133 0.00105321 83681.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.773 179.508 0.0105841 0.00104621 83875.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.381 177.832 0.0106268 0.00105699 83595.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.338 175.279 0.0106465 0.00105298 83389.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 196.055 173.207 0.0107205 0.00105425 82761.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.987 170.815 0.010751 0.00110747 82957 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.691 168.878 0.0107136 0.00109249 83150.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 190.346 168.653 0.0107098 0.00106937 82984 0
: 530 Minimum Test error found - save the configuration
: 530 | 188.229 166.059 0.0106072 0.00106614 83848.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.856 163.583 0.010584 0.00105159 83923.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.335 161.574 0.0106298 0.0010618 83612.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 181.246 159.572 0.0106886 0.00105999 83085.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 179.241 157.734 0.0105979 0.001049 83779 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.03 155.732 0.0106142 0.00105416 83681.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.282 153.934 0.0105982 0.00105026 83787.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.176 152.543 0.0106272 0.0010629 83644.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.14 150.425 0.0106818 0.00105623 83112 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.182 148.347 0.0106268 0.00106615 83676.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.287 146.616 0.0105872 0.00105213 83900.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.543 144.48 0.010616 0.00105312 83656.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.748 143.147 0.0105929 0.00104995 83831.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.814 141.877 0.0106179 0.00106161 83714.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 160.018 139.141 0.010612 0.00104758 83643.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.786 138.397 0.0107435 0.00105657 82585.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.855 136.691 0.0106806 0.00105184 83084.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.201 135.44 0.0107307 0.0010559 82689.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.657 133.522 0.0105961 0.00105664 83862.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.753 131.689 0.0107673 0.00107563 82545.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 149.239 130.298 0.0106049 0.00104979 83724.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.137 128.848 0.010642 0.00105903 83481 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.919 127.175 0.0106377 0.00105679 83499.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 144.065 125.138 0.0106043 0.00104781 83712.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 142.116 123.997 0.0106289 0.00105015 83518.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.787 122.833 0.0106918 0.00105729 83034.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 139.071 121.703 0.0106706 0.00105435 83192.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.363 120.301 0.010626 0.00105371 83574.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.99 119.212 0.0106653 0.00106623 83341.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 134.405 117.632 0.0105966 0.00105111 83809.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.455 115.442 0.0106439 0.00109232 83755.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.654 114.789 0.0106218 0.00105165 83593.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.439 112.639 0.0106024 0.00104783 83729.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.612 111.161 0.0105978 0.00104926 83782.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.321 109.461 0.0106843 0.00106367 83154.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.662 108.767 0.0107315 0.00108924 82968 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.311 106.87 0.0106195 0.00105562 83648.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.926 105.612 0.0106124 0.00104858 83648.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.206 104.315 0.0106968 0.00106755 83080 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.88 103.159 0.0105972 0.00105385 83828 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.646 101.641 0.0106118 0.00105914 83746.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.938 101.131 0.0105916 0.001051 83852.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.625 99.1615 0.0106156 0.00105334 83662.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.28 98.1452 0.0105954 0.00105265 83833.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.079 96.9616 0.0106016 0.00105668 83814.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.701 95.4667 0.0107247 0.00110403 83154 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.267 94.0953 0.0106142 0.0010506 83650.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.031 93.1834 0.0106142 0.00105768 83712.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.865 92.2192 0.0106355 0.00107634 83689.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.551 90.903 0.0105959 0.0010561 83859.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.148 89.7333 0.0105945 0.00105044 83821.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.992 88.5396 0.0106945 0.0010511 82958.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.871 87.5117 0.0106092 0.00105268 83712.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.636 87.3551 0.0106105 0.00104814 83661.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.5951 84.8613 0.0106901 0.00106021 83074.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.3086 84.0897 0.0107291 0.00105715 82713.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.2621 82.9201 0.0106008 0.00104688 83735.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 96.046 82.3171 0.0105969 0.00105194 83814.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.62 81.9715 0.0107123 0.00107141 82980.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.6263 80.1637 0.0106433 0.00105545 83439.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.7286 79.2289 0.0106104 0.00105103 83687.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.963 78.4135 0.0106069 0.00104886 83699.5 0
: 592 | 90.7062 78.7089 0.0105786 0.00101658 83664.4 1
: 593 Minimum Test error found - save the configuration
: 593 | 89.7413 77.0458 0.0105986 0.00105564 83831.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.8228 74.8703 0.0107025 0.00105654 82936 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.4097 73.8804 0.0105768 0.00105375 84006.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.0955 73.6399 0.0105863 0.00105216 83909.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.9953 72.7358 0.0106323 0.00106807 83645 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.1061 71.5488 0.0106879 0.00105481 83047.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.0824 71.2949 0.0106348 0.00105469 83505.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.2133 69.6774 0.0106077 0.00105005 83702.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.3864 68.9937 0.0105773 0.00104778 83950 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.2512 67.5389 0.0106076 0.00104862 83690.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.3524 67.2631 0.0107222 0.00113272 83424.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.5292 65.7309 0.0106872 0.00106789 83166.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.626 65.3708 0.010586 0.00104884 83882.8 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.637 64.3746 0.0106049 0.00106439 83853.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.5919 63.3019 0.0107089 0.00107184 83012.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.8186 62.2836 0.0105942 0.00105158 83834.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.963 62.1127 0.0106044 0.0010496 83727.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.9871 60.9395 0.0105993 0.00104774 83756.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.2345 60.3483 0.0106139 0.00106945 83818.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.3595 58.8211 0.0106295 0.00107801 83756.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.4712 58.2337 0.010684 0.0010576 83105.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.6058 57.602 0.010589 0.00105706 83927.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.8104 57.0187 0.0106669 0.00106325 83301.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.0141 56.2521 0.0105966 0.00104975 83797.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.315 55.3829 0.0106501 0.00107899 83585.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.5556 54.8625 0.0106136 0.00105476 83692.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.7341 54.4703 0.0106056 0.00104984 83719 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.9411 53.3678 0.0106139 0.00104948 83643.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.3046 53.0179 0.0106307 0.00104983 83499.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.5229 52.0456 0.0106539 0.00105593 83351 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.569 51.3818 0.0107097 0.00105742 82882 0
: 624 | 61.8649 51.3883 0.0106316 0.0010135 83176.6 1
: 625 Minimum Test error found - save the configuration
: 625 | 61.2549 50.2713 0.0105955 0.00105094 83817.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.3059 49.3252 0.0105812 0.00106337 84052.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 60.0884 48.4754 0.010747 0.00107642 82725.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 59.101 47.7141 0.0106133 0.00106488 83783.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.4594 47.0811 0.0106479 0.00106073 83444.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.7254 46.3905 0.0105815 0.001048 83914.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 57.3825 46.1471 0.0106508 0.00105664 83383.8 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.4962 45.7509 0.0106615 0.00105734 83297.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.6372 44.4023 0.0106095 0.00104785 83667.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 55.0188 44.2877 0.0106002 0.00105222 83787.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.3531 43.9213 0.0105957 0.00105104 83816.1 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.8169 43.4991 0.0106367 0.00108297 83737 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.96 42.3254 0.010595 0.0010529 83839.1 0
: 638 | 52.3293 42.436 0.0105673 0.00101311 83732.5 1
: 639 Minimum Test error found - save the configuration
: 639 | 51.7934 41.5386 0.0105982 0.0010483 83770.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 51.2613 40.7575 0.0105774 0.00105014 83969.4 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.4509 40.0035 0.010722 0.00105919 82791.6 0
: 642 | 49.9051 40.3271 0.0105676 0.0010142 83739.8 1
: 643 Minimum Test error found - save the configuration
: 643 | 49.3861 38.8709 0.010625 0.00105729 83614.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.7643 38.4941 0.0107019 0.00104946 82880.3 0
: 645 Minimum Test error found - save the configuration
: 645 | 48.2525 38.1056 0.0106276 0.00105655 83585.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.6496 37.2485 0.0107086 0.0010716 83013.2 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.9673 37.1531 0.0106551 0.00105289 83314.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.3216 35.8441 0.0106147 0.00105269 83664.2 0
: 649 | 45.8583 36.1328 0.0105789 0.00101616 83658.3 1
: 650 Minimum Test error found - save the configuration
: 650 | 45.4671 35.4413 0.0106204 0.00106485 83720.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.6937 34.4908 0.0106192 0.00105796 83671.4 0
: 652 | 44.1818 34.6927 0.010573 0.00101784 83724.3 1
: 653 Minimum Test error found - save the configuration
: 653 | 43.7549 33.8577 0.0106015 0.00105044 83760.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.1879 33.187 0.0105851 0.00104899 83891.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.7303 32.6871 0.010608 0.00104937 83694 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.1901 32.164 0.0106241 0.00106617 83700.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.7818 31.9512 0.010596 0.00104786 83785.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 41.0772 31.215 0.0105803 0.00105087 83950.7 0
: 659 | 40.6667 31.261 0.0105549 0.00101842 83888.5 1
: 660 Minimum Test error found - save the configuration
: 660 | 40.3228 30.1601 0.0107089 0.0010608 82918.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.8722 30.0216 0.0105892 0.00104944 83859.2 0
: 662 | 39.3757 30.2829 0.0106225 0.00101247 83246.2 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.8696 29.406 0.0107081 0.00105212 82850 0
: 664 | 38.7154 29.6066 0.0106098 0.00105122 83694.1 1
: 665 Minimum Test error found - save the configuration
: 665 | 38.626 28.3047 0.0105719 0.00104671 83987.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.3768 28.2987 0.0106994 0.00107313 83105.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.9498 27.2178 0.0106041 0.00105241 83754.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.5013 26.7041 0.0106014 0.00104739 83734.1 0
: 669 | 36.1124 27.212 0.010603 0.00102845 83554.8 1
: 670 Minimum Test error found - save the configuration
: 670 | 35.9146 26.5237 0.0106362 0.00105652 83510.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.4628 26.1227 0.0106554 0.00110386 83756.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.7806 25.3661 0.0106188 0.00106392 83726.4 0
: 673 | 34.4985 25.6034 0.0105865 0.00101674 83596.8 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.9311 25.0393 0.0105793 0.00105202 83969.6 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.6348 24.3447 0.0105949 0.00105225 83834.3 0
: 676 Minimum Test error found - save the configuration
: 676 | 33.1879 23.8827 0.0106665 0.00107027 83366.3 0
: 677 | 32.8671 24.2244 0.0105851 0.00101326 83578.2 1
: 678 Minimum Test error found - save the configuration
: 678 | 32.7647 23.2168 0.0106151 0.00108405 83935.8 0
: 679 Minimum Test error found - save the configuration
: 679 | 32.2513 22.9705 0.0106251 0.00105532 83596.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.6152 22.7402 0.0105879 0.00105222 83895.6 0
: 681 | 31.3231 22.8039 0.0105662 0.00101761 83781.7 1
: 682 | 30.9598 22.8567 0.0106128 0.00101482 83351.1 2
: 683 Minimum Test error found - save the configuration
: 683 | 30.7988 22.1348 0.0106861 0.00105926 83101.3 0
: 684 Minimum Test error found - save the configuration
: 684 | 30.1069 21.3472 0.0105876 0.00104873 83867.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.6237 20.9989 0.0106816 0.00115403 83967.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 29.3945 20.9343 0.0106138 0.00105203 83666.4 0
: 687 | 29.031 21.0397 0.0105886 0.00101572 83569.1 1
: 688 Minimum Test error found - save the configuration
: 688 | 28.6871 20.6567 0.0106594 0.00106018 83339.7 0
: 689 Minimum Test error found - save the configuration
: 689 | 28.2641 20.4877 0.0106245 0.00105202 83573.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 28.0149 19.6557 0.0106031 0.00104891 83733.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.459 19.1446 0.0106099 0.0010484 83669.2 0
: 692 | 26.9592 19.2908 0.0106895 0.00101546 82695.1 1
: 693 Minimum Test error found - save the configuration
: 693 | 26.7689 18.8872 0.0106255 0.00105573 83596.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.6736 18.7495 0.0106069 0.001049 83700.8 0
: 695 Minimum Test error found - save the configuration
: 695 | 26.285 18.337 0.0106302 0.00106607 83645.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.9446 18.1461 0.0106365 0.0010497 83448 0
: 697 | 25.3966 18.1835 0.0106123 0.00101554 83361.8 1
: 698 Minimum Test error found - save the configuration
: 698 | 25.0996 17.559 0.0106603 0.00105907 83322.4 0
: 699 Minimum Test error found - save the configuration
: 699 | 25.0131 17.3302 0.0105914 0.00104934 83839.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.6712 17.1303 0.0106592 0.00106036 83343.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 24.5658 16.5847 0.0106537 0.00105572 83351 0
: 702 | 23.8467 16.6271 0.010689 0.00101649 82708.7 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.6073 16.1735 0.0106078 0.00105094 83709.9 0
: 704 | 23.1412 16.1951 0.010574 0.00101296 83672.5 1
: 705 Minimum Test error found - save the configuration
: 705 | 23.0865 15.9817 0.0107108 0.00105939 82889.1 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.7118 15.7243 0.0106038 0.00104928 83730.3 0
: 707 | 22.5592 16.0639 0.010645 0.0010183 83102.6 1
: 708 Minimum Test error found - save the configuration
: 708 | 22.2653 15.1374 0.0105953 0.00105044 83814.8 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.7846 14.8028 0.0105939 0.00104752 83801.4 0
: 710 | 21.5556 15.2043 0.0105669 0.0010131 83735.9 1
: 711 | 21.2651 15.0317 0.0105576 0.00101538 83838.3 2
: 712 | 21.2018 15.3184 0.0105675 0.00101726 83767.6 3
: 713 Minimum Test error found - save the configuration
: 713 | 21.1641 14.5126 0.0106251 0.00105131 83561.7 0
: 714 | 20.4979 14.7236 0.0105994 0.00102846 83586.4 1
: 715 Minimum Test error found - save the configuration
: 715 | 20.4025 14.1923 0.0106515 0.00107433 83531.8 0
: 716 Minimum Test error found - save the configuration
: 716 | 20.0785 13.885 0.0106465 0.00105547 83411.4 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.7732 13.3125 0.0106285 0.00105441 83559.1 0
: 718 Minimum Test error found - save the configuration
: 718 | 19.2716 13.0326 0.0106024 0.00104872 83737 0
: 719 | 19.0791 13.4306 0.0106315 0.00104149 83420.3 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.7962 12.9903 0.0106177 0.00104999 83614.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.5894 12.676 0.0107774 0.00106842 82397.6 0
: 722 Minimum Test error found - save the configuration
: 722 | 18.2536 12.255 0.0107359 0.00106142 82691.9 0
: 723 | 18.0349 12.2615 0.0106109 0.00102743 83476.7 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.7276 12.1026 0.0106211 0.00106777 83740.8 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.5912 12.1021 0.010723 0.00105112 82714.4 0
: 726 Minimum Test error found - save the configuration
: 726 | 17.2868 11.4974 0.0107261 0.00105777 82744.5 0
: 727 | 17.1328 11.509 0.0105805 0.00101506 83634 1
: 728 | 16.9191 11.5165 0.0105542 0.00101299 83846.7 2
: 729 | 16.6517 11.7428 0.0106393 0.0010203 83168.8 3
: 730 Minimum Test error found - save the configuration
: 730 | 16.4642 11.2502 0.0106413 0.00105492 83451.9 0
: 731 Minimum Test error found - save the configuration
: 731 | 16.3225 10.6922 0.0106331 0.00105066 83486.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 16.2614 10.687 0.0105857 0.00104844 83881.1 0
: 733 | 16.1891 11.0884 0.0105416 0.00101378 83964.9 1
: 734 Minimum Test error found - save the configuration
: 734 | 16.1137 10.6363 0.0106223 0.00106868 83737.5 0
: 735 Minimum Test error found - save the configuration
: 735 | 15.5345 10.1524 0.0106473 0.00105825 83428.5 0
: 736 | 15.2625 11.122 0.0105723 0.00101586 83712.8 1
: 737 Minimum Test error found - save the configuration
: 737 | 15.1755 10.1135 0.0106122 0.00105268 83685.8 0
: 738 | 14.9591 10.1288 0.0105664 0.00101723 83776.8 1
: 739 | 15.1467 10.4769 0.0105975 0.00102131 83540.6 2
: 740 Minimum Test error found - save the configuration
: 740 | 14.7912 9.33373 0.0106428 0.0010915 83758.2 0
: 741 | 14.5344 9.83061 0.0106536 0.00101703 83017.3 1
: 742 Minimum Test error found - save the configuration
: 742 | 14.233 9.12828 0.010617 0.00105139 83632.9 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.8478 8.95249 0.0106534 0.00105762 83369.7 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.6663 8.58849 0.0107895 0.0010734 82337.5 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.7874 8.25383 0.0106753 0.00105616 83167.1 0
: 746 | 13.5423 8.46641 0.0105772 0.00101822 83690.9 1
: 747 Minimum Test error found - save the configuration
: 747 | 13.1754 8.18017 0.0106066 0.0010516 83726.2 0
: 748 | 13.0592 8.44279 0.010574 0.00101521 83692.3 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.9077 8.16832 0.0105816 0.00104597 83896.2 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.7155 7.99174 0.0106008 0.00104965 83759.6 0
: 751 | 12.6953 8.01581 0.0105517 0.00101646 83899.3 1
: 752 | 12.4607 8.5815 0.010559 0.00101771 83846.5 2
: 753 Minimum Test error found - save the configuration
: 753 | 12.3918 7.75276 0.0106274 0.00106925 83698 0
: 754 Minimum Test error found - save the configuration
: 754 | 12.3105 7.40721 0.0107121 0.00112505 83445.5 0
: 755 Minimum Test error found - save the configuration
: 755 | 12.2201 7.31744 0.0105724 0.00104779 83993.3 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.8704 6.65804 0.0105735 0.00104711 83977.6 0
: 757 | 11.5681 6.98454 0.0105819 0.00102044 83669.3 1
: 758 Minimum Test error found - save the configuration
: 758 | 11.4882 6.32147 0.0106869 0.00109661 83417.8 0
: 759 | 11.3384 6.32411 0.0105715 0.00101297 83695.1 1
: 760 | 11.1442 6.52188 0.0106217 0.0010147 83272.7 2
: 761 | 10.9649 6.50257 0.0106569 0.001015 82971.4 3
: 762 Minimum Test error found - save the configuration
: 762 | 10.9949 6.14294 0.0106528 0.00106213 83414.8 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.7009 5.91851 0.0106452 0.00105761 83441.1 0
: 764 | 10.6163 6.56736 0.0107001 0.00101521 82602.7 1
: 765 Minimum Test error found - save the configuration
: 765 | 10.4884 5.73052 0.010643 0.00105629 83448.7 0
: 766 | 10.251 6.00945 0.0105745 0.00101468 83683.8 1
: 767 | 10.322 6.59299 0.0105777 0.00101525 83660.4 2
: 768 Minimum Test error found - save the configuration
: 768 | 10.3413 5.58798 0.0106015 0.00105094 83764.7 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.94848 4.72433 0.0106042 0.00105318 83760.5 0
: 770 | 9.81873 4.94567 0.0105537 0.00101393 83859.3 1
: 771 | 9.85121 5.24705 0.010563 0.00101813 83814.8 2
: 772 | 9.61966 4.89828 0.0105764 0.00102144 83726.4 3
: 773 Minimum Test error found - save the configuration
: 773 | 9.39495 4.58597 0.0107265 0.00109723 83079.6 0
: 774 | 9.40997 5.07035 0.0106099 0.00101425 83371.2 1
: 775 | 9.84362 4.84965 0.0105642 0.0010157 83782.9 2
: 776 Minimum Test error found - save the configuration
: 776 | 9.18978 4.17938 0.010604 0.00105281 83759.5 0
: 777 | 9.0143 4.18917 0.0105815 0.00101474 83623 1
: 778 | 8.99773 4.50428 0.0105522 0.00101534 83884.8 2
: 779 | 8.7951 4.41834 0.0105797 0.00101476 83638.7 3
: 780 | 8.66944 4.19879 0.0106992 0.00111722 83490.2 4
: 781 | 8.58786 4.35185 0.0105763 0.00101631 83681.9 5
: 782 Minimum Test error found - save the configuration
: 782 | 8.49283 4.03509 0.0107066 0.00106202 82947.7 0
: 783 | 8.46302 4.08084 0.0107019 0.00101569 82591.6 1
: 784 Minimum Test error found - save the configuration
: 784 | 8.20937 3.52679 0.0106035 0.00105242 83760.3 0
: 785 Minimum Test error found - save the configuration
: 785 | 8.00043 3.29232 0.0106041 0.00105101 83742.3 0
: 786 | 8.31809 4.11839 0.0107389 0.00102194 82330.4 1
: 787 | 8.21847 3.36466 0.0105928 0.00101548 83530.2 2
: 788 | 7.82419 3.48738 0.0105651 0.00101445 83764.3 3
: 789 Minimum Test error found - save the configuration
: 789 | 7.6107 3.04231 0.0106133 0.00106993 83828 0
: 790 | 7.62382 3.57101 0.0105702 0.00101759 83746.7 1
: 791 | 7.86237 3.45875 0.010602 0.00105019 83753.8 2
: 792 | 7.56403 3.34842 0.0105981 0.00101708 83498.3 3
: 793 Minimum Test error found - save the configuration
: 793 | 7.45381 2.76189 0.0106263 0.00107589 83766 0
: 794 | 7.2486 3.16167 0.0106727 0.00101454 82831.2 1
: 795 | 7.21875 3.24298 0.0105606 0.00101624 83818.9 2
: 796 | 7.19289 2.78465 0.0105805 0.00102691 83738.1 3
: 797 Minimum Test error found - save the configuration
: 797 | 7.08173 2.69263 0.0106063 0.00106027 83804.1 0
: 798 | 7.06886 3.5453 0.0105636 0.00101419 83774.6 1
: 799 | 7.14773 3.63121 0.0105965 0.00101561 83499.5 2
: 800 | 6.96072 3.53864 0.0106883 0.00101597 82710 3
: 801 | 6.58364 3.2196 0.0106414 0.0010174 83125.7 4
: 802 | 6.60731 3.91608 0.0105943 0.00101556 83518.3 5
: 803 | 6.64893 3.9288 0.0106757 0.00101479 82807.6 6
: 804 | 6.57221 3.46841 0.0105735 0.00101467 83692.6 7
: 805 | 6.26954 2.82176 0.010566 0.00101384 83750.5 8
: 806 | 6.36995 3.79815 0.0106242 0.00101664 83267.7 9
: 807 | 6.49064 4.15803 0.0105994 0.00101569 83475.3 10
: 808 | 6.35333 3.64206 0.0105742 0.00101797 83715.2 11
: 809 | 6.41269 3.62385 0.0105668 0.00101973 83795 12
: 810 | 6.14663 2.89678 0.0105933 0.00103249 83675.2 13
: 811 | 5.98872 2.81982 0.0105988 0.00101522 83475.7 14
: 812 | 6.13642 3.37013 0.0105662 0.00101496 83759.1 15
: 813 | 5.87886 3.35484 0.0105993 0.00101637 83482.1 16
: 814 | 5.71221 3.28777 0.0105716 0.00101418 83704.4 17
: 815 | 5.69979 3.53504 0.0105934 0.00101622 83532.2 18
: 816 | 5.59867 3.64061 0.0105943 0.00101757 83535.6 19
: 817 | 5.57275 4.49917 0.0106183 0.00105327 83638.2 20
: 818 | 5.6203 3.58795 0.0105915 0.0010266 83639.3 21
:
: Elapsed time for training with 1000 events: 8.67 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0111 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: 0.812 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.155 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= 3.32951e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10306e+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: 0.0302 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: 0.0952 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: 0.886 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: 0.00252 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: 0.00429 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: 0.00201 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000335 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: 0.0949 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.885 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0997 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 : -1.19 -0.0276 8.08 2.02 | 3.187 3.200
: 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 : -0.108 0.158 2.45 1.27 | 3.313 3.300
: 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.