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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:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
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:1174
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: 0.268 sec
: Elapsed time for training with 1000 events: 0.272 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00257 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: 0.000729 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00408 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: 0.000199 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000399 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 = 31540
: --------------------------------------------------------------
: 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 | 33088.2 31100.1 0.010756 0.00108111 82688.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32518.4 30489.2 0.0108728 0.00110133 81871.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31761.6 29772.8 0.0109694 0.00109832 81044.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 30960.8 29115.7 0.0111138 0.00110435 79924.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30196.8 28413.7 0.0110584 0.00109564 80298.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29366.8 27469.3 0.0110748 0.00112735 80422.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28537 26694.6 0.0110316 0.00108464 80426.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28016.1 26279.6 0.0109216 0.00107091 81212.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27640.3 25950.5 0.0109045 0.00107028 81348.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27313.1 25650 0.0107921 0.00106833 82272.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27011.6 25362.9 0.0108176 0.00106737 82049.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 26718.3 25093.6 0.0107407 0.00107678 82782.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26444.9 24828 0.0107953 0.00106471 82214.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26170.9 24577.5 0.0108319 0.00106622 81919.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 25909.3 24333.3 0.0108214 0.00106781 82020.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25658 24089.6 0.0108072 0.00107421 82194.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25403.3 23858.3 0.0108671 0.00110169 81922.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25163.7 23624.2 0.0108144 0.00108116 82192.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 24923.3 23395.5 0.0108997 0.00107488 81426.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 24687.4 23171.2 0.0108672 0.00107413 81690.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24453.6 22953.8 0.0108124 0.00106267 82053.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24225.3 22739.7 0.0109348 0.00108058 81183.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24002.8 22525.3 0.01089 0.00106571 81431.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 23781.1 22314.3 0.0109148 0.00108048 81347.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23560.8 22108.7 0.0109341 0.00108735 81245.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23347.4 21902.8 0.0109564 0.00108923 81076.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23131.6 21704 0.0108686 0.00110712 81954.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 22922.8 21505.5 0.0108615 0.00107652 81758.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 22714.9 21309.9 0.0108251 0.00107216 82026.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22512.2 21113.4 0.0108784 0.00106881 81552.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22307.2 20922.8 0.0108767 0.0010707 81582.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22108.7 20732.1 0.0108988 0.00107451 81430.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 21907.4 20548.7 0.0108707 0.00106844 81613.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21716.9 20359.8 0.0108446 0.00107469 81884.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 21521.3 20176.6 0.0108578 0.00109804 81968.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21329.5 19996.4 0.010895 0.00108498 81548.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21140.2 19818.6 0.0109615 0.00108088 80966.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 20951.7 19644.9 0.0109025 0.00106359 81310 0
: 39 Minimum Test error found - save the configuration
: 39 | 20769.1 19469.5 0.0109216 0.00107899 81278.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 20586 19296.1 0.0109832 0.00107993 80781.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20402.8 19127.6 0.0109445 0.00107232 81036.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20226.3 18956.6 0.0109189 0.00106915 81220.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20046.6 18791 0.0109488 0.00108059 81068.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 19871.6 18626.3 0.01163 0.00109158 75912.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 19698.7 18461.9 0.0109731 0.00109133 80957.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19526.3 18299.4 0.0109011 0.00111232 81726.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19356.4 18137 0.010837 0.0010781 81976.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19183.6 17977.5 0.0108735 0.00106735 81581.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19012.9 17814 0.0109335 0.00108205 81206.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 18848 17657.8 0.0109402 0.0010755 81097.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 18680.5 17502.1 0.0109998 0.0010914 80739.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18515.1 17344.9 0.0109807 0.00108906 80876.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18350.7 17195.9 0.0109807 0.0010924 80903.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18192.2 17040.3 0.0110609 0.00108827 80219.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18033.2 16888.9 0.0110179 0.00110166 80675.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 17871.2 16737.2 0.0110042 0.00109393 80724.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 17712.8 16589.8 0.0110358 0.00114121 80852.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17567.6 16431.9 0.0110402 0.00109827 80467 0
: 59 Minimum Test error found - save the configuration
: 59 | 17413.6 16312.3 0.0110491 0.00110264 80430.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17259.7 16152.1 0.0110492 0.00110589 80456.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17094.2 15996.3 0.0111063 0.00114394 80302.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 16943.8 15846.3 0.0110931 0.0011252 80258 0
: 63 Minimum Test error found - save the configuration
: 63 | 16789.5 15701.1 0.0111192 0.00111413 79959.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16637.8 15558.7 0.0111182 0.00110212 79871.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16492.3 15416.6 0.011117 0.00110143 79876 0
: 66 Minimum Test error found - save the configuration
: 66 | 16341.8 15273.3 0.0110541 0.0010993 80363 0
: 67 Minimum Test error found - save the configuration
: 67 | 16192.8 15135 0.0111089 0.00111236 80028 0
: 68 Minimum Test error found - save the configuration
: 68 | 16046.6 14993.9 0.0111647 0.00111117 79574 0
: 69 Minimum Test error found - save the configuration
: 69 | 15901.3 14854.8 0.0112458 0.00116077 79325.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 15755.4 14721.8 0.0111521 0.00111781 79727 0
: 71 Minimum Test error found - save the configuration
: 71 | 15613.2 14587.4 0.0111582 0.00110916 79610 0
: 72 Minimum Test error found - save the configuration
: 72 | 15474.6 14450.2 0.0111241 0.00110228 79825.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15330.2 14319 0.010927 0.0010997 81405.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15191.8 14187.9 0.0111382 0.00111952 79850.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15057.8 14053.5 0.0111553 0.00110391 79591 0
: 76 Minimum Test error found - save the configuration
: 76 | 14915.1 13928.8 0.0111276 0.00110789 79842.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 14783.4 13800 0.0111708 0.00115352 79861.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14649 13673 0.0111614 0.00111581 79637.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14516.1 13548.1 0.0111422 0.00110261 79684.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14383.2 13426.6 0.0111408 0.00110168 79688.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14254.8 13303.7 0.0111375 0.00111099 79788.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14125.9 13182.4 0.011161 0.00111384 79624.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 13997.8 13062.6 0.0112296 0.00114879 79359.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 13871.2 12944.1 0.0111263 0.00110826 79855.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 13748.9 12822.8 0.0110727 0.00110179 80233.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13621.9 12706.1 0.0110806 0.00110765 80217.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13498.4 12591.6 0.011178 0.00113182 79632.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13378.6 12474.8 0.0111034 0.00111444 80088.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13255.5 12362.6 0.0111616 0.00111323 79614.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13137.6 12248.5 0.0112544 0.00114408 79127 0
: 91 Minimum Test error found - save the configuration
: 91 | 13017.4 12138.2 0.011122 0.00111592 79951.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 12900.8 12027 0.0112029 0.00112096 79349.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 12785.4 11915.1 0.0111568 0.00111048 79631.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12667.2 11808.1 0.0111225 0.00111022 79901.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12553.8 11700.4 0.0111765 0.00112477 79588 0
: 96 Minimum Test error found - save the configuration
: 96 | 12440.2 11594 0.0112754 0.00112588 78821.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12327.4 11489.2 0.0112239 0.00112285 79199.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12218.5 11381.8 0.0112734 0.00111819 78777.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12105.7 11278.4 0.0112896 0.00115976 78974.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 11997 11174.9 0.0112696 0.0011132 78767.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 11887.2 11074.2 0.0112565 0.00111801 78907.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 11779.5 10974.9 0.0111658 0.00111185 79570.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 11674.5 10873.8 0.0112411 0.00114448 79234.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11570.4 10771.9 0.0112491 0.00112588 79026.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11462.1 10676.1 0.0112251 0.00110737 79069 0
: 106 Minimum Test error found - save the configuration
: 106 | 11358.7 10580.5 0.0112063 0.00111139 79248.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11257.8 10482.7 0.0112239 0.00112698 79232.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11154.7 10387.6 0.0112721 0.00112555 78844.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11054.4 10292 0.0111822 0.00110871 79416.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 10953.6 10198.3 0.0111982 0.00111569 79345.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 10855.5 10103.8 0.01123 0.0011125 79070.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 10754.4 10014 0.0112614 0.00115136 79129.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10658.9 9921.71 0.0111893 0.00111207 79387.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10562.8 9829.49 0.0112825 0.00111436 78677.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10465.7 9739.89 0.0112794 0.00112626 78793 0
: 116 Minimum Test error found - save the configuration
: 116 | 10371.5 9650.03 0.0113449 0.00114039 78396.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10276.2 9562.46 0.0112481 0.00111239 78928.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10183.6 9474.71 0.0112781 0.00111924 78749.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10091.7 9387.01 0.0113678 0.00115479 78331.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 9997.88 9302.94 0.011255 0.00112037 78937.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 9908.64 9217.18 0.0112191 0.00111932 79209.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 9817.61 9133.49 0.0112431 0.00111756 79008.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 9729.27 9049.07 0.0113349 0.00113397 78423.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9641.2 8964.93 0.011227 0.00111561 79118.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9552.63 8882.89 0.0112293 0.0011195 79130.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9465.11 8802.15 0.0113631 0.00118098 78569.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9379.38 8721.55 0.0112561 0.00111696 78902.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9294.72 8640.39 0.0112288 0.00110361 79010.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9209.38 8561.04 0.0112092 0.0011149 79252.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9123.79 8484.9 0.0113226 0.00118589 78921.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9043.21 8405.44 0.0112427 0.00112075 79036.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 8960.2 8327.41 0.0112448 0.00111804 78998.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 8877.84 8251.06 0.0111999 0.0011035 79236.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 8797.05 8175.03 0.0112291 0.00116504 79490.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8716.1 8100.64 0.0112991 0.00112023 78594.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8637.43 8025.53 0.0112143 0.0011268 79305.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8557.53 7952.62 0.0111576 0.00111541 79664 0
: 138 Minimum Test error found - save the configuration
: 138 | 8481.11 7877.67 0.0112829 0.00116681 79081.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8401.42 7806.78 0.0111969 0.0011232 79414.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8327.25 7732.65 0.0112285 0.00112498 79180.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8249.13 7661.83 0.0112002 0.00111992 79362.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8174.04 7591.22 0.0112427 0.00112741 79088.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8098.97 7521.63 0.0112551 0.00111849 78922.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8025.96 7451.08 0.0111827 0.00111491 79461.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 7951.6 7382.42 0.0112455 0.00112808 79071.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 7878.31 7315.17 0.0111455 0.00112049 79800.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7806.41 7247.99 0.0111918 0.00114706 79644 0
: 148 Minimum Test error found - save the configuration
: 148 | 7736.65 7178.93 0.0112384 0.00114431 79254.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7664.66 7112.17 0.0112565 0.00112879 78990.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7593.62 7047.08 0.0111861 0.00111346 79423 0
: 151 Minimum Test error found - save the configuration
: 151 | 7524.47 6981.95 0.0112528 0.0011555 79229 0
: 152 Minimum Test error found - save the configuration
: 152 | 7454.12 6919.51 0.0113069 0.00112406 78563.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7387.78 6854.4 0.0112902 0.00111848 78649.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7319.99 6789.93 0.0112788 0.0011169 78725.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7251.37 6728.3 0.0112204 0.0011727 79620.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 7185.63 6665.86 0.0112454 0.00113071 79093 0
: 157 Minimum Test error found - save the configuration
: 157 | 7120.69 6602.49 0.0112515 0.00111727 78940.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7054.27 6541.19 0.0113175 0.00113029 78529.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 6989.54 6480.35 0.011397 0.00113997 77995.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 6925.03 6420.47 0.0113598 0.00113357 78230.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 6861.29 6361.26 0.0113627 0.00117114 78496 0
: 162 Minimum Test error found - save the configuration
: 162 | 6799.02 6301.51 0.0112774 0.00112334 78786.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6736.19 6242.78 0.0113284 0.00113025 78445.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6674.08 6184.8 0.0112669 0.0011231 78865.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6611.93 6128.4 0.0113248 0.00113334 78496.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6551.38 6072.15 0.0112909 0.00112119 78665.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6492.07 6014.66 0.0112483 0.00112485 79024.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6430.83 5960.07 0.01132 0.00113289 78530.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6372.33 5904.75 0.0112395 0.0011222 79072.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6314.69 5848.22 0.0112486 0.00110617 78876.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6255.01 5794.44 0.0113465 0.00116353 78562.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6198.75 5739.09 0.0113132 0.00111204 78422.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6140.99 5685.16 0.011256 0.00111927 78920.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6084.11 5631.94 0.0112895 0.00112346 78693.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6027.73 5579.62 0.0112759 0.00113446 78883.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 5971.51 5528.64 0.0113064 0.00111842 78524.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 5916.76 5477.6 0.01125 0.00113132 79061.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 5862.34 5426.72 0.0112707 0.00116234 79142.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5808.71 5375.45 0.0112652 0.0011301 78933.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5755.65 5324.03 0.0112459 0.00111147 78938.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5700.55 5275.66 0.0111521 0.00111761 79724.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5649.67 5225.47 0.0111552 0.00111543 79683.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5596.18 5177.07 0.0112945 0.00115034 78863.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5545.86 5127.44 0.0112236 0.00111543 79144 0
: 185 Minimum Test error found - save the configuration
: 185 | 5493.94 5079.36 0.0111937 0.00111215 79352.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5442.49 5032.68 0.011142 0.00111823 79810.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5392.15 4986.2 0.011233 0.00114354 79290.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5342.24 4940.3 0.0112261 0.00112276 79181.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5294.11 4893.24 0.011188 0.00111941 79455.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5244.13 4847.94 0.0112174 0.00111742 79208.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5196.08 4802.35 0.0112433 0.00112177 79039.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5147.74 4757.85 0.0113291 0.00112781 78421.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5099.93 4713.67 0.0111922 0.00111885 79417.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5053.64 4669.12 0.0111693 0.00111277 79550.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5006.01 4626.14 0.0112007 0.00111242 79299.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 4959.57 4583.66 0.0112562 0.00116867 79305.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 4916.15 4538.11 0.0112328 0.00112655 79159.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4868.12 4497.03 0.0111899 0.00111686 79420.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4822.88 4456.63 0.0111987 0.00111939 79370.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4780.31 4413.66 0.01122 0.00113741 79344.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4734.66 4373.28 0.0112016 0.00113452 79466.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4691.41 4332.41 0.0112265 0.00112324 79182.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4648.73 4291.09 0.0112624 0.00114323 79057.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4604.82 4251.77 0.0114901 0.00114774 77351.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4563.28 4211.29 0.0113419 0.00112473 78299.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4520.3 4172.6 0.0112447 0.00111907 79007.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4479.22 4133.72 0.0112641 0.00115082 79104.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4438.06 4094.6 0.0112849 0.00112427 78735.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4396.94 4056.44 0.0112332 0.00112221 79121.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4356.34 4018.52 0.0112194 0.00112419 79245.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4316.16 3981.47 0.0112346 0.00114108 79258.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4277.16 3943.85 0.0112646 0.00113196 78953 0
: 213 Minimum Test error found - save the configuration
: 213 | 4237.14 3907.58 0.0112124 0.00111555 79232.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4198.31 3871.08 0.0112261 0.00112371 79189 0
: 215 Minimum Test error found - save the configuration
: 215 | 4159.57 3835.57 0.0112428 0.00113113 79116.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4121.92 3799.02 0.011264 0.00112655 78915 0
: 217 Minimum Test error found - save the configuration
: 217 | 4083.89 3763.41 0.0111352 0.00111658 79851.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4045.81 3729 0.011168 0.00110525 79501 0
: 219 Minimum Test error found - save the configuration
: 219 | 4009.68 3693.47 0.0111673 0.00110922 79538.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 3973.04 3658.35 0.0112023 0.00112895 79417.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 3935.42 3625.24 0.0112186 0.00111686 79194.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 3900.63 3590.64 0.0112461 0.00111912 78997.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3864.57 3556.76 0.0112198 0.0011181 79194.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3828.79 3524.13 0.0111651 0.00111187 79576.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3793.52 3492.21 0.0113189 0.00114849 78659.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3759.52 3459.56 0.0112684 0.00112627 78879.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3725.66 3426.77 0.0112958 0.00114257 78792.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3690.9 3395.18 0.0112659 0.00114164 79018.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3657.36 3363.89 0.0112939 0.00113318 78735 0
: 230 Minimum Test error found - save the configuration
: 230 | 3624.25 3332.53 0.0112386 0.00111751 79043.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3591.16 3301.83 0.0112236 0.00111982 79178.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3559.13 3269.88 0.0113246 0.00118943 78932.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3525.6 3240.13 0.0112768 0.00112386 78795.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3494.36 3209.92 0.0112621 0.00112195 78894.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3461.63 3180.8 0.0112518 0.00111981 78958 0
: 236 Minimum Test error found - save the configuration
: 236 | 3431.23 3150.11 0.0113091 0.00113235 78610.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3399.26 3121.14 0.0112471 0.00111741 78975.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3368.36 3092.42 0.0112226 0.00111707 79164.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3337.69 3064.81 0.0112837 0.00115365 78973.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3307.86 3035.5 0.0112541 0.00112485 78978.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3277.59 3006.87 0.0112413 0.00111975 79039.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3248.05 2978.26 0.0112033 0.00112231 79357.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3217.75 2950.95 0.0112618 0.00114033 79040.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3188.97 2923.79 0.011276 0.00112509 78810.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3159.8 2896.19 0.0112959 0.00111999 78617 0
: 246 Minimum Test error found - save the configuration
: 246 | 3130.82 2869.51 0.011257 0.00112062 78923.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3102.33 2843.44 0.0112544 0.00117731 79388.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3074.58 2816.67 0.0112323 0.00110533 78997.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3046.22 2790.99 0.0112399 0.00110949 78970.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3019.17 2764.4 0.0112251 0.00111522 79130.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 2991.28 2738.74 0.0112187 0.00115253 79473.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 2963.75 2713.93 0.0112791 0.00112525 78787.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 2937.2 2688.69 0.0112173 0.00112588 79275.1 0
: 254 Minimum Test error found - save the configuration
: 254 | 2911.24 2663.07 0.0112025 0.00111635 79316.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2883.97 2638.99 0.0112322 0.00115744 79406.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2858.29 2614.16 0.011274 0.00113731 78921.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2832.13 2589.85 0.0112631 0.00112298 78894.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2806.55 2565.85 0.0112146 0.00111371 79201.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2781.06 2542.27 0.0111895 0.00114223 79623.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2755.5 2519.38 0.011321 0.00113281 78522.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2730.85 2496.07 0.0112586 0.00112271 78927.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2706.04 2472.81 0.0112995 0.00111737 78568.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2681.86 2449.95 0.0113514 0.00112229 78208 0
: 264 Minimum Test error found - save the configuration
: 264 | 2657.67 2426.81 0.0112794 0.00112383 78774.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2633.14 2404.47 0.0112673 0.00111493 78799.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2608.98 2382.96 0.0112338 0.00115413 79367.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2585.43 2361.48 0.0112927 0.00111761 78623.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2563.03 2338.5 0.0112895 0.0011246 78702.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2539.18 2316.98 0.0112353 0.00112102 79095.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2515.71 2296.18 0.0113036 0.00112953 78631.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2492.86 2275.71 0.0112758 0.00114555 78971.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2471.16 2253.49 0.0112844 0.00112994 78782.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2447.61 2233.52 0.0113361 0.00118085 78776.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2425.6 2213.83 0.0112397 0.00111973 79051.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2404.25 2192.59 0.0112716 0.00112944 78878.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2381.67 2172.61 0.0113416 0.00115084 78502.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2360.34 2152.31 0.0113873 0.0011301 77994.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2338.89 2132.39 0.0112187 0.00111644 79190.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2316.96 2113.51 0.011225 0.00111535 79132.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2296.01 2094.5 0.0113541 0.00113689 78299.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2275.38 2074.69 0.0110915 0.00113726 80367.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2254.35 2055.85 0.0113259 0.00111906 78379.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2234.03 2036.68 0.0112804 0.00112102 78744.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2213.31 2017.91 0.0112829 0.00112167 78730.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2193.12 1998.76 0.011288 0.00112426 78711.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2172.8 1980.64 0.0112881 0.00112061 78682.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2152.74 1962.47 0.0113317 0.00118522 78844.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2133.08 1944.36 0.0113005 0.00113113 78667.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2113.39 1926.57 0.0112912 0.00113216 78747.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2093.36 1909.69 0.0113234 0.00116475 78750.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2075.12 1891.31 0.0112851 0.00112338 78726.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2055.16 1874.67 0.0110524 0.00114163 80720.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2036.08 1857.66 0.0112691 0.00112571 78869.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2017.83 1840.69 0.0113322 0.00118376 78830.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 1999.17 1823.07 0.0113326 0.00111365 78285.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 1980.12 1806.71 0.0112439 0.00111615 78991.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 1961.48 1790.72 0.0112101 0.00112091 79292.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1943.54 1774.5 0.0113677 0.00117656 78499.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1925.33 1758.09 0.0114253 0.00112702 77682.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1907.59 1742.01 0.0114364 0.00117033 77926.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1889.97 1726.25 0.0112733 0.00115683 79079 0
: 302 Minimum Test error found - save the configuration
: 302 | 1872.07 1710.23 0.0113471 0.00112669 78274.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1855.1 1693.86 0.0113732 0.00117063 78411.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1837.45 1678.07 0.0113348 0.00113156 78406.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1819.82 1663.27 0.0112723 0.00112907 78870 0
: 306 Minimum Test error found - save the configuration
: 306 | 1802.86 1648 0.0114156 0.00122901 78534.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1785.94 1632.82 0.0112812 0.00112957 78804.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1768.9 1617.95 0.0113304 0.00113254 78447.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1752.92 1602.97 0.0113901 0.00117781 78336.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1735.83 1588.59 0.0113076 0.00112687 78579.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1719.33 1573.76 0.0113007 0.00112008 78580.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1702.9 1559.64 0.0113784 0.00119594 78566.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1686.88 1545.63 0.0113028 0.00112154 78575.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1671.06 1531.38 0.0112725 0.00111753 78779.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1655.21 1517.1 0.0112935 0.00117105 79032.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 1639.25 1503.65 0.0113429 0.00113542 78374.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1623.87 1489.45 0.0113149 0.00113175 78561 0
: 318 Minimum Test error found - save the configuration
: 318 | 1608.43 1475.39 0.0113707 0.00118044 78506 0
: 319 Minimum Test error found - save the configuration
: 319 | 1592.74 1462.37 0.0113439 0.0011233 78273.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1577.83 1448.76 0.0112503 0.00111865 78960.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1562.47 1435.8 0.0114008 0.00120794 78486.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1547.99 1422.5 0.011374 0.00112911 78087.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1532.95 1409.32 0.011301 0.00111812 78563.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1517.91 1396.51 0.0114138 0.00116097 78027.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1503.86 1383.44 0.0113582 0.00112108 78146.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1489.31 1370.57 0.0113288 0.001128 78425.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1474.77 1358.09 0.0114172 0.00113461 77801.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1460.62 1345.96 0.0112346 0.00106336 78653.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1447.25 1333.13 0.011286 0.00112087 78700.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1432.68 1320.73 0.011326 0.00112782 78445.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1419.32 1308.5 0.0112352 0.00112321 79114 0
: 332 Minimum Test error found - save the configuration
: 332 | 1405.34 1296.69 0.0111962 0.00112355 79423.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1392.07 1284.76 0.0111699 0.00111594 79570.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1378.59 1272.44 0.0113012 0.0011628 78907.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1364.95 1260.82 0.0112473 0.00112043 78998.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1352.05 1248.98 0.011169 0.00114348 79796.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1339.04 1237.23 0.0112681 0.00112655 78883.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1325.88 1225.71 0.0113482 0.00115221 78461.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1313.73 1213.83 0.0113109 0.0011278 78561.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1300.6 1202.04 0.0112942 0.00114809 78848 0
: 341 Minimum Test error found - save the configuration
: 341 | 1287.65 1191.61 0.0110517 0.00127054 81790.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1275.58 1180.49 0.0111814 0.00111147 79444.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1263.13 1169.54 0.0110731 0.00109524 80177.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1251.06 1158.75 0.010995 0.00109938 80844.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1238.69 1147.9 0.0111293 0.00112587 79972.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1227.05 1136.88 0.0109948 0.00110921 80925.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1214.96 1126.23 0.0110264 0.00111219 80692.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1203.68 1115.13 0.0109928 0.00111416 80982.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1191.37 1105.07 0.0110251 0.00106742 80339.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1180.22 1094.48 0.0106901 0.00106859 83146.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1168.41 1084.56 0.0107437 0.00107507 82741.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1157.41 1074.18 0.0106962 0.00106701 83080.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1146.31 1064.39 0.0106937 0.00106292 83066.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1134.96 1053.96 0.010687 0.00107508 83230 0
: 355 Minimum Test error found - save the configuration
: 355 | 1124.15 1044.04 0.0107159 0.00107422 82973.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1113.15 1034.3 0.0106917 0.00107347 83175.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1102.38 1024.41 0.0106668 0.00107259 83383.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1091.31 1014.71 0.0109552 0.00113546 81469 0
: 359 Minimum Test error found - save the configuration
: 359 | 1080.92 1005.2 0.0107192 0.00107213 82926.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1070.7 995.302 0.0106939 0.00105969 83037.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1059.7 986.033 0.01068 0.00106275 83183.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1049.7 976.623 0.0107292 0.00106824 82807.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1039.38 966.892 0.0106801 0.00105993 83158.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1029 957.576 0.0107864 0.00108893 82495.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1018.88 949.129 0.0107067 0.00106457 82969.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1009.01 939.559 0.0106979 0.00106632 83059.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 998.985 930.757 0.0106884 0.00106602 83139.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 989.406 921.886 0.0107102 0.00106403 82934.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 979.519 913.346 0.0106976 0.00107527 83139.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 969.876 904.3 0.0107227 0.00106851 82865.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 960.544 895.418 0.0107067 0.00107895 83093.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 951.3 886.403 0.0107115 0.00108907 83138.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 941.47 878.044 0.010736 0.00108834 82921.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 932.196 869.419 0.0106977 0.00106773 83074.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 923.098 861.137 0.0106723 0.00106202 83244 0
: 376 Minimum Test error found - save the configuration
: 376 | 914.246 852.315 0.0106884 0.00106599 83139 0
: 377 Minimum Test error found - save the configuration
: 377 | 904.778 844.316 0.0107378 0.00107615 82801.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 895.941 836.503 0.0107034 0.00107491 83086.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 887.286 828.264 0.0106917 0.0010677 83125.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 878.347 820.187 0.0107085 0.00108237 83106.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 869.545 812.263 0.0106788 0.00106188 83186.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 861.086 804.036 0.0106744 0.00105978 83206.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 852.326 796.648 0.010774 0.00107002 82440.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 844.222 788.325 0.0106922 0.00106473 83095.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 835.191 780.835 0.0107658 0.0010782 82579.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 827.356 772.845 0.0107234 0.00106257 82808.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 819.047 765.323 0.0107049 0.0010685 83019 0
: 388 Minimum Test error found - save the configuration
: 388 | 811.146 757.434 0.0107094 0.00106513 82950.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 802.497 750.402 0.0106997 0.0010661 83042.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 794.78 742.518 0.0106913 0.00106586 83112.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 786.866 735.958 0.0107497 0.00109121 82828.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 779.352 728.096 0.0107711 0.00108262 82572.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 771.092 720.479 0.0107744 0.00107106 82446.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 763.322 713.412 0.0106823 0.00105812 83123.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 755.608 706.084 0.01069 0.00106054 83078.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 748.153 699.183 0.0106714 0.00106643 83290 0
: 397 Minimum Test error found - save the configuration
: 397 | 740.419 692.253 0.0107071 0.0010785 83085.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 732.914 685.71 0.0106849 0.00106979 83202.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 725.913 678.178 0.0107172 0.00106257 82861.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 718.275 671.453 0.0106844 0.00106572 83171.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 711.138 665.499 0.010711 0.00106856 82966.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 704.252 658.514 0.0107952 0.00106901 82252.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 697.066 650.889 0.010762 0.00108017 82628.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 689.86 644.771 0.0106871 0.00107348 83215.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 682.74 638.461 0.0106984 0.00106271 83024.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 676.14 631.735 0.0107008 0.00106808 83050.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 669.138 624.825 0.0106887 0.00106892 83162.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 662.351 618.23 0.0107205 0.00108105 82992.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 655.588 612.495 0.0107099 0.00106886 82978.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 648.965 606.074 0.0106865 0.001059 83095.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 642.524 599.935 0.010746 0.00107004 82679.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 635.657 593.522 0.010709 0.00106578 82960 0
: 413 Minimum Test error found - save the configuration
: 413 | 629.501 587.65 0.0106978 0.00107453 83132.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 622.742 581.207 0.0106862 0.00106675 83164.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 616.381 575.274 0.0106812 0.0010629 83174.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 610.226 569.052 0.0106924 0.00106213 83071.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 603.85 563.359 0.0107033 0.00106971 83042.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 597.584 557.63 0.0106902 0.00106737 83135.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 591.402 551.323 0.0106998 0.00106256 83011.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 585.175 545.602 0.0106759 0.00106461 83235.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 579.414 539.972 0.0107647 0.00107773 82584.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 573.233 534.673 0.0107014 0.00106746 83039.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 567.495 529.293 0.010674 0.00105526 83170.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 561.744 523.661 0.0106853 0.00107053 83205.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 555.771 518.356 0.0106625 0.00106252 83333.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 550.065 512.83 0.0106836 0.00106186 83145.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 544.364 507.374 0.0106944 0.00106756 83100.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 539.009 501.93 0.0107082 0.00107078 83009.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 533.264 496.376 0.0107004 0.00106727 83046.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 527.82 491.113 0.0107789 0.0010815 82496 0
: 431 Minimum Test error found - save the configuration
: 431 | 522.133 485.545 0.010676 0.00106249 83215.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 516.992 480.816 0.0106613 0.00107373 83441.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 511.615 477.037 0.0107217 0.00106029 82804 0
: 434 Minimum Test error found - save the configuration
: 434 | 506.36 469.928 0.0107115 0.00106967 82972 0
: 435 Minimum Test error found - save the configuration
: 435 | 500.664 465.106 0.0106717 0.00106829 83304 0
: 436 Minimum Test error found - save the configuration
: 436 | 495.59 460.401 0.0106913 0.00107003 83149 0
: 437 Minimum Test error found - save the configuration
: 437 | 490.337 455.494 0.0107018 0.00106374 83004.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 485.27 450.298 0.0106813 0.00105662 83119.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 480.098 446.31 0.0108207 0.0010737 82076.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 475.575 440.756 0.0108351 0.00107221 81942.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 470.382 436.412 0.0106949 0.00106692 83091.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 465.447 431.248 0.0106803 0.00106508 83201.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 460.608 425.999 0.0106833 0.00105938 83126 0
: 444 Minimum Test error found - save the configuration
: 444 | 455.656 421.647 0.0107102 0.00107692 83045 0
: 445 Minimum Test error found - save the configuration
: 445 | 450.914 417.827 0.0106736 0.00107415 83337.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 446.338 412.376 0.0107081 0.00106463 82957.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 441.327 408.393 0.010671 0.0010637 83269.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 436.979 403.306 0.0107159 0.00106591 82901.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 432.288 399.296 0.0107681 0.00108273 82599 0
: 450 Minimum Test error found - save the configuration
: 450 | 427.783 395.578 0.0106933 0.00107787 83199.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 423.284 390.941 0.010687 0.00106227 83119.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 418.903 386.379 0.0106962 0.00107481 83147.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 414.615 382.243 0.0107005 0.00106057 82988 0
: 454 Minimum Test error found - save the configuration
: 454 | 410.291 377.608 0.0107008 0.00106295 83005.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 405.921 374.147 0.0107109 0.00105924 82887.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 401.441 369.755 0.0106776 0.00106873 83256.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 397.349 365.609 0.0106949 0.00106207 83049.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 393.29 361.53 0.0107247 0.00109073 83039.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 389.496 358.244 0.0107538 0.00106324 82554.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 384.951 353.622 0.0107007 0.00107794 83136.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 380.783 349.376 0.0107026 0.00107072 83057.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 376.858 345.907 0.0107227 0.00106001 82792.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 372.808 341.577 0.010681 0.00106442 83189.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 368.693 338.616 0.0106951 0.00106935 83110.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 364.991 334.065 0.0106817 0.00105265 83081.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 360.812 330.214 0.0106047 0.00104928 83722.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 356.994 326.561 0.0105721 0.00104929 84008.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 353.298 323.078 0.0105477 0.00104826 84215.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 349.617 319.086 0.0105704 0.00105203 84047.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 345.791 315.494 0.0105474 0.00104469 84186.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 342.037 312.459 0.0105631 0.00104955 84090.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 338.624 308.909 0.0106008 0.0010514 83774.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 334.907 305.004 0.0105722 0.00104755 83992.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 331.237 302.403 0.0105811 0.00104727 83911.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 327.653 298.472 0.0105787 0.00105131 83968.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 324.299 295.069 0.0105855 0.00105198 83914.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 320.712 291.36 0.0105848 0.00104774 83883 0
: 478 Minimum Test error found - save the configuration
: 478 | 317.128 288.162 0.0105709 0.00105576 84076.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 313.968 285.291 0.0106157 0.00105909 83711.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 310.505 281.453 0.0105749 0.00104891 83981.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 307.138 278.101 0.0105926 0.00105171 83849.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 303.501 275.694 0.0105857 0.00104862 83883.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 300.406 272.088 0.0105954 0.00105548 83858.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 297.202 269.139 0.0105629 0.00105395 84130.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 293.924 265.771 0.010558 0.00104727 84115.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 290.655 262.998 0.0106834 0.0010533 83072.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 287.443 260.119 0.0105907 0.00105318 83879.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 284.566 256.794 0.0105991 0.00105334 83806.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 281.3 254.867 0.0105738 0.00104785 83981 0
: 490 Minimum Test error found - save the configuration
: 490 | 278.515 250.713 0.0105619 0.00104653 84074.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 275.504 247.993 0.0105796 0.00104908 83940.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 272.29 245.713 0.0105922 0.00104847 83824.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 269.555 242.267 0.0105699 0.0010486 84022.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 266.359 239.526 0.0106254 0.00109074 83904.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 263.637 236.928 0.0106124 0.00105117 83671.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 260.609 234.014 0.010581 0.00105137 83949.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 257.95 231.218 0.0106311 0.00105045 83501.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 255.293 229.642 0.0106017 0.00105409 83791 0
: 499 Minimum Test error found - save the configuration
: 499 | 252.095 225.995 0.0106 0.00105129 83781.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 249.452 223.098 0.0105791 0.00104863 83941 0
: 501 Minimum Test error found - save the configuration
: 501 | 246.709 221.366 0.010585 0.00104754 83879.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 244.033 218.04 0.0106128 0.00105074 83664.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 241.205 215.585 0.0105814 0.00105833 84006.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 238.533 213.133 0.0105592 0.00104846 84115.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 236.383 210.333 0.0105768 0.00104717 83949 0
: 506 Minimum Test error found - save the configuration
: 506 | 233.497 208.279 0.0105679 0.00104829 84036.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 230.944 205.632 0.010667 0.00107351 83390.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 228.284 204.202 0.0107626 0.00107581 82586.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 226.074 200.547 0.0107219 0.00106025 82801.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 223.231 198.625 0.0107179 0.00106481 82875.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 221.085 196.211 0.0107263 0.00106561 82809.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 218.352 194.032 0.0106842 0.00106156 83137.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 216.357 192.176 0.0107 0.00107065 83079.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 213.718 189.826 0.0107408 0.00108184 82825 0
: 515 Minimum Test error found - save the configuration
: 515 | 211.466 187.894 0.0107031 0.00106651 83016.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 209.068 185.448 0.0107842 0.00107366 82384.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 206.909 182.716 0.0106699 0.00106289 83272.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 204.458 180.883 0.0107058 0.00106338 82967 0
: 519 Minimum Test error found - save the configuration
: 519 | 202.242 179.084 0.0107131 0.00107301 82986.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.025 176.518 0.0106803 0.00106256 83179.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 197.643 174.213 0.0107567 0.00107505 82630.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 195.517 172.398 0.0106932 0.00106646 83102 0
: 523 Minimum Test error found - save the configuration
: 523 | 193.319 170.463 0.0106904 0.00106599 83121.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 191.503 168.605 0.0106987 0.00106104 83007.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 189.72 167.702 0.010764 0.00107777 82591.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.321 164.525 0.0107067 0.00106037 82933 0
: 527 Minimum Test error found - save the configuration
: 527 | 184.957 162.762 0.0106863 0.00106392 83139.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 182.879 161.295 0.0106836 0.00106216 83147.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 180.801 158.596 0.0106862 0.00107322 83220.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.016 157.43 0.0106982 0.0010709 83096.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 176.769 155.019 0.0106848 0.0010579 83100.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 174.494 153.47 0.0107533 0.00107075 82623.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 172.662 152.081 0.0107574 0.00106585 82546 0
: 534 Minimum Test error found - save the configuration
: 534 | 170.669 150.54 0.0107423 0.00110223 82986.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 168.751 148.683 0.0107574 0.00106746 82560.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 166.787 146.082 0.0106969 0.00105879 83003.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 164.9 144.062 0.0106713 0.00106434 83273.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.083 143.482 0.010693 0.00106119 83058.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.424 141.327 0.0106766 0.00106192 83206.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.593 139.287 0.0106744 0.00106209 83226.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 157.378 138.04 0.0107136 0.00106374 82902.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 155.709 135.623 0.0106935 0.0010597 83041.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 153.783 134.295 0.0106957 0.00106703 83085.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 152.2 133.555 0.0107299 0.00107333 82845 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.269 131.554 0.0107188 0.00107925 82991.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.912 130.285 0.0107011 0.00106421 83014.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.054 128.632 0.0106921 0.00106567 83104.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.594 126.818 0.0106835 0.00105847 83116.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 143.622 125.15 0.0107096 0.00106166 82919.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 141.827 123.42 0.0106628 0.00106177 83324 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.245 122.391 0.0107057 0.00106136 82950 0
: 552 Minimum Test error found - save the configuration
: 552 | 138.48 120.537 0.0107 0.0010651 83031.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.23 119.512 0.0107255 0.00108206 82957.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.107 118.592 0.0107123 0.00107346 82997.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.852 115.916 0.0106991 0.0010663 83049.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.207 115.108 0.0106973 0.0010618 83026.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 130.391 113.238 0.0106679 0.00106215 83283.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 128.915 111.909 0.010704 0.00106335 82982 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.512 110.662 0.0107027 0.00106112 82974 0
: 560 Minimum Test error found - save the configuration
: 560 | 125.982 109.406 0.0106865 0.00106852 83177.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.451 108.102 0.010685 0.00107503 83246.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.237 106.784 0.0106979 0.00106153 83018.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.698 105.534 0.0107701 0.00106596 82438.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.211 104.547 0.0106711 0.00106024 83239.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.699 103.109 0.0106744 0.00106388 83241.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.337 101.253 0.0107091 0.00106517 82953.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.91 100.353 0.010664 0.00105971 83296.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.6 99.2453 0.0107154 0.00106658 82911.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.352 97.6882 0.0106932 0.00107282 83156.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.146 96.4509 0.0106714 0.00105852 83222 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.931 95.603 0.0106939 0.00106439 83077.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.596 94.1826 0.010768 0.00106168 82420.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.009 93.0443 0.0105666 0.00105442 84102.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.708 91.7654 0.0105842 0.00106036 83999.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.5 91.0104 0.0105638 0.00104659 84058 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.133 90.0626 0.0105968 0.00104781 83778.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.114 88.772 0.0105874 0.0010525 83901.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.914 88.1542 0.0105651 0.001048 84059.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.766 86.3968 0.0105896 0.00105054 83866 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.5676 85.0952 0.0105956 0.00104774 83788.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.2759 84.6997 0.0105552 0.00105172 84179.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.1349 83.2654 0.0106078 0.00105198 83718.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.2648 83.1246 0.0105812 0.00104651 83903.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.9321 82.2627 0.0105778 0.00105116 83974.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.0411 80.1102 0.0105845 0.00104979 83903.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.5194 79.4188 0.0105414 0.00104756 84265.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.4459 78.5104 0.0105571 0.00104787 84129.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.3297 77.3044 0.0105693 0.00104592 84003.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.2656 76.857 0.0105805 0.00104675 83912.2 0
: 590 | 88.8825 77.2145 0.0105302 0.001015 84075.7 1
: 591 Minimum Test error found - save the configuration
: 591 | 87.8884 75.2413 0.0105536 0.0010465 84147.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.5831 74.1156 0.010607 0.00104754 83686.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.3594 73.2604 0.0105428 0.00104851 84260.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.2172 71.9982 0.0106053 0.00105089 83730.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.1785 70.7707 0.0105682 0.00104797 84031.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.2289 69.9243 0.0105562 0.00104784 84136.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.3953 69.1263 0.0105563 0.00104775 84134.5 0
: 598 | 80.3143 69.7972 0.0105239 0.00101489 84130.6 1
: 599 Minimum Test error found - save the configuration
: 599 | 79.9212 67.6392 0.0105824 0.00104522 83882.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.6367 66.7437 0.0105831 0.00104837 83903.4 0
: 601 | 77.7141 67.0231 0.0105337 0.00101459 84041.4 1
: 602 Minimum Test error found - save the configuration
: 602 | 76.7757 65.1896 0.0105509 0.00105398 84237.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.2321 63.994 0.0105618 0.00104652 84075 0
: 604 | 75.002 63.9962 0.0105369 0.00101423 84010.3 1
: 605 Minimum Test error found - save the configuration
: 605 | 73.974 62.6496 0.0105764 0.00105274 84001.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.2102 61.5951 0.0105771 0.00105754 84037.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.2956 61.1778 0.0105726 0.00104606 83976 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.5645 60.5389 0.0105812 0.00104792 83916.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.5525 60.1999 0.0105636 0.00104962 84087.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.8024 59.1028 0.0105745 0.00105068 84000 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.9764 57.8148 0.0105543 0.00105022 84174.7 0
: 612 | 68.1524 58.062 0.0105298 0.00101396 84070.6 1
: 613 Minimum Test error found - save the configuration
: 613 | 67.5931 56.6745 0.0105673 0.00105737 84122.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.1349 55.8275 0.0105647 0.00104759 84059.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.0227 55.011 0.0105752 0.00104655 83957.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.3572 53.7659 0.0105742 0.00105135 84008.7 0
: 617 | 64.4872 54.0838 0.0105571 0.00101536 83841.7 1
: 618 Minimum Test error found - save the configuration
: 618 | 63.9821 52.7512 0.0105466 0.00104924 84234 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.077 52.4795 0.0105619 0.00105074 84112.1 0
: 620 | 62.0759 52.5489 0.01059 0.00101452 83546.6 1
: 621 Minimum Test error found - save the configuration
: 621 | 61.3993 51.8031 0.0105469 0.00105162 84252.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.6679 50.7491 0.0105655 0.00104643 84041.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.9954 49.9035 0.0105697 0.00105406 84072.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.2228 48.9264 0.0105726 0.0010472 83986.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.6967 48.6305 0.0105753 0.00104949 83982 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.624 47.6352 0.0106742 0.00110915 83638.2 0
: 627 | 56.969 48.3152 0.0105538 0.00101548 83872.1 1
: 628 Minimum Test error found - save the configuration
: 628 | 56.6435 47.1583 0.0106011 0.00105852 83834.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.7839 45.7048 0.0106224 0.001053 83600.1 0
: 630 | 55.3874 46.0002 0.0105909 0.00101791 83568.3 1
: 631 Minimum Test error found - save the configuration
: 631 | 54.8958 45.4184 0.0106162 0.00105201 83645.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.1572 44.4965 0.0105958 0.00104795 83788.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.4108 43.7595 0.0105875 0.00105054 83884.3 0
: 634 | 52.7075 44.2971 0.0105418 0.00101583 83980.6 1
: 635 Minimum Test error found - save the configuration
: 635 | 52.263 43.743 0.010569 0.00104624 84008.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.464 41.6556 0.0105963 0.00104993 83801.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.5993 40.8554 0.0105909 0.00105031 83852.1 0
: 638 | 50.1607 41.4752 0.0105463 0.0010151 83934.4 1
: 639 Minimum Test error found - save the configuration
: 639 | 49.5864 40.2061 0.0106071 0.00105072 83713.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.8628 39.4739 0.010603 0.00105083 83750.4 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.3192 39.248 0.0106411 0.00105609 83463.8 0
: 642 | 47.9261 39.3794 0.0105459 0.00101846 83967.7 1
: 643 | 47.2051 39.8136 0.010559 0.00102812 83938.1 2
: 644 Minimum Test error found - save the configuration
: 644 | 46.7453 37.8144 0.0105867 0.00104936 83880.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.9647 37.7404 0.0105759 0.00105037 83985 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.4562 37.2202 0.0105921 0.00104928 83832.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.1233 36.329 0.0105733 0.00104763 83983.5 0
: 648 | 44.3819 36.8787 0.0105467 0.00101439 83924.9 1
: 649 Minimum Test error found - save the configuration
: 649 | 44.0238 35.3557 0.0105877 0.00105221 83897.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.2793 34.7849 0.010581 0.00105024 83939.2 0
: 651 | 42.7956 35.3005 0.0105601 0.001024 83892.1 1
: 652 | 42.5513 35.7435 0.0105767 0.00101881 83700.6 2
: 653 Minimum Test error found - save the configuration
: 653 | 42.197 34.0232 0.0106192 0.00105719 83664.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.5582 32.8765 0.0105993 0.00104803 83758.3 0
: 655 | 41.1179 33.1541 0.010518 0.00101369 84172 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.4072 31.6717 0.0105805 0.00104919 83934.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.8421 31.0078 0.0105802 0.00105253 83965.8 0
: 658 | 39.6818 31.3602 0.0105345 0.00101628 84049.3 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.2206 30.1735 0.010598 0.00104829 83771.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.5894 30.1226 0.0105715 0.00104778 84001.1 0
: 661 | 38.2826 30.1253 0.0105482 0.00101634 83929.2 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.6273 29.4092 0.0106029 0.00105319 83772.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.1413 29.2863 0.0105733 0.00105001 84004.3 0
: 664 | 36.8316 29.3128 0.0105381 0.00101476 84004.5 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.5228 28.1104 0.0105953 0.00105349 83841.9 0
: 666 | 36.1563 28.2902 0.0105613 0.00101633 83813.9 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.796 27.8749 0.0106361 0.00105869 83529.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.1174 27.5411 0.0105809 0.00105109 83946.8 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.8134 26.4033 0.0105882 0.00104947 83869 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.2136 25.8784 0.0105907 0.0010472 83826.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.903 25.6543 0.0105789 0.00105015 83956.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.4336 24.9997 0.0105881 0.00105944 83957.3 0
: 673 | 32.7735 25.0415 0.0105326 0.00101501 84054.6 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.4712 24.441 0.0105532 0.00105275 84206.8 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.258 23.8802 0.0106271 0.0010783 83779.8 0
: 676 | 32.0096 23.958 0.0105518 0.00102281 83954.4 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.4426 23.3193 0.0106182 0.00105855 83684.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.2075 22.8665 0.0105887 0.00104982 83866.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.5969 22.051 0.0105871 0.00104902 83874.6 0
: 680 | 30.2105 22.3963 0.0105545 0.00101703 83880 1
: 681 | 29.9046 22.492 0.0107899 0.00102736 81946.1 2
: 682 Minimum Test error found - save the configuration
: 682 | 29.5451 21.6901 0.0107155 0.00107513 82984.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.3929 21.3677 0.0107424 0.0010608 82631.1 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.6764 20.593 0.0108694 0.00105607 81521.9 0
: 685 | 28.336 20.6653 0.0106978 0.00104099 82843.3 1
: 686 Minimum Test error found - save the configuration
: 686 | 27.8646 20.2602 0.0107104 0.00106713 82959.1 0
: 687 | 27.5781 20.2956 0.0107622 0.00104744 82348.7 1
: 688 | 27.2069 20.454 0.0106727 0.00102816 82948.2 2
: 689 Minimum Test error found - save the configuration
: 689 | 27.1036 19.802 0.0107124 0.0010771 83027.8 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.6238 19.4928 0.0107005 0.0010923 83262.4 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.3761 19.1004 0.0106902 0.00106 83071.7 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.8377 18.9633 0.0107263 0.00106901 82839.2 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.8425 18.8407 0.0106924 0.00107069 83145.1 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.5782 18.3963 0.010679 0.00107077 83261.5 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.9796 17.4759 0.0107131 0.00106744 82938.5 0
: 696 | 24.9626 17.4937 0.0106995 0.00105433 82943.2 1
: 697 | 24.4991 17.9781 0.0106774 0.00102712 82899 2
: 698 Minimum Test error found - save the configuration
: 698 | 24.0617 16.8815 0.0106927 0.00106586 83100.7 0
: 699 | 23.5399 17.0336 0.0106748 0.00102528 82905.9 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.5186 16.534 0.0107413 0.00107162 82733.2 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.062 16.2697 0.0107219 0.00106831 82870.4 0
: 702 | 22.8341 16.8121 0.0106585 0.00103137 83098.5 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.6834 16.133 0.0107017 0.00106057 82978.3 0
: 704 | 22.1647 16.4456 0.0106488 0.00102432 83121.5 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.9466 15.7137 0.0107184 0.0010772 82977 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.7004 15.0195 0.0107759 0.0010714 82435.8 0
: 707 | 21.2019 15.2689 0.0106528 0.00101849 83036.3 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.0427 14.7408 0.0108138 0.0010772 82164.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7129 14.1124 0.0107325 0.00106965 82791.6 0
: 710 | 20.4554 15.0789 0.010685 0.0010243 82809.6 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.1619 14.1113 0.0107011 0.00107874 83139.7 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.1216 13.5446 0.0106954 0.00107063 83118.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.5374 13.5345 0.0107579 0.00107043 82581.1 0
: 714 | 19.3733 13.8305 0.0106631 0.00102526 83005.7 1
: 715 | 19.2891 13.9443 0.0107158 0.00102943 82590 2
: 716 Minimum Test error found - save the configuration
: 716 | 18.9301 13.2318 0.0108109 0.00112652 82607.2 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.724 12.9691 0.0106174 0.00105506 83661.8 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.5289 12.5994 0.0105901 0.00105807 83927.4 0
: 719 | 18.4316 13.1063 0.010568 0.0010162 83754.1 1
: 720 | 18.5269 12.6754 0.0105648 0.0010603 84170.6 2
: 721 Minimum Test error found - save the configuration
: 721 | 18.1809 11.9229 0.0105564 0.00105393 84188.6 0
: 722 | 17.5156 12.0799 0.0105246 0.00101668 84140 1
: 723 | 17.1949 11.9997 0.0105473 0.00101671 83939.9 2
: 724 Minimum Test error found - save the configuration
: 724 | 17.0357 11.8241 0.0106005 0.00105634 83820.7 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.706 11.1609 0.0105859 0.00104834 83878.6 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.3384 10.9896 0.0105742 0.0010509 84004.9 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.2001 10.8616 0.0106041 0.00105867 83810.2 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.0421 10.7087 0.0105989 0.00105125 83790.5 0
: 729 | 16.1307 10.9011 0.0105773 0.00101999 83705.1 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.7983 10.3212 0.0106154 0.00104979 83633.2 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.4621 10.1325 0.0105994 0.00105184 83791.4 0
: 732 | 15.2051 11.1245 0.0105809 0.00101937 83668.7 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.1875 9.91856 0.0105847 0.00105033 83906.7 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.7727 9.62082 0.0107193 0.00107935 82988.2 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.7948 9.58788 0.010751 0.0010662 82604 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.4522 9.44519 0.0107234 0.00106243 82807.4 0
: 737 | 14.3048 9.49546 0.0107033 0.00103286 82726.7 1
: 738 | 14.0317 9.46892 0.010685 0.00103519 82903.4 2
: 739 Minimum Test error found - save the configuration
: 739 | 14.0321 9.00685 0.0107399 0.00108332 82845.3 0
: 740 | 14.253 9.25126 0.0106834 0.00101974 82784.4 1
: 741 | 13.6221 9.84984 0.0106828 0.00102722 82853.6 2
: 742 | 13.4785 9.65718 0.0107261 0.00102999 82506.9 3
: 743 Minimum Test error found - save the configuration
: 743 | 13.8437 8.48184 0.0107183 0.00107248 82937.4 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.2085 8.3406 0.0107435 0.00107121 82710.8 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.9343 7.9409 0.0107189 0.00106828 82896.1 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.7169 7.88709 0.010696 0.00106453 83061.3 0
: 747 | 12.6329 8.03597 0.0107124 0.00103073 82630.1 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.4538 7.70512 0.010704 0.00106819 83024 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.2628 7.10029 0.0107348 0.00106227 82708.2 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.0123 7.0327 0.0106989 0.00106518 83041.5 0
: 751 | 11.7917 7.14787 0.0107695 0.00107242 82499.4 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.7134 6.68623 0.0108416 0.00107404 81904.1 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.459 6.42581 0.0108106 0.00108406 82249 0
: 754 | 11.3445 6.97053 0.0108116 0.00103747 81848.5 1
: 755 | 11.4367 6.77313 0.0107044 0.00103008 82693.2 2
: 756 Minimum Test error found - save the configuration
: 756 | 11.4699 6.42485 0.0107398 0.0010791 82809.9 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.0516 6.22393 0.0106916 0.00106328 83087.9 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.8227 5.98843 0.0107119 0.00106557 82933.4 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.7912 5.72187 0.0107042 0.00107919 83117.1 0
: 760 | 10.6308 6.18264 0.0107257 0.00107119 82862.5 1
: 761 | 10.5719 5.94538 0.0106984 0.0010284 82730.3 2
: 762 Minimum Test error found - save the configuration
: 762 | 10.3784 5.62914 0.0105953 0.0010549 83854.2 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.2326 5.55599 0.0105987 0.00105368 83813.1 0
: 764 | 10.0814 6.05043 0.0105661 0.00101595 83767.9 1
: 765 Minimum Test error found - save the configuration
: 765 | 10.1077 4.63471 0.0105929 0.00105326 83861 0
: 766 | 9.76307 5.04856 0.0105847 0.00102142 83653.1 1
: 767 | 9.72758 5.05665 0.0105887 0.00102152 83619 2
: 768 | 9.7084 5.61733 0.0106679 0.00101861 82907.3 3
: 769 Minimum Test error found - save the configuration
: 769 | 9.56538 4.56166 0.0105861 0.00105296 83917.9 0
: 770 | 9.39179 5.00247 0.010621 0.00102272 83348.4 1
: 771 | 9.1688 5.01546 0.0105955 0.00102131 83557.7 2
: 772 Minimum Test error found - save the configuration
: 772 | 8.96578 4.19141 0.010628 0.00106043 83615.4 0
: 773 | 8.82994 4.46116 0.0105664 0.00101854 83788.4 1
: 774 | 8.92794 4.86743 0.0105659 0.00101579 83768.2 2
: 775 | 8.83894 4.70468 0.010581 0.00101793 83655 3
: 776 Minimum Test error found - save the configuration
: 776 | 8.69792 4.09218 0.0105965 0.00105658 83858 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.61961 3.80315 0.0106166 0.00105522 83670.1 0
: 778 | 8.79774 3.96081 0.0105581 0.00101886 83864.1 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.27966 3.45497 0.0106525 0.00105513 83356.6 0
: 780 | 8.29798 3.82643 0.0105723 0.00102019 83751.4 1
: 781 | 8.27051 4.09025 0.010604 0.00101817 83456.3 2
: 782 | 8.05621 3.52278 0.0105808 0.0010213 83686.4 3
: 783 Minimum Test error found - save the configuration
: 783 | 7.97463 3.42966 0.0106137 0.00105421 83686.7 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.83029 3.19409 0.0106491 0.0010589 83418.1 0
: 785 | 7.68072 4.04336 0.0105823 0.00102688 83721.7 1
: 786 | 7.79706 3.59105 0.010555 0.00101746 83879.5 2
: 787 | 7.68922 3.47025 0.0106714 0.00102501 82932.2 3
: 788 | 7.57609 3.47424 0.0105649 0.00101929 83808.2 4
: 789 | 7.47031 3.38907 0.0105689 0.00101737 83756 5
: 790 Minimum Test error found - save the configuration
: 790 | 7.36423 2.64745 0.0105905 0.0010596 83937.3 0
: 791 | 7.23291 2.93704 0.0105635 0.0010166 83796.7 1
: 792 | 7.22185 3.48849 0.0105271 0.00102152 84161.4 2
: 793 | 7.08133 2.84661 0.0105181 0.00101722 84203 3
: 794 | 6.97696 3.06172 0.0106446 0.00102002 83120.8 4
: 795 | 6.80947 3.23183 0.0105567 0.00101915 83878.9 5
: 796 Minimum Test error found - save the configuration
: 796 | 6.89444 2.6084 0.0106009 0.00105371 83794.1 0
: 797 | 6.82593 4.00866 0.0105819 0.00101672 83637.1 1
: 798 | 6.98732 2.87039 0.0105572 0.00101768 83862 2
: 799 | 6.84687 3.01199 0.0106062 0.00101898 83444.8 3
: 800 | 6.7776 2.77155 0.0105772 0.00101807 83690 4
: 801 Minimum Test error found - save the configuration
: 801 | 6.53306 2.51004 0.0105972 0.00105695 83855 0
: 802 | 6.31124 2.95824 0.0105843 0.00102534 83690.9 1
: 803 | 6.37343 3.67759 0.0105761 0.00101877 83705.4 2
: 804 | 6.17774 2.70179 0.0105745 0.00101517 83688.2 3
: 805 | 6.09863 3.06574 0.0105594 0.00101766 83842.3 4
: 806 Minimum Test error found - save the configuration
: 806 | 6.12607 2.33468 0.0106105 0.00105809 83748.2 0
: 807 Minimum Test error found - save the configuration
: 807 | 6.11077 2.30886 0.0107192 0.00105624 82790.8 0
: 808 | 6.03741 2.37352 0.0105659 0.00101956 83801.4 1
: 809 | 5.8669 2.51326 0.010594 0.00101973 83556.9 2
: 810 | 5.65262 2.90499 0.0105558 0.0010192 83887.3 3
: 811 | 5.68444 2.73244 0.0105721 0.00102381 83785.1 4
: 812 | 5.61394 2.54597 0.0105776 0.00101709 83677.7 5
: 813 | 5.71454 2.85215 0.0105597 0.00101978 83858.5 6
: 814 | 5.58735 2.41469 0.0106113 0.00106124 83769.1 7
: 815 | 5.42414 2.93725 0.010569 0.00101926 83772.2 8
: 816 | 5.49945 3.25482 0.0105615 0.00101918 83837.2 9
: 817 Minimum Test error found - save the configuration
: 817 | 5.57772 2.24088 0.0106402 0.0010671 83567.3 0
: 818 | 5.56687 2.91007 0.0106115 0.00106562 83805.4 1
: 819 | 5.54816 3.81438 0.0106418 0.0010194 83139.8 2
: 820 | 5.38634 2.53952 0.0106929 0.00102245 82725.9 3
: 821 | 5.15931 3.49744 0.0105905 0.00101972 83587.9 4
: 822 | 5.36837 2.64113 0.0107135 0.00102118 82539.5 5
: 823 | 4.99702 2.87482 0.0105994 0.00103003 83600.4 6
: 824 | 5.17641 3.17582 0.0105802 0.00102078 83686.9 7
: 825 | 5.06373 2.7214 0.0105824 0.00101806 83644.1 8
: 826 | 4.98141 3.32491 0.0106064 0.00103509 83582.7 9
: 827 | 4.69612 3.78243 0.0107787 0.00104747 82209.2 10
: 828 | 4.62212 2.98097 0.0106243 0.00102279 83320.4 11
: 829 | 4.86676 3.63611 0.0106516 0.00104936 83314.3 12
: 830 | 4.72598 3.67329 0.0106683 0.00101999 82916.1 13
: 831 | 4.89121 3.54114 0.0106031 0.00102197 83497.7 14
: 832 | 4.70607 3.16412 0.0105784 0.00101916 83689.1 15
: 833 | 4.67265 3.61689 0.0105703 0.00101953 83762.5 16
: 834 | 4.52608 3.7238 0.0106139 0.0010182 83370.4 17
: 835 | 4.56043 3.58252 0.0105891 0.00102029 83605 18
: 836 | 4.38561 3.30293 0.0106138 0.00103006 83474.3 19
: 837 | 4.29235 3.91494 0.010655 0.00103876 83192.3 20
: 838 | 4.34503 4.13278 0.0106036 0.00101949 83471.3 21
:
: Elapsed time for training with 1000 events: 9.13 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: 0.0112 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: 0.813 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.23874e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.01706e+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: 0.0326 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: 0.0358 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: 0.00135 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: 0.0949 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.877 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0194 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0024 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: 0.0364 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00414 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: 0.00184 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000308 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: 0.0947 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.887 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 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 : -0.847 0.293 8.87 2.05 | 3.179 3.200
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.238 0.438 2.19 1.29 | 3.382 3.370
: 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.