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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: 0.252 sec
: Elapsed time for training with 1000 events: 0.255 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00291 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: 0.000709 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00465 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000189 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00106 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 = 31526.5
: --------------------------------------------------------------
: 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 | 33092.1 31152.1 0.0102293 0.00103596 87019.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32602.8 30625.5 0.0103755 0.00103191 85619.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 31931.4 29958.3 0.0104887 0.001041 84677.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31191.4 29308.6 0.0104263 0.0010344 85179.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30441.2 28604.8 0.0104017 0.001035 85408.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29626.4 27697.8 0.0103988 0.00104411 85518.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28864.8 27031.7 0.0103421 0.00103109 85919.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28384.1 26644 0.0102029 0.00100242 86952.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28022.2 26315.3 0.0101912 0.00100111 87050.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27698.2 26011.6 0.0101761 0.000995905 87144 0
: 11 Minimum Test error found - save the configuration
: 11 | 27388.5 25730.9 0.0101637 0.00100099 87310.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27099.2 25460.2 0.0101782 0.000998355 87147.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26823.1 25194.4 0.0101878 0.000998775 87060.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26549.6 24940.7 0.0102034 0.00100189 86942.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26286.9 24692.9 0.010175 0.000999285 87186.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26033.6 24446.1 0.0101908 0.000998395 87028.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25781 24206.9 0.0101955 0.00101259 87118.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25534.8 23973.1 0.0101824 0.000998035 87104.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25289 23749.3 0.0101842 0.000995964 87067.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25055.6 23523 0.0101801 0.000998645 87131.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24821.3 23301.1 0.0101867 0.000997793 87061.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24591.2 23082.8 0.0102767 0.00100632 86296 0
: 23 Minimum Test error found - save the configuration
: 23 | 24363.7 22868.9 0.0102237 0.00100558 86786.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 24140.9 22656.9 0.0103411 0.00100361 85676.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23920.1 22448.4 0.010189 0.000998425 87046 0
: 26 Minimum Test error found - save the configuration
: 26 | 23704.2 22240.6 0.0102036 0.000999275 86915.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23487.1 22039 0.0102266 0.00102505 86942.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23277.8 21836.3 0.0102482 0.00100577 86557.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23065.9 21639.8 0.0102127 0.000997765 86815.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22858.9 21445.8 0.0101982 0.00100071 86980.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22654.8 21253.3 0.0102448 0.00100778 86608.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22452.5 21063.2 0.0102123 0.00100003 86841.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22253.8 20873.4 0.010207 0.00100341 86922.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 22058 20683.2 0.0101973 0.000997664 86960 0
: 35 Minimum Test error found - save the configuration
: 35 | 21860.4 20498.3 0.0102045 0.00100088 86921.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21665.4 20317.9 0.0102114 0.00100099 86857.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21475.7 20137 0.0102227 0.00100264 86767 0
: 38 Minimum Test error found - save the configuration
: 38 | 21284.7 19960.5 0.0102763 0.00102019 86429.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21098.2 19784.8 0.0102367 0.00100469 86654.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20913.9 19609.6 0.0102217 0.00100526 86801.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20730.7 19435.7 0.0102881 0.00101671 86287.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20549.7 19263.4 0.0103293 0.00101015 85844.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20370.1 19093 0.0102285 0.000998245 86671.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20190.4 18927.6 0.010352 0.0010063 85601.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20017.3 18760 0.0102259 0.00100178 86729.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19841.6 18596.8 0.0102334 0.00100486 86687.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19670.2 18434 0.0102229 0.00100731 86809.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19498.6 18274.6 0.0102643 0.00102107 86549.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19330.9 18115.4 0.0102224 0.0010061 86802.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19163.9 17957.9 0.0102528 0.00101002 86554.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 18998.9 17801.5 0.0102415 0.00100538 86616.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18832.3 17650.7 0.0102497 0.00100609 86545.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18672.8 17497.5 0.0102518 0.00100687 86533.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18511.8 17345.7 0.0102572 0.00101093 86521.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18350.6 17193.5 0.0102621 0.00101266 86492.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18182 17031.3 0.0103165 0.00102275 86079.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 18017.9 16875.2 0.0103234 0.00101796 85971.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17885 16739.9 0.0103661 0.00102807 85671.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17714.1 16600 0.0104682 0.00109913 85387.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17557.7 16441.8 0.0103435 0.00102022 85807.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17398.5 16287 0.0103653 0.00102656 85664.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17241.4 16140.5 0.0104329 0.00110909 85801.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17092.7 15984.6 0.0103879 0.00103257 85513.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 16931.2 15844.7 0.0105052 0.00103331 84460.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 16782.8 15698.1 0.0104096 0.00103378 85326.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16630.4 15553.4 0.0104095 0.00103038 85295.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16482.4 15411.1 0.010464 0.00104253 84912.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16333.6 15270.6 0.0105206 0.00104901 84462.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16185.9 15135.6 0.0105104 0.00103583 84436.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16043.2 14995.2 0.0105175 0.00103304 84348.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 15897.9 14857 0.0105105 0.00103811 84455.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15753.3 14721.9 0.0105131 0.00103954 84445.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15610.9 14587.6 0.0105177 0.00103887 84398.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15473.4 14449.7 0.0105931 0.00111973 84447.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15329 14320.5 0.0105592 0.00105141 84141.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15190.4 14190.9 0.010514 0.00103362 84384.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15056.5 14059.6 0.0105193 0.00103568 84356.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 14918.2 13931.4 0.010552 0.00105331 84222.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14785.6 13801.9 0.0105263 0.0010375 84309.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14649.4 13677.4 0.0105209 0.00103659 84350 0
: 81 Minimum Test error found - save the configuration
: 81 | 14517 13554.9 0.0105369 0.00104145 84250.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14388.5 13429.4 0.0106097 0.00104209 83615.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14259 13304.8 0.0105379 0.00105905 84398.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 14128.7 13184.1 0.0106749 0.00105132 83129 0
: 85 Minimum Test error found - save the configuration
: 85 | 14001.8 13064.7 0.0105375 0.00104817 84305.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13875.8 12945.2 0.0105205 0.00103633 84351.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13750.7 12827.9 0.0105435 0.00104959 84264.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13626.5 12711.9 0.0105546 0.00105572 84220.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13504.5 12596.1 0.0105222 0.00103515 84325.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13381.7 12482.8 0.0105241 0.0010349 84306.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13263.5 12367.6 0.0105065 0.00103541 84467.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13141.6 12256.6 0.0105201 0.0010356 84348.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 13024.7 12144.7 0.0105138 0.00103699 84416.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12906.5 12034.9 0.0105114 0.00103498 84420 0
: 95 Minimum Test error found - save the configuration
: 95 | 12790.9 11925.1 0.0105202 0.00103585 84349.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12674.8 11817.5 0.0105368 0.00103597 84203.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12561.8 11709.2 0.010552 0.00107012 84371.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12446.5 11604.8 0.0105188 0.00103484 84352.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12336.8 11497.5 0.0105183 0.00103385 84348.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12224 11393.5 0.0105209 0.00103587 84343.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12115.2 11288.3 0.0105278 0.00103666 84289.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 12005.3 11185 0.0106159 0.0010445 83582.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11895.7 11084.7 0.0105132 0.00104154 84462.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11789 10984.2 0.0106255 0.0010392 83452.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11684.2 10882.4 0.0105264 0.00103803 84313.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11575.5 10786.3 0.0105304 0.00104323 84324.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11472.3 10689.1 0.0105572 0.00105533 84194.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11371 10589.6 0.0105285 0.00103725 84288.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11266.6 10493.2 0.0105206 0.00103901 84374.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11164.8 10397.7 0.0105798 0.00104821 83931.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 11064.6 10302.3 0.0105469 0.00104769 84217.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10963 10210 0.010526 0.0010367 84305.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10864.8 10117.3 0.0105279 0.00104029 84320.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10767.1 10024.4 0.0105271 0.00103694 84297.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10669.2 9933.11 0.010526 0.00103455 84286.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10573.5 9841.51 0.0105378 0.00103973 84227.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10476.8 9752.19 0.0105571 0.00105272 84171.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10381.3 9665.08 0.010535 0.00104404 84291.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10287.8 9577.28 0.0105337 0.00103974 84264.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10196 9488.64 0.0105586 0.00103861 84033.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10103.4 9401.09 0.0105506 0.00104009 84117.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10010.1 9316.81 0.0106303 0.00104714 83479.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 9920.72 9231.55 0.0106592 0.0010452 83211.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9829.65 9148.27 0.0105507 0.00103918 84108.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9740.71 9065.31 0.010534 0.00104025 84266 0
: 126 Minimum Test error found - save the configuration
: 126 | 9653.02 8982.17 0.010544 0.00103863 84162.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9565.84 8899.06 0.0105606 0.00105936 84199.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9478.26 8817.69 0.0105205 0.00104122 84394.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9392.52 8736.58 0.0105401 0.00104182 84225.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9307.31 8656.28 0.0105507 0.00103872 84104.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9220.84 8579.42 0.0105464 0.00103867 84141.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9139.38 8499.72 0.010585 0.00104943 83896.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9056.03 8421.2 0.0105546 0.00104952 84165.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 8971.91 8345.78 0.0105395 0.00104101 84224.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8890.94 8270.65 0.0105636 0.00104264 84024.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8811.49 8193.45 0.0105779 0.00105263 83986.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8729.8 8119.34 0.0105853 0.0010608 83994.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8651.82 8043.96 0.010559 0.00103971 84039.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8573.37 7968.33 0.0105355 0.00103921 84243.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8494 7895.95 0.0105623 0.00105196 84119.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8416.21 7824.23 0.0106732 0.00105656 83189.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 8340.98 7751.45 0.0105746 0.00104093 83913.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8263.66 7681.42 0.0106821 0.00105097 83064.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8188.65 7610.97 0.0105959 0.00104145 83730.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8113.87 7541.82 0.0105772 0.00104618 83936.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 8040.56 7471.51 0.0105574 0.00104042 84060.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 7966.78 7402.97 0.0105725 0.00104424 83960.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7894.5 7334.53 0.0105685 0.00105171 84062.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7822.19 7266.99 0.0105634 0.00104317 84031.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7749.62 7201.07 0.0106083 0.00104482 83651.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7680.01 7134.5 0.0105595 0.00104348 84068.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7610.14 7067.58 0.0105869 0.00104179 83812.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7539.25 7003.38 0.010578 0.00104826 83947.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7471.54 6938.08 0.0105693 0.00104086 83959.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7401.94 6875.48 0.0105744 0.00104347 83937.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7336.62 6809.85 0.0106019 0.00107591 83980.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7266.66 6748.5 0.0105977 0.00104639 83758 0
: 158 Minimum Test error found - save the configuration
: 158 | 7201.61 6686.14 0.0105953 0.00104999 83810.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7136.1 6623.26 0.0105882 0.00105147 83885.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7069.11 6563.1 0.0105855 0.00104558 83858.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7005.74 6502.2 0.0106784 0.00105441 83125.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6940.95 6441.63 0.0105629 0.00104313 84036 0
: 163 Minimum Test error found - save the configuration
: 163 | 6877.56 6382.44 0.0106851 0.00104742 83007.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6814.78 6322.48 0.0105639 0.001047 84061.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6751.87 6264.06 0.0105901 0.00104728 83832.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6689.42 6206.39 0.0106388 0.00106518 83562.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6629.22 6147.87 0.0106063 0.00105122 83725.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6567.57 6090.77 0.0105862 0.00104692 83863.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6507.02 6035.53 0.0106996 0.00105179 82920.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6447.73 5978.93 0.0105911 0.00104822 83832.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6388.15 5923.75 0.0105853 0.00105584 83950.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6329.67 5868.42 0.0105851 0.0010475 83878.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6271.47 5813.71 0.0105963 0.00105357 83833.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6212.67 5761.4 0.0105876 0.00104779 83858.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6157.21 5706.47 0.0105979 0.00104842 83774.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6100.41 5653.01 0.0106239 0.00106833 83720.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6043.9 5599.86 0.0105817 0.0010458 83893.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5987.27 5549.16 0.010591 0.00105503 83892.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5933.01 5497.21 0.0105838 0.00104899 83903 0
: 180 Minimum Test error found - save the configuration
: 180 | 5878.1 5446.51 0.0105663 0.00104802 84048.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5824.42 5395.07 0.010688 0.00105469 83044.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5770.99 5343.35 0.0107281 0.00105387 82694.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5716.39 5295.44 0.0106169 0.00105609 83675.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5665.3 5244.67 0.0105932 0.00105651 83886.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5612.3 5196.24 0.010624 0.00106253 83669.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5560.33 5147.39 0.0106442 0.00106495 83514 0
: 187 Minimum Test error found - save the configuration
: 187 | 5508.97 5100.27 0.0105956 0.00104664 83779.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5458.59 5052.85 0.0106292 0.00105333 83543.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5408.25 5005.39 0.0105916 0.00104973 83841 0
: 190 Minimum Test error found - save the configuration
: 190 | 5358.38 4958.42 0.0106081 0.00104919 83691.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5308.57 4914.06 0.0106153 0.00104959 83631.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5259.91 4867.33 0.0106004 0.00104967 83763.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5211.47 4821.64 0.0106156 0.00104802 83615.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5164.07 4775.81 0.010623 0.00105579 83619.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5115.18 4731.75 0.0105849 0.00105126 83913.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5068.61 4687.89 0.0106286 0.00106663 83665.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5021.97 4643.99 0.0106089 0.00105049 83695.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 4975.42 4599.96 0.0106666 0.00105211 83207.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4928.95 4557.99 0.010592 0.00105014 83841.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4884.04 4515.29 0.0106855 0.00105882 83102.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4838.84 4473.76 0.0106109 0.0010501 83675.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4794.61 4431.05 0.0107143 0.0010506 82784 0
: 203 Minimum Test error found - save the configuration
: 203 | 4750.5 4389.76 0.0106111 0.00105036 83675.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4706.13 4348.89 0.0106123 0.00104944 83656.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4663.55 4307.34 0.010651 0.00106971 83496 0
: 206 Minimum Test error found - save the configuration
: 206 | 4619.65 4268.44 0.0106302 0.00105226 83525.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4578.05 4227.82 0.0106048 0.00105675 83786.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4535.15 4189.34 0.0105769 0.0010571 84035.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4493.06 4151.35 0.0106282 0.00106295 83636.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4453.35 4111.05 0.0105802 0.00104827 83928.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4410.93 4073.62 0.010597 0.00105087 83803.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4371.07 4035.31 0.0106122 0.00105434 83701 0
: 213 Minimum Test error found - save the configuration
: 213 | 4331.21 3997.33 0.010588 0.00105117 83885.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4290.62 3960.4 0.0105859 0.00105353 83924.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4251.87 3922.66 0.0106313 0.00106452 83622.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4211.93 3887.59 0.0106067 0.00105397 83745.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4174.48 3850.48 0.0105952 0.00104908 83803.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4135.98 3814.05 0.0105687 0.00104824 84029.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4097.23 3779.39 0.0105844 0.00105159 83920.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4060.71 3743.56 0.0106736 0.00105721 83191.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4022.54 3709.57 0.0106984 0.00105712 82976.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 3986.32 3674.81 0.0106285 0.00105281 83545.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3950.26 3640.23 0.0105841 0.00104648 83878.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3914.1 3606.02 0.010587 0.0010527 83907.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3877.1 3574.03 0.0106337 0.00106506 83606.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3842.38 3540.46 0.0105914 0.00105598 83897.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3808.45 3506.2 0.0105996 0.00105018 83775 0
: 228 Minimum Test error found - save the configuration
: 228 | 3772.63 3473.46 0.0105915 0.00105098 83853.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3738.03 3441.46 0.0106002 0.0010594 83850.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3704.27 3409.14 0.0106032 0.00105225 83761 0
: 231 Minimum Test error found - save the configuration
: 231 | 3670.69 3377.13 0.0106474 0.00105919 83435.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3636.72 3346.54 0.0106686 0.00106347 83289.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3603.54 3315.75 0.0106065 0.00105146 83725.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3571.43 3284.53 0.0105933 0.0010487 83817.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3539.17 3253.36 0.0106251 0.00106758 83703.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3506.34 3223.72 0.0106387 0.001088 83763.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3474.7 3193.35 0.0111452 0.00105246 79265.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3443.2 3163.88 0.0106032 0.00106335 83858.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3412.04 3134.07 0.0106896 0.00105861 83064.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3380.57 3105.19 0.0105936 0.00104824 83810.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3350.42 3075.86 0.0107273 0.0010527 82691.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3319.66 3047.44 0.0105861 0.00104781 83872.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3289.55 3019.67 0.010595 0.00104971 83811 0
: 244 Minimum Test error found - save the configuration
: 244 | 3259.8 2991.46 0.0105955 0.00104817 83792.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3229.57 2964.81 0.0106233 0.00106792 83722.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3200.68 2937.17 0.010602 0.0010559 83803.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3172.13 2909.41 0.0105865 0.00105499 83932.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3143.02 2882.28 0.0105899 0.00104911 83850.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3115.07 2854.41 0.0105945 0.00104947 83813.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3085.54 2828.54 0.0106124 0.0010533 83689.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3058.23 2802.05 0.0105923 0.00105124 83848.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3030.45 2776.08 0.0106296 0.00105139 83522.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3002.55 2750.82 0.0108355 0.00105948 81832.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2975.39 2725.23 0.0106191 0.00106846 83763.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2949.08 2699.6 0.0105876 0.00105951 83962.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2921.53 2675.86 0.0106093 0.00105044 83691.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2895.19 2650.86 0.0105952 0.00105847 83885.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2868.96 2626.47 0.0105839 0.00105759 83977.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2843.84 2600.99 0.0107056 0.0010607 82945.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2816.72 2578.09 0.0107153 0.00117027 83813.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2792.21 2554.05 0.0105848 0.00105152 83916.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2766.83 2530.51 0.0105738 0.00104768 83979.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2741.64 2506.85 0.0106909 0.00105643 83035.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2716.62 2484.04 0.0106319 0.00106784 83646.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2692.76 2460.47 0.0106105 0.00106511 83810.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2667.69 2437.58 0.0105803 0.00104723 83918 0
: 267 Minimum Test error found - save the configuration
: 267 | 2643.97 2415.05 0.0105758 0.00105221 84002.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2619.55 2393.04 0.0105781 0.00104819 83946 0
: 269 Minimum Test error found - save the configuration
: 269 | 2595.82 2371.33 0.0105717 0.0010532 84047.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2572.86 2348.92 0.0105866 0.00104934 83881.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2549.06 2327.53 0.0105949 0.00104856 83801.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2526.06 2305.98 0.0106059 0.00105017 83719.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2502.87 2285.2 0.0105759 0.00104583 83945.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2480.43 2264.52 0.0106111 0.00107203 83865.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2458.17 2243.3 0.0105875 0.00104889 83869.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2435.64 2222.64 0.0105876 0.00105065 83884.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2413.59 2201.89 0.0105961 0.00105598 83856.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2391.54 2181.66 0.0105877 0.00105612 83931.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2369.92 2161.23 0.0106933 0.00106189 83061.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2347.5 2142.66 0.0107263 0.0010639 82795.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2326.88 2122.51 0.010566 0.0010445 84020 0
: 282 Minimum Test error found - save the configuration
: 282 | 2305.34 2103.41 0.0105922 0.0010554 83886 0
: 283 Minimum Test error found - save the configuration
: 283 | 2284.48 2083.89 0.0106212 0.00105151 83597.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2263.57 2064.51 0.0106154 0.00106789 83791.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2242.91 2045.15 0.0105788 0.00105214 83975.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2221.97 2027.15 0.0105692 0.00104713 84015.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2201.61 2008.45 0.0105653 0.00105448 84114.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2181.79 1989.78 0.0105839 0.00104684 83883.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2161.36 1971.69 0.0105881 0.00104495 83830 0
: 290 Minimum Test error found - save the configuration
: 290 | 2142.11 1953.28 0.0105713 0.00105766 84089.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2121.9 1935.75 0.0105824 0.00104829 83909.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2102.2 1918.2 0.0105996 0.00104816 83756.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2083.31 1900.37 0.0105939 0.0010889 84166 0
: 294 Minimum Test error found - save the configuration
: 294 | 2063.9 1882.77 0.0105864 0.00105204 83907.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2044.95 1865.51 0.0106001 0.00105325 83797.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2025.48 1848.98 0.0105777 0.00104803 83948.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2007.18 1832.07 0.0105889 0.00104629 83834.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 1988.98 1814.61 0.0106651 0.00105584 83253.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1969.64 1798.52 0.0105756 0.00104769 83963.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1952.22 1781.46 0.0107459 0.00105536 82555.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1933.19 1765.55 0.0105858 0.00106002 83982.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1915.53 1749.82 0.010584 0.00104721 83886.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1897.76 1733.55 0.0106249 0.00107352 83757.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1880.09 1717.77 0.0105759 0.00105335 84011.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1862.42 1701.78 0.0105663 0.00104835 84051.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1845.18 1686.29 0.0105841 0.00105872 83986.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1827.39 1671.6 0.0106198 0.0010545 83636 0
: 308 Minimum Test error found - save the configuration
: 308 | 1811.22 1655.42 0.0105984 0.0010515 83797 0
: 309 Minimum Test error found - save the configuration
: 309 | 1793.56 1641 0.0106001 0.00105751 83834.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1776.64 1626.28 0.010597 0.00105042 83799.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1760.2 1611 0.0106057 0.00105031 83722.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1743.67 1595.92 0.0105969 0.00104779 83777.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1727.11 1581.29 0.0106291 0.00106339 83632.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1710.5 1567.27 0.0105735 0.00104766 83981.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1695.11 1552.39 0.0105746 0.00105078 83999.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1678.42 1538.39 0.0105809 0.00104988 83936.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1662.77 1524.4 0.0109238 0.00108684 81326 0
: 318 Minimum Test error found - save the configuration
: 318 | 1646.59 1510.96 0.0107192 0.0010588 82812 0
: 319 Minimum Test error found - save the configuration
: 319 | 1631.32 1497.17 0.0106948 0.00105223 82965.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 1616.08 1483.16 0.0105949 0.00105588 83866.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1600.72 1469.29 0.0106071 0.00104989 83706.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 1585.16 1455.63 0.010581 0.00104914 83929.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1569.75 1442.69 0.0106082 0.00106814 83857.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1555.26 1429.09 0.0105961 0.00104853 83790.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1539.87 1416.52 0.0105979 0.00105728 83852 0
: 326 Minimum Test error found - save the configuration
: 326 | 1525.78 1403.13 0.0105657 0.00104936 84066.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1510.74 1390.53 0.0106248 0.00105303 83579.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1496.3 1377.82 0.0105656 0.00105186 84089.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1482.17 1365.1 0.0105701 0.00104842 84018.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1468.36 1351.95 0.010612 0.00107404 83875.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1453.44 1340 0.0106387 0.00106231 83538.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1440.13 1327.29 0.0106427 0.00105007 83397.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1426.28 1314.55 0.010599 0.00106395 83900.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1412.04 1303.88 0.0106134 0.0010552 83697.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1399.02 1291.09 0.0105717 0.0010479 83999.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1385.11 1279.53 0.0105744 0.0010487 83983.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1372.35 1267 0.0106629 0.00105593 83272.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1358.74 1255.3 0.0105691 0.00104933 84035.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1346.05 1243.23 0.0106984 0.00105236 82935.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1333.14 1231.3 0.0105808 0.00105438 83977.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1319.43 1220.35 0.0105924 0.00105033 83839.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1307.24 1209.02 0.010622 0.00108588 83891.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1294.52 1198.08 0.0105794 0.00105323 83979.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1282.24 1186.65 0.0105758 0.00104857 83969.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1269.71 1176.02 0.0105941 0.00105145 83833.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1257.71 1164.66 0.0105995 0.00106184 83878.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1245.46 1154.22 0.0105943 0.00105481 83861.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1233.65 1143.14 0.0105988 0.00105774 83848.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1221.6 1132.5 0.0106143 0.00105207 83662.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1209.75 1121.66 0.0106017 0.0010509 83763 0
: 351 Minimum Test error found - save the configuration
: 351 | 1198.02 1111.34 0.0105808 0.00105864 84014.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1186.26 1101.01 0.0106199 0.00107299 83796.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1174.91 1090.86 0.0105692 0.0010468 84012.9 0
: 354 Minimum Test error found - save the configuration
: 354 | 1163.9 1080.14 0.0105826 0.00105948 84005.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1152.12 1070.01 0.0105691 0.00104669 84012.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1141.09 1060.47 0.0105684 0.00104988 84046.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1130.65 1049.47 0.0107424 0.00114467 83353 0
: 358 Minimum Test error found - save the configuration
: 358 | 1118.63 1040.2 0.0106998 0.00116136 83871.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1107.96 1030.39 0.0105774 0.00104871 83956.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1097.65 1020.84 0.0105812 0.00104767 83914.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1086.56 1011.03 0.010592 0.00105645 83896.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1076.12 1001.26 0.0105935 0.00106614 83968.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1065.65 991.653 0.0107316 0.00120857 84006.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1055.21 982.483 0.0105917 0.0010608 83937.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1044.56 973.133 0.0106109 0.00104693 83647.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1034.78 963.558 0.0105921 0.0010537 83871.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1024.99 953.686 0.0105864 0.00104977 83887.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1014.33 945.188 0.0105742 0.00104619 83963.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1004.6 935.992 0.0105671 0.00104945 84054.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 994.871 926.589 0.0105669 0.00104754 84039.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 984.653 918.517 0.01059 0.00105633 83912.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 975.451 909.658 0.0106158 0.00107138 83818.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 965.701 900.61 0.0105719 0.00104708 83991.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 956.595 892.656 0.0105711 0.00105106 84033.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 947.112 883.251 0.0105813 0.00104849 83920.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 937.848 875.613 0.0106772 0.00114661 83940.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 928.35 866.506 0.0105753 0.00104875 83975.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 919.323 857.807 0.0107238 0.00105811 82767.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 910.097 849.634 0.0105846 0.00105687 83965.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 901.273 841.204 0.0105814 0.00105201 83950.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 892.097 833.513 0.010576 0.00104736 83957.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 883.648 824.676 0.01061 0.00107296 83883.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 874.919 816.751 0.0105813 0.00105141 83946.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 866.143 809.14 0.0105863 0.00105817 83961.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 857.559 801.265 0.0105924 0.00104895 83826.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 849.132 793.854 0.0106121 0.00105332 83692.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 840.73 785.616 0.0105907 0.00105076 83858.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 832.841 777.163 0.0106084 0.00105298 83721.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 823.517 769.995 0.0106188 0.00104938 83600 0
: 390 Minimum Test error found - save the configuration
: 390 | 815.392 762.409 0.0105851 0.0010528 83925.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 807.452 754.917 0.0105734 0.00107659 84238.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 799.439 747.403 0.0105755 0.00104965 83981.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 791.722 739.873 0.0106069 0.00104973 83707 0
: 394 Minimum Test error found - save the configuration
: 394 | 783.608 732.158 0.0105793 0.00105703 84013.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 775.526 725.63 0.0105759 0.00104782 83962.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 767.93 717.735 0.0106851 0.00107876 83278.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 760.444 710.423 0.0105823 0.0010502 83926.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 752.351 703.632 0.0107381 0.00105339 82604.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 745.024 696.39 0.0105884 0.00105436 83909.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 737.395 689.491 0.0105548 0.00104449 84119 0
: 401 Minimum Test error found - save the configuration
: 401 | 729.985 682.548 0.0106162 0.00106637 83771.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 722.514 675.577 0.0105855 0.00105747 83962.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 715.455 668.764 0.0105588 0.00104729 84108.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 708.121 662.068 0.0106256 0.00105201 83563.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 701.241 655.135 0.0105708 0.00104826 84011.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 693.957 648.42 0.0105559 0.0010454 84117.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 686.997 642.066 0.0105539 0.00104557 84136.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 679.715 635.873 0.0105697 0.0010462 84003.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 673.218 629.328 0.0105623 0.00105212 84120.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 666.084 622.682 0.010555 0.00104831 84151.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 659.575 616.219 0.0105988 0.00106048 83871.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 652.769 609.633 0.0105823 0.0010478 83905.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 646.07 603.134 0.0105632 0.00104973 84091.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 639.38 597.758 0.010582 0.00105039 83931 0
: 415 Minimum Test error found - save the configuration
: 415 | 632.925 591.666 0.010612 0.00104768 83644.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 626.958 584.754 0.01066 0.00105364 83278.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 619.765 578.918 0.0107011 0.00105197 82909.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 613.786 572.739 0.0106367 0.00104925 83442.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 607.459 566.867 0.0106477 0.00105492 83395.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 601.215 560.979 0.0105696 0.00104742 84014.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 594.673 555.243 0.0105983 0.0010642 83909.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 588.997 549.31 0.0106008 0.00105902 83842.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 582.716 544.25 0.0105627 0.00104703 84071.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 577.323 538.508 0.0105656 0.00104412 84020.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 571.108 532.286 0.0105874 0.0010481 83863.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 565.289 526.47 0.0105877 0.0010479 83859.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 559.203 520.6 0.0105698 0.00104773 84015.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 553.146 515.224 0.0105761 0.00106087 84075.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 547.454 510.342 0.0105741 0.00104999 83997.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 541.986 504.687 0.0105792 0.00104638 83921 0
: 431 Minimum Test error found - save the configuration
: 431 | 536.601 499.803 0.0106106 0.00106372 83797.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 530.954 494.475 0.0105786 0.00105708 84020.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 525.585 488.496 0.0105774 0.00104897 83959.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 519.611 483.305 0.0105749 0.00104821 83975 0
: 435 Minimum Test error found - save the configuration
: 435 | 514.601 478.283 0.0106549 0.00105573 83340.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 509.159 473.207 0.0105793 0.00104932 83945.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 503.628 468.008 0.0107115 0.0010597 82885.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 498.489 463.067 0.0105841 0.0010482 83893.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 493.363 458.27 0.0105772 0.00104721 83945.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 488.112 453.425 0.0105599 0.00104551 84083 0
: 441 Minimum Test error found - save the configuration
: 441 | 483.14 448.699 0.0106147 0.00106864 83804.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 478.44 443.323 0.0105777 0.00104938 83960.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 473.067 438.361 0.0105888 0.00105207 83886.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.024 434.056 0.0105825 0.00104623 83890.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 463.108 429.386 0.0105837 0.00105048 83917.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 458.555 425.31 0.0105828 0.00104792 83902.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 453.821 421.391 0.0105761 0.00104557 83940.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.22 416.157 0.0105964 0.00105212 83819.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 444.356 411.916 0.0105842 0.00105003 83908.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 439.56 406.249 0.0105945 0.00106452 83945.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 434.785 401.991 0.0105781 0.00105084 83969.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 430.339 397.563 0.0107123 0.00107687 83027.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 425.963 392.829 0.0105683 0.00105068 84054.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 421.211 388.618 0.0105751 0.0010444 83939.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.045 384.277 0.0106645 0.00105251 83229.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 412.473 380.754 0.0106642 0.00114978 84082.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 408.121 376.239 0.0106054 0.00104827 83706.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 403.857 371.977 0.0105648 0.00104791 84061.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 399.463 367.95 0.0105927 0.00105047 83838.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 395.443 364.198 0.0106028 0.00106562 83882 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.158 359.832 0.0105771 0.00104907 83962.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.929 355.89 0.0105881 0.00104594 83838.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.002 351.804 0.010693 0.00105178 82976.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.061 347.694 0.0105896 0.00104663 83831.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 374.735 344.019 0.0105732 0.00104662 83975.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 370.971 340.496 0.0105984 0.00104963 83780.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 366.863 336.434 0.0106122 0.00105068 83669 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.994 332.544 0.0105753 0.00104606 83952.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 359.208 328.854 0.0105953 0.0010507 83817.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 355.341 325.439 0.0106363 0.00107096 83635 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.984 322.304 0.010575 0.00104676 83960.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 347.906 318.007 0.0105884 0.00104908 83863.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.086 314.781 0.0105802 0.00104839 83929.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 340.27 311.002 0.0106791 0.001162 84059.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 336.708 307.121 0.0106035 0.00105149 83752 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.246 303.583 0.0107291 0.00105948 82733.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 329.576 300.158 0.0106575 0.00105249 83289.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.966 297.088 0.0105932 0.00104734 83805.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 322.819 293.666 0.0105524 0.00104513 84145.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.229 290.355 0.0106026 0.00106407 83870.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.64 287.275 0.0105641 0.00104878 84074.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.109 284.592 0.0105585 0.00104712 84109.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.216 280.91 0.0105681 0.00105176 84066 0
: 484 Minimum Test error found - save the configuration
: 484 | 305.711 277.767 0.0105652 0.00105144 84088.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.337 275.112 0.010568 0.00104541 84011.2 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.128 271.396 0.0106292 0.00104797 83496.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.536 268.305 0.0105725 0.00104645 83980.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 292.654 265.71 0.0105698 0.00104598 83999.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.248 262.538 0.0105845 0.00104691 83878.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.21 258.869 0.0105997 0.00105893 83850.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.281 257.105 0.0105559 0.00104988 84157 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.743 253.667 0.0105725 0.00104613 83977.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.925 251.074 0.0105522 0.00104543 84150.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.916 248.686 0.010838 0.00108815 82052.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.848 245.21 0.0106149 0.0010754 83862.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.91 242.658 0.010782 0.00106682 82345.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.188 240.06 0.0106335 0.00104899 83467.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.153 236.856 0.0105595 0.00104815 84110.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.483 234.573 0.0106111 0.00107227 83867.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.394 232.548 0.0105955 0.00104966 83806.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.607 229.397 0.0105794 0.00104776 83930.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.831 227.083 0.0105973 0.00105986 83879.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.158 224.401 0.0105769 0.00104869 83961.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.634 221.848 0.0105657 0.00104674 84042.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.94 219.609 0.0106336 0.00105218 83495 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.083 216.779 0.0105917 0.0010494 83837 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.313 215.056 0.0105897 0.00104919 83852.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.988 211.383 0.0106018 0.00105039 83757.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.138 209.72 0.0105779 0.00106124 84063 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.74 206.917 0.0105724 0.00104584 83975.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.065 205.011 0.0105517 0.00104426 84145 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.573 202.582 0.0105767 0.0010508 83981.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.195 200.007 0.0105778 0.00105836 84038.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.735 197.897 0.0109255 0.00111045 81507.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.066 195.818 0.0107629 0.00106781 82516.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.633 193.701 0.0105757 0.00104659 83952.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.455 191.046 0.0105908 0.00108059 84120.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.971 188.997 0.0105758 0.00104501 83938.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.55 186.452 0.0105953 0.00106294 83925 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.175 184.812 0.0106932 0.00105331 82988.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.018 182.859 0.0106268 0.00104848 83521.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.6 180.488 0.0105719 0.0010472 83992.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.573 178.723 0.0105761 0.00104906 83971.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.219 176.392 0.0106317 0.00105255 83514.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.921 174.896 0.0105978 0.00104881 83778.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.773 173.267 0.0105989 0.00106591 83919.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.558 170.959 0.0105932 0.00104994 83828.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.65 168.764 0.0105784 0.00104686 83931.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.164 167.319 0.0106021 0.00106521 83884.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.309 164.705 0.0105613 0.00104736 84087 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.063 164.18 0.0105683 0.00105179 84064.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.336 160.864 0.010569 0.00104562 84003.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.308 160.676 0.0107319 0.00105636 82682.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.296 158.446 0.0105879 0.00104883 83865.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.307 155.116 0.0106924 0.00105255 82988.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.962 154.497 0.0105766 0.00104502 83931.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.944 152.138 0.0105482 0.001045 84182 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.319 150.779 0.010566 0.00104883 84058.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.523 148.278 0.0106047 0.00106343 83846.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.413 147.144 0.0105512 0.00104498 84155.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.554 145.626 0.0105604 0.00104253 84052.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.618 144.126 0.0105447 0.001041 84177.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.862 142.315 0.0106451 0.00105065 83381.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.807 140.555 0.0105937 0.00105123 83835.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.02 139.509 0.0105528 0.00104334 84126.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.503 136.307 0.0106729 0.00107964 83391.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.814 136.113 0.0105656 0.00104325 84013.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.878 134.687 0.0105976 0.00106321 83906.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.097 133.49 0.0105647 0.00104364 84024.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.342 131.768 0.01055 0.00104145 84134.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.644 130.323 0.0105743 0.00104735 83972.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.871 129.778 0.0106564 0.00105263 83301 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.239 127.666 0.0107287 0.00106193 82758 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.561 125.427 0.0106843 0.00117125 84094.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.014 124.991 0.010582 0.00104652 83896.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.467 123.404 0.0105735 0.00105116 84013.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.971 121.368 0.010626 0.00108221 83823.8 0
: 558 | 132.026 121.469 0.0105789 0.00101519 83649.8 1
: 559 Minimum Test error found - save the configuration
: 559 | 130.575 118.595 0.0105847 0.0010474 83881.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.034 117.703 0.0105958 0.0010494 83801.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.56 116.119 0.0105711 0.00104629 83991.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.938 115.26 0.0106723 0.00105442 83178.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.433 113.553 0.0106027 0.00104635 83713.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.039 112.344 0.0105687 0.00105106 84054.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.67 110.873 0.0105958 0.00104802 83789.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.117 109.87 0.0105656 0.00104835 84057.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.802 107.367 0.0106031 0.00105527 83788.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.317 106.61 0.0106185 0.00107588 83834 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.874 105.691 0.0105987 0.00104955 83776.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.714 103.865 0.010574 0.00105594 84050.6 0
: 571 | 113.241 104.079 0.0105754 0.0010156 83683.5 1
: 572 Minimum Test error found - save the configuration
: 572 | 111.824 101.328 0.0105902 0.00105422 83893.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.374 99.9328 0.0106967 0.00105325 82958.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.047 98.3674 0.0107141 0.00105638 82834.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.867 97.5604 0.0105968 0.00104836 83783.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.608 97.2151 0.0105891 0.00104695 83838.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.57 95.3718 0.0105705 0.00105218 84048.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.077 94.5433 0.0106051 0.00106679 83872.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.129 92.9054 0.0105589 0.00104678 84103.3 0
: 580 | 101.589 93.2345 0.0105697 0.00104564 83997.8 1
: 581 Minimum Test error found - save the configuration
: 581 | 100.557 91.4746 0.0106124 0.00105591 83712.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.3518 90.5392 0.0105979 0.00104717 83763 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.0004 89.2067 0.0105724 0.00104608 83978.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.7743 87.5508 0.0105687 0.00104685 84017.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.7562 86.8603 0.0105901 0.0010488 83845.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.5812 85.6505 0.0105803 0.001047 83916 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.4057 84.1183 0.0105915 0.00104845 83830.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.444 83.4592 0.010617 0.0010644 83746.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.027 81.9561 0.0105528 0.00104491 84140.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.162 81.5018 0.0106468 0.00105477 83402.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.0782 80.1546 0.0106401 0.00105985 83504.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.9986 79.308 0.0106847 0.00105425 83070 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.9542 78.5521 0.010588 0.00105042 83879.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.0109 77.2716 0.0107375 0.00105761 82645.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.8681 76.9339 0.0105718 0.00104828 84002.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.859 76.0062 0.0105859 0.00104488 83848.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.0096 74.8749 0.0106141 0.00106748 83799.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.8153 73.9204 0.0105756 0.00104582 83947 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.9717 73.1266 0.0106366 0.00109144 83811.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.1387 72.296 0.0105942 0.00105941 83903 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.1989 70.9736 0.0105745 0.00105444 84033.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.0543 69.5092 0.0106758 0.00105925 83189.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.9898 69.0924 0.0106497 0.00104983 83334 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.3421 68.3874 0.0105982 0.00104728 83761.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.421 67.5603 0.0105728 0.00104455 83960.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.441 67.3009 0.0105698 0.00104664 84006 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.6093 65.8179 0.0106154 0.00107293 83835.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.6401 65.1779 0.0106377 0.00105526 83485.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.7398 63.7293 0.0106536 0.00105228 83321.9 0
: 610 | 70.838 64.042 0.0105599 0.00101373 83803.3 1
: 611 Minimum Test error found - save the configuration
: 611 | 70.0695 63.6917 0.0105859 0.00104974 83891.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.2722 62.4488 0.0107302 0.00105506 82686 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.565 60.6009 0.0107153 0.00105467 82810.3 0
: 614 | 67.6048 61.3397 0.0107259 0.00116888 83707.7 1
: 615 Minimum Test error found - save the configuration
: 615 | 66.8621 59.8117 0.0106905 0.00105639 83038.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.05 59.5097 0.0107526 0.00105861 82525 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.2797 57.6608 0.0106799 0.00108153 83347.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.3846 57.0244 0.0106549 0.00105459 83331.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.6133 56.3573 0.0105994 0.00104842 83761 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.0327 55.1413 0.010571 0.00104703 83998.9 0
: 621 | 62.3597 55.2074 0.0105469 0.00101316 83912.1 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.3988 54.9474 0.0105772 0.00104673 83941.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.6558 53.4345 0.0105738 0.00104707 83973.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.0704 53.2985 0.0105751 0.00104735 83965.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.2221 52.4337 0.0106192 0.00106015 83690.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.4546 50.7331 0.0105971 0.0010476 83773.7 0
: 627 | 57.9683 50.9216 0.0105867 0.00101819 83607.6 1
: 628 | 57.2414 50.8582 0.0106574 0.0010248 83051 2
: 629 Minimum Test error found - save the configuration
: 629 | 56.596 50.2651 0.0106518 0.00105263 83340.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.7662 49.4553 0.010672 0.00106043 83233.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.0585 48.4941 0.0107469 0.00106033 82588.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.3921 47.4503 0.0105959 0.00105287 83830.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.7972 46.5367 0.0107356 0.0010613 82693.3 0
: 634 | 53.585 47.1567 0.010569 0.00101913 83771 1
: 635 | 52.6648 46.6008 0.0105463 0.00101475 83932 2
: 636 Minimum Test error found - save the configuration
: 636 | 52.1113 44.6171 0.0106283 0.00108935 83866.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.2544 43.8582 0.0106455 0.00105207 83390.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.6335 43.5326 0.0106273 0.00105861 83605.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.916 43.4276 0.0106072 0.00107024 83883.9 0
: 640 | 49.4594 43.658 0.0106447 0.0010137 83064.7 1
: 641 Minimum Test error found - save the configuration
: 641 | 48.9691 41.5194 0.0106425 0.00106254 83507.8 0
: 642 | 48.5117 42.0761 0.0105403 0.00101356 83974.2 1
: 643 Minimum Test error found - save the configuration
: 643 | 47.658 41.3149 0.010582 0.00105787 83997.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.1791 41.0967 0.0105663 0.00104752 84044.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.6031 40.4276 0.0105702 0.00104747 84009.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.9469 40.1597 0.010621 0.00108015 83849.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.4163 38.7011 0.0106386 0.00106033 83522.1 0
: 648 | 44.9441 38.847 0.0105837 0.00101682 83621.8 1
: 649 | 44.4448 39.3373 0.0105834 0.00102574 83702.2 2
: 650 Minimum Test error found - save the configuration
: 650 | 43.8647 36.7456 0.0105888 0.00105313 83895.9 0
: 651 | 43.4059 37.6744 0.0106719 0.00101497 82841.7 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.7986 36.0759 0.0107274 0.00106919 82831 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.2429 35.6913 0.0105855 0.0010474 83874.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.7218 35.2537 0.0105762 0.00104992 83978.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.1699 34.4584 0.0106129 0.00105353 83687.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.7661 34.2135 0.0107268 0.00107632 82897.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.2932 33.9598 0.0106239 0.00105403 83596 0
: 658 | 39.6187 34.072 0.0105496 0.00101724 83924.5 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.2407 33.4886 0.0106036 0.00105163 83751.9 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.857 31.864 0.0106902 0.00106565 83120.8 0
: 661 | 38.2562 32.2243 0.0105971 0.00102774 83600.3 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.8881 31.4236 0.0106125 0.00106422 83785.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.301 31.0222 0.0107104 0.00106795 82966.1 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.8774 30.5703 0.0106051 0.00105218 83744.5 0
: 665 | 36.3936 30.8434 0.0106239 0.00106273 83672 1
: 666 Minimum Test error found - save the configuration
: 666 | 36.0344 29.8679 0.0106508 0.00107924 83581.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.6094 29.8211 0.0105755 0.00104794 83966.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.2091 29.0661 0.0105881 0.00106134 83974.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.7155 27.9117 0.0105925 0.0010496 83831.8 0
: 670 | 34.2965 29.4658 0.0106442 0.00101876 83112.9 1
: 671 Minimum Test error found - save the configuration
: 671 | 33.9307 27.7767 0.0105913 0.00105411 83881.8 0
: 672 | 33.5389 28.0419 0.0106809 0.00101637 82777.1 1
: 673 Minimum Test error found - save the configuration
: 673 | 32.9698 26.4312 0.0105881 0.00105986 83961.1 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.5635 26.3031 0.0105554 0.00104616 84128.6 0
: 675 | 32.135 26.3066 0.0106281 0.00101873 83251.8 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.6842 25.9442 0.0106359 0.00106828 83615 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.6226 25.1845 0.0106059 0.00105262 83740.9 0
: 678 | 31.2286 25.2932 0.0105557 0.0010154 83855.1 1
: 679 Minimum Test error found - save the configuration
: 679 | 30.7375 24.4513 0.0105974 0.00104933 83786.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.2456 24.2985 0.0105871 0.00104786 83863.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.8614 23.5682 0.010585 0.00105056 83906.6 0
: 682 | 29.5636 23.9127 0.0105427 0.00101425 83958.9 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.199 23.1243 0.0105778 0.00104729 83940.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.7524 22.8635 0.0106438 0.00105233 83407.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.4601 22.6596 0.0106486 0.00107091 83527.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.9746 22.4066 0.0105813 0.00104861 83921.7 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.6112 21.9298 0.0117989 0.00108609 74677.2 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.1965 21.7947 0.0106175 0.00105469 83657.1 0
: 689 | 26.8478 22.1484 0.0105543 0.00101332 83848.5 1
: 690 | 26.534 21.8279 0.0107004 0.00101814 82625.4 2
: 691 Minimum Test error found - save the configuration
: 691 | 26.1766 20.4293 0.0106053 0.00105083 83730.2 0
: 692 | 25.9368 20.9137 0.0105553 0.00101427 83848 1
: 693 | 25.7899 20.8847 0.0105851 0.00101604 83603.1 2
: 694 | 25.3556 20.5561 0.0105672 0.00101647 83763.6 3
: 695 Minimum Test error found - save the configuration
: 695 | 24.9226 20.1471 0.010928 0.00109461 81355.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.5 19.139 0.0106198 0.00106172 83698.5 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.2991 19.1162 0.0106302 0.00104995 83504.7 0
: 698 | 23.857 19.4459 0.0105639 0.00102194 83840.6 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.4813 18.8785 0.0106242 0.00104977 83555.8 0
: 700 | 23.2052 20.6317 0.0105635 0.00101735 83803.8 1
: 701 | 23.2088 19.4863 0.0105738 0.00102129 83747.4 2
: 702 Minimum Test error found - save the configuration
: 702 | 22.7319 18.6145 0.0107966 0.0010784 82319.4 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.2347 18.3074 0.0106234 0.00105166 83579.4 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.1699 17.7705 0.0106826 0.00106341 83167.2 0
: 705 | 21.957 17.8581 0.0106673 0.00102513 82969.1 1
: 706 | 21.7923 18.1108 0.0105782 0.00101866 83686 2
: 707 Minimum Test error found - save the configuration
: 707 | 21.5091 16.7137 0.0106214 0.00105044 83586 0
: 708 | 21.0548 17.5537 0.0105435 0.00101543 83962.6 1
: 709 | 20.5831 17.0931 0.0106871 0.00102427 82791.1 2
: 710 Minimum Test error found - save the configuration
: 710 | 20.3915 16.2666 0.0106186 0.00105336 83636.6 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.0461 16.1534 0.0106129 0.00106009 83745.2 0
: 712 | 20.0095 16.344 0.0105594 0.00101837 83848.1 1
: 713 | 19.7727 16.6089 0.0105788 0.0010157 83655 2
: 714 Minimum Test error found - save the configuration
: 714 | 19.2885 15.8139 0.0105911 0.00105334 83877.4 0
: 715 | 18.9218 16.7999 0.0106053 0.00101623 83428.1 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.7093 15.2601 0.0106191 0.00105891 83680.8 0
: 717 | 18.5025 16.0226 0.0105393 0.00101523 83997.9 1
: 718 | 18.3273 15.4924 0.0105594 0.00101613 83828.3 2
: 719 | 18.0091 16.0235 0.0105519 0.00101528 83886.8 3
: 720 Minimum Test error found - save the configuration
: 720 | 17.9201 14.9088 0.0106065 0.00107006 83888.6 0
: 721 | 17.5918 15.209 0.0105481 0.00101537 83921.3 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.2083 14.7416 0.0105854 0.00106303 84012.3 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.1499 14.432 0.0106152 0.00105251 83658.8 0
: 724 | 16.8641 14.436 0.0107583 0.00113576 83137.9 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.6349 14.1966 0.0106716 0.00106785 83300.8 0
: 726 | 16.3871 14.5395 0.0105592 0.00101646 83833.2 1
: 727 | 16.2894 14.3989 0.0105702 0.00104791 84013.2 2
: 728 | 15.9898 14.2889 0.0105831 0.0010351 83787.5 3
: 729 Minimum Test error found - save the configuration
: 729 | 15.7833 13.7873 0.0107227 0.00106432 82829.8 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.4959 13.3817 0.0106003 0.00105055 83772.2 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.332 13.1447 0.0106163 0.00105174 83642.5 0
: 732 | 15.2778 13.7258 0.0105738 0.00101818 83720.5 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.141 13.1286 0.0105884 0.00105579 83922.6 0
: 734 | 14.6389 13.7094 0.0105943 0.00101759 83536.4 1
: 735 | 14.7519 13.259 0.010573 0.00101647 83712.3 2
: 736 | 14.5024 13.4437 0.0105634 0.00101734 83804.5 3
: 737 Minimum Test error found - save the configuration
: 737 | 14.2094 12.4446 0.0106274 0.00105432 83567.5 0
: 738 | 13.988 13.1557 0.0105623 0.00101796 83819.1 1
: 739 | 13.8306 12.6062 0.0105833 0.00101591 83617.5 2
: 740 | 13.5268 12.5197 0.0105407 0.00101584 83990.7 3
: 741 | 13.3004 12.8282 0.0105894 0.00102129 83611.4 4
: 742 | 13.1155 12.6838 0.010596 0.00101624 83509.7 5
: 743 | 13.0485 15.0869 0.010647 0.00101987 83098.7 6
: 744 Minimum Test error found - save the configuration
: 744 | 13.0895 11.94 0.010731 0.00108093 82900.6 0
: 745 | 12.6302 12.5685 0.0105833 0.00101573 83616.1 1
: 746 | 12.5087 12.3884 0.0106007 0.00101954 83496.8 2
: 747 | 12.2932 12.3849 0.0105719 0.0010171 83727.8 3
: 748 | 12.2127 13.0326 0.0105496 0.00101829 83933.6 4
: 749 | 12.0343 12.5498 0.0106607 0.00101687 82954.2 5
: 750 | 11.8306 12.1024 0.0105583 0.00101398 83819.2 6
: 751 | 11.688 11.9776 0.01058 0.00101612 83648.2 7
: 752 | 11.5113 12.606 0.0105645 0.00101532 83776.6 8
: 753 Minimum Test error found - save the configuration
: 753 | 11.4836 11.8516 0.0106289 0.00106218 83623.3 0
: 754 | 11.1527 12.5968 0.0105664 0.00101529 83759.5 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.0793 11.2672 0.0109446 0.00112532 81472.4 0
: 756 | 10.8697 12.4562 0.010832 0.0010175 81512.2 1
: 757 | 10.7205 11.6826 0.0117039 0.00149165 78337.4 2
: 758 | 10.6062 13.3088 0.0126174 0.00102768 69026.5 3
: 759 | 10.5995 11.6139 0.0107141 0.00102227 82543.6 4
: 760 | 10.4735 12.5399 0.0106964 0.00102689 82734.5 5
: 761 | 10.077 11.2729 0.0125519 0.00103798 69480.9 6
: 762 | 10.0271 11.7784 0.0107184 0.00102335 82516.1 7
: 763 | 9.87102 11.8891 0.0107889 0.00102717 81952.6 8
: 764 | 9.72152 11.3054 0.0106012 0.0010163 83464.6 9
: 765 | 9.78191 12.4888 0.0105953 0.00101669 83519.2 10
: 766 | 9.81052 11.3731 0.0105353 0.00101585 84038.5 11
: 767 Minimum Test error found - save the configuration
: 767 | 9.36846 11.2664 0.0106849 0.00108922 83370.9 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.32532 11.0403 0.0106916 0.00105697 83033.9 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.19703 11.0345 0.0108231 0.00107052 82029.6 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.95035 10.7808 0.0106128 0.00105516 83702.5 0
: 771 | 8.93176 11.2706 0.0105927 0.00102016 83572 1
: 772 | 8.86498 10.8184 0.010586 0.00101559 83591.1 2
: 773 | 8.85243 11.7217 0.0106028 0.00101562 83444.4 3
: 774 | 8.80351 11.1781 0.0106182 0.00101781 83330.3 4
: 775 Minimum Test error found - save the configuration
: 775 | 8.49557 10.4367 0.0106279 0.00105518 83571 0
: 776 | 8.29096 11.2087 0.010625 0.00102604 83342.1 1
: 777 | 8.18201 10.7495 0.010588 0.00101644 83581.4 2
: 778 | 8.11092 10.6055 0.0105445 0.0010157 83956.2 3
: 779 | 8.04943 11.1608 0.0105667 0.00101445 83749.9 4
: 780 | 7.91728 11.3098 0.0106809 0.00102701 82868.5 5
: 781 | 7.85156 10.9391 0.0108582 0.00102753 81377.8 6
: 782 Minimum Test error found - save the configuration
: 782 | 7.69471 10.3116 0.0106789 0.00106546 83216.8 0
: 783 | 7.81381 11.2218 0.0106144 0.00101823 83366.9 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.91953 9.90533 0.0105921 0.00105371 83871.8 0
: 785 | 7.62098 10.5024 0.0105447 0.0010144 83942.7 1
: 786 | 7.43465 10.6069 0.0105895 0.00101303 83538.4 2
: 787 | 7.39335 9.95936 0.010643 0.00101708 83108.6 3
: 788 | 7.24674 10.547 0.0106256 0.00101866 83273.3 4
: 789 | 6.97831 10.6256 0.0105511 0.00101434 83885.8 5
: 790 | 6.9634 10.0277 0.0107131 0.0010413 82715 6
: 791 | 7.12324 11.8665 0.0105957 0.00101774 83525.3 7
: 792 | 6.87412 10.1316 0.0105827 0.00101556 83619.7 8
: 793 | 6.94348 10.3172 0.0105907 0.00101665 83559 9
: 794 Minimum Test error found - save the configuration
: 794 | 6.75459 9.84699 0.0106777 0.00111002 83614.6 0
: 795 | 6.44706 9.95229 0.010606 0.00103429 83579.4 1
: 796 | 6.44378 10.6886 0.0105909 0.00101648 83556.2 2
: 797 | 6.41633 10.5644 0.0106097 0.0010424 83618.4 3
: 798 | 6.45146 10.0816 0.0105821 0.00101818 83647.3 4
: 799 | 6.40745 10.522 0.0105762 0.00101603 83680.9 5
: 800 | 6.24003 10.0728 0.0105982 0.00102107 83532.1 6
: 801 | 6.24119 10.0085 0.0106781 0.00102258 82854.1 7
: 802 Minimum Test error found - save the configuration
: 802 | 5.97976 9.53401 0.0106508 0.00107537 83546.8 0
: 803 | 5.90914 10.199 0.0105515 0.00101632 83899.6 1
: 804 Minimum Test error found - save the configuration
: 804 | 6.16681 8.853 0.0109506 0.00109331 81158.4 0
: 805 | 5.96591 9.27205 0.010782 0.00103032 82037.6 1
: 806 | 5.89856 10.3186 0.0105993 0.00102079 83520.6 2
: 807 | 5.7212 9.79817 0.010694 0.00101587 82660.4 3
: 808 | 5.60234 10.4027 0.010554 0.00101697 83883.9 4
: 809 | 5.51243 9.35325 0.0105949 0.00101658 83521.9 5
: 810 | 5.46719 9.65171 0.0105687 0.00101723 83757.1 6
: 811 | 5.47258 9.41838 0.01058 0.00101957 83678.6 7
: 812 | 5.37949 8.93426 0.0106035 0.00101726 83452.9 8
: 813 | 5.40548 10.4259 0.0105392 0.00101484 83995 9
: 814 | 5.44389 9.38454 0.0105862 0.00101877 83617.1 10
: 815 | 5.26188 10.3217 0.0105635 0.00101491 83781.7 11
: 816 Minimum Test error found - save the configuration
: 816 | 5.18936 8.72271 0.0106798 0.00107264 83271.4 0
: 817 | 5.19322 10.0205 0.0105614 0.00101583 83808.6 1
: 818 | 5.15046 9.7975 0.0105506 0.00101552 83900.3 2
: 819 | 5.17164 10.0814 0.0105958 0.00101756 83523.1 3
: 820 | 4.90243 8.93099 0.0106015 0.00101876 83483.3 4
: 821 | 4.76527 8.78956 0.0106758 0.00102428 82888.9 5
: 822 | 4.7165 9.8533 0.0105968 0.00101623 83502.6 6
: 823 Minimum Test error found - save the configuration
: 823 | 4.7246 8.09444 0.0106861 0.00106646 83163.1 0
: 824 | 4.63311 9.26018 0.0105775 0.00101841 83690.1 1
: 825 | 4.64009 8.86864 0.0105849 0.00101812 83622.9 2
: 826 | 4.76632 9.49129 0.0106852 0.00101959 82768 3
: 827 | 4.47089 8.55919 0.0105705 0.00101695 83738.5 4
: 828 | 4.46157 8.41551 0.0105767 0.00101862 83698.6 5
: 829 | 4.37531 8.25021 0.0105706 0.0010163 83732.4 6
: 830 Minimum Test error found - save the configuration
: 830 | 4.33779 8.08335 0.0106099 0.00106172 83785.4 0
: 831 | 4.41133 8.53086 0.0105853 0.00103257 83745.9 1
: 832 Minimum Test error found - save the configuration
: 832 | 4.1939 7.98035 0.0106035 0.00105283 83763.7 0
: 833 | 4.20069 8.36231 0.0105738 0.00101735 83712.7 1
: 834 | 4.19551 9.43138 0.0105655 0.00101798 83791.5 2
: 835 Minimum Test error found - save the configuration
: 835 | 4.28659 7.8382 0.0105955 0.00105477 83850.7 0
: 836 | 3.97609 8.34174 0.0105804 0.00101809 83662 1
: 837 | 3.9657 8.76622 0.0105765 0.00104373 83921.5 2
: 838 | 3.89568 7.91018 0.0105585 0.00101686 83842.8 3
: 839 | 3.8986 8.00032 0.0105926 0.00101592 83536.2 4
: 840 | 4.06256 8.32336 0.0106258 0.00107563 83768.3 5
: 841 | 3.87476 7.89353 0.0106363 0.00101767 83172.3 6
: 842 | 3.93038 8.32187 0.0106073 0.00101902 83435.6 7
: 843 | 3.81396 8.46517 0.0105828 0.0010206 83662.8 8
: 844 | 3.79012 8.38947 0.010586 0.00101792 83611.7 9
: 845 | 3.73186 8.44707 0.0105888 0.00103013 83693.4 10
: 846 | 3.60621 8.13848 0.0106627 0.001018 82947.4 11
: 847 | 3.57637 8.81582 0.0105909 0.00101633 83554.6 12
: 848 | 3.62312 8.05404 0.0105684 0.00101936 83778.5 13
: 849 Minimum Test error found - save the configuration
: 849 | 3.55849 7.2621 0.0106339 0.00106539 83607.7 0
: 850 | 3.45944 8.03447 0.0107483 0.0010376 82383.4 1
: 851 | 3.39017 8.24587 0.0116207 0.00102654 75513.1 2
: 852 | 3.45775 8.21466 0.0106393 0.0010213 83177.1 3
: 853 | 3.34004 8.1504 0.0106791 0.00102191 82839.5 4
: 854 | 3.29244 7.87483 0.0105823 0.00101636 83629.8 5
: 855 | 3.43225 7.38708 0.0105525 0.0010173 83899.5 6
: 856 | 3.46561 7.60355 0.0105533 0.00101414 83864.5 7
: 857 | 3.24386 7.87179 0.0105664 0.00101361 83745.1 8
: 858 | 3.20673 8.31193 0.0105506 0.00101549 83900.5 9
: 859 Minimum Test error found - save the configuration
: 859 | 3.21528 7.09644 0.0106164 0.00106366 83745.8 0
: 860 | 3.1245 7.88403 0.0106766 0.00102026 82847.2 1
: 861 | 3.09259 7.49868 0.0105688 0.00101742 83757.4 2
: 862 | 3.228 7.1684 0.0105881 0.00104148 83799.3 3
: 863 | 3.15688 7.22825 0.0106402 0.00101903 83149.7 4
: 864 | 2.97022 7.49546 0.010583 0.00101419 83604.6 5
: 865 | 3.02002 7.79364 0.0107322 0.00101745 82349.2 6
: 866 | 2.90245 7.7328 0.0105498 0.0010157 83909.1 7
: 867 | 2.88428 7.22153 0.0106642 0.00101567 82914.2 8
: 868 | 2.89282 8.20563 0.0105586 0.0010175 83847.7 9
: 869 | 3.01203 8.71254 0.0105549 0.0010163 83869.7 10
: 870 | 3.06239 7.19585 0.010572 0.00101502 83708.5 11
: 871 | 3.02008 7.94624 0.0105895 0.00101966 83596.2 12
: 872 | 2.74335 7.3435 0.0106206 0.00101871 83317.4 13
: 873 | 2.80145 7.17217 0.010584 0.00101509 83603.9 14
: 874 | 2.74761 7.72707 0.0105499 0.00101583 83909.9 15
: 875 | 2.80518 8.84796 0.0105411 0.0010173 83999.9 16
: 876 | 2.90871 8.17805 0.0105443 0.00101537 83955.2 17
: 877 | 2.91737 8.88255 0.0105443 0.0010153 83954.2 18
: 878 | 2.61399 7.92506 0.010592 0.00101577 83539.8 19
: 879 | 2.6495 7.9569 0.0105982 0.00101551 83483.7 20
: 880 | 2.63112 7.32207 0.0106672 0.0010156 82888 21
:
: Elapsed time for training with 1000 events: 9.33 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: 0.0127 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: 0.815 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.163 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= 3.29636e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07372e+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: 0.0337 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: 0.0379 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: 0.0032 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: 0.0977 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: 0.0218 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00328 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: 0.0386 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00553 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: 0.00396 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000743 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: 0.0988 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0125 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: 0.884 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0991 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.504 0.195 5.13 1.48 | 3.224 3.235
: 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 : 0.129 0.247 1.96 1.06 | 3.387 3.383
: 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.