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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:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
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:1311
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: 0.258 sec
: Elapsed time for training with 1000 events: 0.261 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00308 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: 0.000736 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00494 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: 0.000191 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0012 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 = 31510.1
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33065.8 31132 0.010033 0.00100677 88630.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32551.3 30559.9 0.0102306 0.00100293 86695.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31826.1 29884 0.010237 0.0010034 86639.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31081 29255.9 0.010225 0.000997288 86695 0
: 5 Minimum Test error found - save the configuration
: 5 | 30373.5 28550.6 0.0102668 0.00102822 86593.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29557.7 27652.5 0.010275 0.00101809 86422 0
: 7 Minimum Test error found - save the configuration
: 7 | 28796.3 26964.8 0.0101479 0.000986897 87326.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28313.5 26576 0.01001 0.000973368 88528.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27954.7 26247.4 0.00999156 0.00100912 89062.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 27629.3 25948 0.00996498 0.000975198 88989.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27326.1 25666.3 0.00993803 0.000970038 89206.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27036 25398.3 0.00996688 0.000973697 88956.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26760.4 25136.1 0.00993317 0.000970128 89255.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26489.9 24883.3 0.00990174 0.000965438 89522.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26229.1 24635 0.00999798 0.000974189 88654.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25975.7 24389.9 0.00995618 0.000983969 89164.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25721.4 24155.8 0.0099663 0.000973718 88962.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25477.6 23924 0.00992864 0.000969208 89291.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25237.5 23695.5 0.010041 0.00101472 88630.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 24999.8 23472.2 0.00995106 0.000968937 89065.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24767.4 23251.8 0.00992043 0.000966408 89345.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24538.9 23033.7 0.00990337 0.000965898 89510.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 24312 22820 0.0100233 0.000972247 88387.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24087.4 22611.6 0.00993638 0.000963239 89154.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23869.4 22402.9 0.00990393 0.000967517 89521.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23650.4 22199.7 0.0100013 0.000992419 88800.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23440 21993.2 0.00993113 0.000968448 89259 0
: 28 Minimum Test error found - save the configuration
: 28 | 23226.4 21792.4 0.00992548 0.000969187 89322.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23016.4 21595.5 0.00993975 0.000967298 89161.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22812 21397.8 0.00993902 0.000970278 89198.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22605.4 21206.2 0.0099294 0.000967518 89267 0
: 32 Minimum Test error found - save the configuration
: 32 | 22403.8 21016.5 0.00992067 0.000970727 89386 0
: 33 Minimum Test error found - save the configuration
: 33 | 22207.3 20824.9 0.0100054 0.000976469 88604.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 22009.4 20636.7 0.0101553 0.00100102 87391.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 21810.4 20456.4 0.0101109 0.000981459 87628.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21619.3 20275.3 0.0100806 0.000976668 87873.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21429 20095.3 0.0100719 0.00101618 88341.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21241.1 19916.1 0.00995616 0.000990309 89227.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21053.8 19739.6 0.00998844 0.000989237 88896.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20870.2 19563.4 0.0100216 0.000969528 88377.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20684.3 19393.7 0.00997462 0.000966459 88808.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20503.6 19225.6 0.0100097 0.000973628 88533.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20327 19055.2 0.0100793 0.000985557 87972.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20149.9 18886.6 0.0101634 0.000982248 87134.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19974.4 18720.3 0.0100586 0.000981409 88133.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 19800 18557.2 0.0100147 0.000980828 88555.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19628.2 18395.9 0.0100547 0.0010015 88366.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19458.4 18236 0.0105019 0.00102242 84392.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19290.1 18078 0.0101233 0.00100381 87724.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19122.8 17922.5 0.0100671 0.000989047 88124.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18959.5 17766.3 0.0100794 0.000992868 88042.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18793.3 17616.2 0.0100309 0.000983537 88423.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18637.9 17458.7 0.0100285 0.00100659 88672.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18471.5 17311.9 0.0100787 0.000987938 88001.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18313.3 17165.1 0.0100207 0.000982057 88509.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18158.3 17009.8 0.0100454 0.000984668 88292.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17990.3 16852.3 0.010134 0.0010137 87716.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 17844.9 16698.3 0.0101522 0.000992808 87341.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17679.1 16567.8 0.0103135 0.00100079 85904.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17525.6 16415 0.0102915 0.000998828 86088.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17364.2 16257.1 0.0101788 0.0010132 87283.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17214.5 16108.9 0.0101887 0.000998749 87051.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 17058.6 15958.2 0.0105101 0.00126894 86568.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 16902.5 15807.6 0.0103578 0.00101674 85643.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16749.7 15668.1 0.0102542 0.00100369 86481.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16601.9 15523.3 0.0102355 0.00100323 86652.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16451.3 15388.1 0.0102859 0.00104091 86533.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16306.3 15247.6 0.0102339 0.00100744 86706.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16160.1 15108.5 0.0103834 0.00102465 85481.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16015.4 14969.3 0.0103694 0.00101013 85476.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 15869.4 14838.3 0.0102196 0.00100829 86849.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15730.1 14702.1 0.010218 0.00100411 86825.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15589.4 14563.2 0.0102279 0.0010076 86764.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15443.5 14433.2 0.0102695 0.00100552 86356.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15307.2 14298.7 0.0102601 0.00101898 86570 0
: 76 Minimum Test error found - save the configuration
: 76 | 15167.5 14167.7 0.0102705 0.00101235 86410.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15031.8 14035.3 0.010272 0.00104141 86668 0
: 78 Minimum Test error found - save the configuration
: 78 | 14894.6 13906.8 0.010248 0.00100555 86556.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14757.3 13781.2 0.0102517 0.00100691 86535.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14626.8 13653.2 0.0102394 0.0010106 86685.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14494.5 13526.6 0.0102525 0.00100848 86542 0
: 82 Minimum Test error found - save the configuration
: 82 | 14361.7 13403.8 0.0102845 0.00100686 86229 0
: 83 Minimum Test error found - save the configuration
: 83 | 14231.8 13282.8 0.0102277 0.00100531 86745.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14107.2 13158.1 0.0103758 0.00111528 86388.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 13974.7 13042.2 0.0102785 0.00100876 86302.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13853.2 12920.7 0.0102488 0.00100524 86547 0
: 87 Minimum Test error found - save the configuration
: 87 | 13726.3 12804.3 0.0102327 0.00100629 86707.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13601 12691.4 0.0103079 0.00102722 86201 0
: 89 Minimum Test error found - save the configuration
: 89 | 13481.8 12574 0.0102914 0.00101076 86200.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13361.5 12457.2 0.0105664 0.00100932 83707.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13239.4 12344.6 0.0102728 0.00101376 86402.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 13120.3 12232.5 0.0102736 0.00101151 86373.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13000.8 12123.9 0.010279 0.00100966 86306.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12885.4 12013.1 0.0103033 0.00101312 86112.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12769.5 11903.6 0.010306 0.00102288 86178.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12655.8 11793.6 0.0102851 0.00101133 86264.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12540.2 11686.6 0.0102894 0.00101273 86237.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12426.3 11582.1 0.010314 0.001024 86114 0
: 99 Minimum Test error found - save the configuration
: 99 | 12315.2 11477.6 0.010284 0.00101118 86273.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12206.4 11370.5 0.0105356 0.00104896 84328.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12093.7 11268.8 0.0106798 0.00109393 83456.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 11986.1 11165.8 0.0105577 0.00105774 84210.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11876.7 11065.9 0.0117018 0.00132388 77086.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11772 10963.1 0.0105472 0.00102963 84055.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11664.2 10864 0.0102775 0.00101301 86351.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11557.8 10767.4 0.0102991 0.00100961 86119.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11455.7 10668.3 0.0103053 0.00101789 86138.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11351.1 10572 0.0103431 0.00103611 85956.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11249.1 10475.8 0.0103283 0.00101409 85890.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11148.7 10378.6 0.0104284 0.00101909 85021.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11045.5 10286.1 0.010287 0.00101023 86237.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10948.3 10190.6 0.0102978 0.00101128 86146.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10846.8 10099.7 0.0103064 0.00101931 86141 0
: 114 Minimum Test error found - save the configuration
: 114 | 10749.8 10008.1 0.0103219 0.0010118 85928 0
: 115 Minimum Test error found - save the configuration
: 115 | 10654 9915.22 0.010308 0.00101408 86077.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10556.7 9824.58 0.0103358 0.00101837 85860.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10461.2 9734.77 0.0103875 0.00107186 85876.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10366.5 9645.9 0.0103749 0.00104069 85705.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10272.6 9557.87 0.0103192 0.00101114 85947.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10179.7 9470.55 0.0102971 0.00101104 86150.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10086.5 9385.62 0.0103035 0.00101103 86090.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9996.27 9299.55 0.0103114 0.00101658 86069.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9904.4 9216.32 0.0103156 0.00102415 86100.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9817.18 9129.88 0.0104609 0.00109633 85428 0
: 125 Minimum Test error found - save the configuration
: 125 | 9728.28 9044.2 0.0103161 0.00101672 86027.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9636.48 8964.5 0.010317 0.00101428 85996.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9550.97 8882.67 0.0102979 0.00101192 86151 0
: 128 Minimum Test error found - save the configuration
: 128 | 9464.16 8801.65 0.0104808 0.00105821 84902.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9378.69 8720.82 0.0103223 0.00102545 86050.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9292.66 8642.06 0.0103144 0.00101492 86026.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9208.61 8563.34 0.0103443 0.00101552 85755.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9126.96 8482.35 0.0103237 0.00101387 85930.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9041.82 8405.38 0.0103336 0.00101984 85894.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8959.51 8329.4 0.0103027 0.00101328 86119.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8878.33 8253.34 0.0103184 0.0010142 85982.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8798.44 8176.78 0.0102943 0.00101112 86177 0
: 137 Minimum Test error found - save the configuration
: 137 | 8718.29 8101.09 0.0103516 0.00101964 85726.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8639.45 8025.49 0.010351 0.0010378 85899.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8559.57 7952.3 0.0103247 0.00101598 85941.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8481.54 7880.02 0.0103211 0.00101795 85992.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8404.21 7808.43 0.0103736 0.00102581 85581.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8328.75 7735.71 0.0103656 0.00103127 85705.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8252.54 7664.08 0.0103806 0.00102012 85465.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8176.13 7595.04 0.0103374 0.00101425 85807.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8102.36 7525.14 0.0104011 0.00102383 85312.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8029.81 7454.11 0.0104111 0.00103202 85296.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 7955.07 7385.75 0.0104271 0.00102184 85058.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7881.96 7318.83 0.0106573 0.00105527 83316.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 7810.95 7250.95 0.0104059 0.00102714 85298.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7739.92 7183.44 0.0107913 0.00135382 84768 0
: 151 Minimum Test error found - save the configuration
: 151 | 7668.8 7117.09 0.0106729 0.00109586 83533 0
: 152 Minimum Test error found - save the configuration
: 152 | 7599.06 7050.96 0.0108864 0.00103 81165.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7528.72 6986.8 0.0107435 0.00112948 83212.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7460.82 6921.97 0.0105243 0.00104263 84373.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7392.06 6858.53 0.010751 0.0010651 82593.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7324 6796.23 0.0104468 0.0010237 84898 0
: 157 Minimum Test error found - save the configuration
: 157 | 7258.26 6732.75 0.0106369 0.00109156 83810.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7191.49 6670.32 0.010661 0.00107673 83469.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7124.51 6610.56 0.0106952 0.00105344 82972.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7061.75 6547.42 0.0105595 0.00103898 84028.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 6996.58 6485.73 0.0104223 0.0010211 85095.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 6930.47 6427.66 0.0108824 0.001087 81671.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6869.03 6367.04 0.0105969 0.00111575 84377.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6805.67 6307.6 0.0108689 0.00115136 82325.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6743.11 6249.03 0.0105097 0.00103507 84435.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6680.19 6192.5 0.0104819 0.00104122 84740 0
: 167 Minimum Test error found - save the configuration
: 167 | 6620.24 6134.82 0.0106612 0.00106146 83335.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6559.95 6076.73 0.010723 0.00103913 82611.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6498.39 6021.45 0.0106714 0.00106578 83284.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6439.65 5965.09 0.010571 0.00102895 83839.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6380.36 5909.58 0.010571 0.00106905 84193.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6321.54 5854.76 0.0107021 0.00103815 82782.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6262.94 5801.34 0.0108658 0.00103087 81342.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6206.45 5746.77 0.010569 0.00102752 83844.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6148.64 5693.8 0.0105186 0.00104051 84405.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6092.2 5641.27 0.0107222 0.00107996 82968.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6035.94 5589.23 0.0109679 0.00110181 81085.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 5980.59 5537.86 0.0106899 0.00102791 82799 0
: 179 Minimum Test error found - save the configuration
: 179 | 5926.62 5484.87 0.0103553 0.00102052 85700.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5871.4 5433.5 0.0103747 0.00102527 85567.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5816.13 5384.19 0.0104572 0.00107113 85232.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5763.66 5333.75 0.0108177 0.00103121 81745.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5711.01 5283.04 0.0104875 0.00102207 84517.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5657.23 5234.78 0.0106864 0.00103164 82860.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5606.31 5184.97 0.0109868 0.00103215 80364.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5554.21 5136.44 0.0105372 0.00102889 84136.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5502.47 5088.57 0.0106685 0.00107326 83374.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5451.27 5042.52 0.0105091 0.00102993 84395.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5402.54 4993.99 0.0104848 0.00102682 84584.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5351.76 4947.57 0.0105279 0.00105818 84479.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5302.66 4901.33 0.010577 0.00102941 83790.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5253.58 4855.82 0.0106322 0.00103035 83317.5 0
: 193 Minimum Test error found - save the configuration
: 193 | 5204.94 4810.63 0.0105318 0.00108669 84699.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5156.83 4766.6 0.0105628 0.00106457 84226 0
: 195 Minimum Test error found - save the configuration
: 195 | 5109.91 4721.43 0.0106799 0.00111143 83607.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5062.83 4676.9 0.0106889 0.0010533 83025.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5015.3 4633.8 0.0107664 0.0010672 82481 0
: 198 Minimum Test error found - save the configuration
: 198 | 4969.33 4591.11 0.0117791 0.00114855 75254.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 4923.82 4547.95 0.0106334 0.00105284 83502.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4878.65 4505.41 0.0109569 0.00109634 81131.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4833.26 4463.11 0.0109018 0.00104109 81129.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4788.18 4422.49 0.010522 0.00103164 84296.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4744.71 4381.49 0.0107067 0.00104374 82790.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4701.53 4339.54 0.011156 0.00106909 79310.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 4657.33 4300.07 0.01073 0.00108991 82987 0
: 206 Minimum Test error found - save the configuration
: 206 | 4615 4259.72 0.0107924 0.00112486 82751.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4572.5 4219.8 0.0105148 0.0010598 84611 0
: 208 Minimum Test error found - save the configuration
: 208 | 4530.17 4180.86 0.0105548 0.00103944 84074.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4488.25 4142.5 0.0119971 0.00109115 73354.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4448.04 4102.84 0.0106323 0.00108248 83771.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4406.43 4064.64 0.0105289 0.00104177 84325.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4365.53 4027.45 0.0105317 0.00106473 84504.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4325.45 3990.48 0.010588 0.00106675 84022.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4286.93 3952.15 0.0106467 0.00103103 83197.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4246.27 3915.98 0.0107148 0.00106832 82931.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4208.05 3879.12 0.0106438 0.00105762 83453.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4169.19 3843.13 0.0104859 0.00104476 84735.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4130.89 3807.64 0.0107479 0.00105162 82505.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 4093.24 3771.97 0.0107321 0.00109256 82991.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4055.81 3736.62 0.0107264 0.00108669 82990.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4018.19 3702.23 0.0105142 0.00107772 84777.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3982.19 3667.24 0.0107776 0.00117526 83313.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3944.99 3633.43 0.0107134 0.00106542 82918.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3909.84 3598.74 0.0106656 0.00104577 83161.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3873.29 3565.75 0.0106189 0.00106118 83701.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3837.54 3533.3 0.0105706 0.00103638 83908.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3803.44 3500.32 0.0106354 0.00106995 83634.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3768.38 3467.89 0.0104968 0.00103367 84538.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3734.4 3435.5 0.0103963 0.00103674 85474 0
: 230 Minimum Test error found - save the configuration
: 230 | 3699.64 3404.28 0.0104024 0.00102403 85302.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3666.6 3372.65 0.0103971 0.00102483 85357.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3634.05 3339.33 0.0104787 0.00105192 84864.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3599.46 3309.15 0.0105847 0.00102842 83714.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3567.1 3278.58 0.0109682 0.00105132 80670.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3534.8 3247.96 0.010468 0.00104709 84917.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3502.95 3217.09 0.0104673 0.00103108 84780 0
: 237 Minimum Test error found - save the configuration
: 237 | 3470.61 3187.54 0.0107284 0.00105139 82670 0
: 238 Minimum Test error found - save the configuration
: 238 | 3439.02 3158.41 0.0104578 0.00102126 84776.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3407.98 3129.08 0.0103959 0.00102265 85349.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3377.12 3099.79 0.0104434 0.00103042 84989.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3345.96 3071.27 0.0104166 0.00106565 85552.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3316.08 3042.56 0.0107561 0.0010373 82315 0
: 243 Minimum Test error found - save the configuration
: 243 | 3285.68 3014.39 0.0104312 0.00103304 85122.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3256.17 2986.08 0.0104117 0.00102382 85216.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3225.9 2958.63 0.0105453 0.00105475 84294.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3196.78 2931.37 0.0104612 0.00102736 84800.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3168.28 2903.31 0.0105057 0.00104592 84568.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3138.73 2877.23 0.0104738 0.00103983 84800.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3110.19 2851.08 0.0115515 0.00103499 76070.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3082.42 2824.43 0.0103941 0.00102987 85431.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3053.98 2798.67 0.010729 0.00106205 82756.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3026.91 2771.78 0.0108986 0.00105775 81293.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 2999.61 2745.47 0.0104929 0.00103152 84554.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2972.08 2720.01 0.0103707 0.00102746 85623 0
: 255 Minimum Test error found - save the configuration
: 255 | 2944.61 2695.76 0.0107221 0.00103902 82618 0
: 256 Minimum Test error found - save the configuration
: 256 | 2918.49 2670.04 0.0103972 0.00102278 85338.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2891.5 2645.77 0.0103758 0.00102345 85540 0
: 258 Minimum Test error found - save the configuration
: 258 | 2865.88 2620.67 0.0103979 0.00102159 85321.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2839.43 2596.48 0.0103916 0.00102448 85405.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2813.54 2573.33 0.0104526 0.00102852 84889.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2788.01 2549.87 0.0103916 0.00102367 85397.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2763.74 2525.1 0.0104568 0.00103082 84872.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2738.33 2501.46 0.0103902 0.0010214 85390.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2712.94 2478.97 0.0103887 0.00102506 85436.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2688.4 2456.52 0.0104141 0.00103983 85339.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2664.68 2433.39 0.0103839 0.00102206 85453.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2640.39 2410.59 0.0103851 0.00102299 85451 0
: 268 Minimum Test error found - save the configuration
: 268 | 2616.24 2388.74 0.0104055 0.00102169 85253.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2592.84 2366.42 0.0103898 0.00102063 85386.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2569.1 2344.57 0.0103574 0.00101793 85658 0
: 271 Minimum Test error found - save the configuration
: 271 | 2545.27 2323.55 0.0103649 0.00102168 85623.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2522.88 2301.95 0.0103551 0.00101992 85697.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2499.89 2281.29 0.0104129 0.00103586 85314.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2477.17 2259.72 0.0103843 0.00102217 85450.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2454.71 2238.91 0.01041 0.00104063 85384.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2432.28 2218.53 0.0103705 0.00101835 85541.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2409.9 2198.64 0.0103649 0.00101951 85603.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2388.67 2177.99 0.0103602 0.0010157 85611.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2366.56 2157.91 0.0103617 0.00101749 85614.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2344.84 2138.3 0.0103551 0.00102106 85707.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2323.37 2119.07 0.0103563 0.0010188 85675.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2302.75 2099.34 0.010463 0.00103238 84830.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2281.48 2079.67 0.0103982 0.00102189 85321.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2260.69 2060.51 0.0103667 0.0010187 85579.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2239.74 2041.66 0.0103921 0.00103528 85498.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2218.9 2023.32 0.0103577 0.00101903 85665.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2199.06 2004.36 0.0104698 0.00111479 85515.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2178.82 1985.79 0.0105372 0.00103481 84188.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2158.31 1968.08 0.0104056 0.00102 85236.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2139.08 1949.76 0.0104603 0.00103679 84893.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2119.2 1931.63 0.0104161 0.00102868 85220.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2099.31 1914.16 0.0104651 0.00104746 84947.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2080.33 1896.9 0.0104279 0.0010257 85086.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2060.61 1880.19 0.0103959 0.00102093 85334 0
: 295 Minimum Test error found - save the configuration
: 295 | 2042.22 1862.72 0.010434 0.00104144 85173.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2022.94 1845.61 0.0103659 0.00102103 85608.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2004.33 1828.39 0.0104067 0.00102071 85233.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1985.78 1811.33 0.0103891 0.00102206 85405.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1967.13 1794.8 0.0105426 0.00105089 84283.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1948.58 1779.15 0.0104407 0.00102116 84930 0
: 301 Minimum Test error found - save the configuration
: 301 | 1930.58 1762.48 0.0104647 0.00102727 84769.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1912.87 1745.94 0.0105197 0.00102654 84270.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1894.76 1730.1 0.0104201 0.00102302 85132.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1877.12 1714.84 0.0104422 0.00102225 84926 0
: 305 Minimum Test error found - save the configuration
: 305 | 1859.5 1699.09 0.0104 0.00103916 85462 0
: 306 Minimum Test error found - save the configuration
: 306 | 1842.64 1682.77 0.0104019 0.00102119 85281.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1824.86 1668.02 0.0106079 0.00103539 83572.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1807.8 1652.03 0.0103804 0.00101907 85458.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1790.22 1637.68 0.0104563 0.00103017 84870.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1773.87 1622.51 0.0104313 0.00103873 85173.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1757.19 1607.45 0.0106223 0.0012152 85041.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1740.75 1593.3 0.0104128 0.0010227 85196.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1724.42 1577.73 0.0104313 0.00102393 85039.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1707.52 1563.67 0.0104131 0.00102878 85248.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1691.72 1549.29 0.0104432 0.00104847 85153.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1675.65 1534.87 0.010602 0.00104134 83676.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1659.68 1521.36 0.0104286 0.00102052 85032.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1644.02 1507.83 0.0105021 0.00103493 84502.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 1628.77 1493.24 0.0103982 0.00102287 85330 0
: 320 Minimum Test error found - save the configuration
: 320 | 1613.06 1479.58 0.0104865 0.00102812 84580.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1596.83 1466.54 0.01048 0.0010598 84923.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1581.78 1453.76 0.0107289 0.00108802 82980.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1567.76 1439.74 0.0104272 0.00102756 85109.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1551.88 1426.58 0.0103952 0.00102456 85373.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1537.36 1412.92 0.0104135 0.00104665 85407.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1522.28 1400.17 0.0104017 0.00102518 85319.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1507.99 1387.43 0.0104789 0.00104448 84796.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1493.61 1374.38 0.0104276 0.00102406 85074.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1479.54 1361.15 0.0103897 0.00102173 85397 0
: 330 Minimum Test error found - save the configuration
: 330 | 1464.76 1348.84 0.0104306 0.00103405 85137.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1450.87 1336.45 0.0104179 0.00103924 85300.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1436.96 1324.37 0.0103982 0.00102288 85330.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1423.18 1312.42 0.0103946 0.00102104 85346.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1409.63 1300.36 0.0103886 0.00101922 85384.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1396.08 1287.88 0.0104361 0.00104104 85151 0
: 336 Minimum Test error found - save the configuration
: 336 | 1382.51 1276.25 0.0105318 0.00103353 84225.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1369.26 1264.03 0.0105819 0.00102103 83674.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1356.2 1252.12 0.0103908 0.0010192 85364.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1342.77 1241.06 0.010466 0.00103061 84786.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1330.53 1230.05 0.0104047 0.00102091 85253.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1317.78 1217.8 0.0104428 0.00102282 84926.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1304.97 1206.42 0.0105771 0.00104835 83956.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1291.87 1195.03 0.0104582 0.00102802 84834 0
: 344 Minimum Test error found - save the configuration
: 344 | 1279.46 1183.73 0.010404 0.00102236 85273.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1266.77 1172.98 0.0104484 0.00104338 85060.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1254.87 1161.96 0.0104022 0.00102248 85290 0
: 347 Minimum Test error found - save the configuration
: 347 | 1242.6 1151.48 0.0104318 0.00102273 85024.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1230.78 1140.2 0.0104016 0.00101962 85269.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1218.85 1129.39 0.0104157 0.00102379 85179.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1206.92 1119.02 0.0104333 0.00103782 85147.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1195.06 1108.84 0.0104019 0.00103054 85366.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1183.75 1098.04 0.0104033 0.00102054 85262.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1172.34 1087.52 0.010418 0.00102299 85151.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1160.74 1077.94 0.0104267 0.00103789 85207.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1150.07 1068.26 0.0104613 0.00104041 84918 0
: 356 Minimum Test error found - save the configuration
: 356 | 1138.86 1058.14 0.0104144 0.0010243 85195.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1127.25 1047.55 0.0104137 0.00102148 85176.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1116.55 1037.37 0.0104335 0.00102345 85015.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1105.55 1027.3 0.0106799 0.00103298 82928.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1095.09 1017.26 0.010402 0.00102037 85273.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1083.87 1008.17 0.0107263 0.00111034 83195.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1073.73 998.31 0.0104886 0.00102731 84554.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1063.32 988.863 0.0104151 0.00102478 85194.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1052.73 979.342 0.0104482 0.00102411 84888.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1042.16 970.263 0.0105654 0.00102946 83893 0
: 366 Minimum Test error found - save the configuration
: 366 | 1032.42 960.655 0.0105092 0.00102413 84343.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1022.12 951.494 0.0103957 0.00101927 85320.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1011.66 943.003 0.0103945 0.00102321 85367.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1002.22 933.952 0.0104239 0.00102639 85128.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 992.648 924.462 0.0105205 0.00104258 84406.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 982.739 915.478 0.0104483 0.00104779 85101.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 972.92 906.791 0.0104064 0.00102628 85286.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 963.36 898.214 0.0103822 0.00102032 85453.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 953.984 889.599 0.0105473 0.00114914 85123.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 944.826 880.664 0.0104691 0.00102625 84720.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 935.303 872.285 0.0104179 0.00102455 85166.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 925.95 864.489 0.010442 0.00106407 85306.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 916.932 855.918 0.0104687 0.00102808 84740.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 908.26 847.23 0.01038 0.00102531 85518.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 899.039 839.056 0.0104584 0.00102651 84819 0
: 381 Minimum Test error found - save the configuration
: 381 | 889.848 830.894 0.0105174 0.00104443 84450.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 881.162 823.375 0.0104894 0.00103086 84579.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 872.924 814.57 0.0104241 0.00102477 85112.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 864.386 807.226 0.010463 0.00107055 85175.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 855.568 799.445 0.010541 0.00104718 84265.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 847.162 790.817 0.0104676 0.00102724 84742.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 838.248 783.256 0.0104748 0.00102965 84699.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 830.085 775.94 0.0106656 0.00115897 84152 0
: 389 Minimum Test error found - save the configuration
: 389 | 821.746 768.007 0.0106065 0.00103196 83554.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 813.798 760.176 0.0106391 0.00102444 83205.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 805.654 752.434 0.0103964 0.0010213 85332.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.442 745.046 0.0104367 0.00102735 85022.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 789.256 737.846 0.0104694 0.0010657 85072.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.343 730.88 0.0106058 0.00104881 83708.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 773.736 723.688 0.0105059 0.00102652 84394.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 766.39 716.161 0.0104389 0.00105678 85268.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 758.171 708.878 0.010472 0.00102621 84693.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 750.947 701.73 0.0103838 0.00101793 85416.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 743.285 694.426 0.0103957 0.00102402 85364 0
: 400 Minimum Test error found - save the configuration
: 400 | 735.797 687.351 0.0104277 0.00102316 85065.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 728.151 681.044 0.0105318 0.00103003 84194.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 721.025 673.966 0.0105135 0.0010316 84370.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.641 667.076 0.0105517 0.00104188 84123.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 706.668 660.268 0.0105903 0.00107872 84108.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 699.359 653.272 0.0104766 0.00103145 84699.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 692.041 646.94 0.0104578 0.00102185 84782 0
: 407 Minimum Test error found - save the configuration
: 407 | 685.468 640.7 0.0104094 0.00102253 85225.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 678.483 633.71 0.0104066 0.00102143 85241 0
: 409 Minimum Test error found - save the configuration
: 409 | 671.378 627.393 0.0104695 0.0010264 84717.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.696 620.863 0.0103965 0.00102052 85324.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 658.066 614.735 0.0104344 0.00102199 84994 0
: 412 Minimum Test error found - save the configuration
: 412 | 651.563 608.117 0.0104565 0.00102583 84829.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 644.556 602.066 0.0104542 0.00102652 84856.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 638.09 595.436 0.0104622 0.00104092 84913.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.273 590.025 0.0103827 0.00101664 85415.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 625.197 583.688 0.0105031 0.00104393 84574.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.661 577.523 0.0103963 0.00102379 85355.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 612.392 571.073 0.0105395 0.00103076 84133.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 606.097 565.591 0.0105127 0.00103331 84393.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 600.116 559.406 0.0104151 0.0010265 85209.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 593.878 554.454 0.0105357 0.0010303 84163 0
: 422 Minimum Test error found - save the configuration
: 422 | 587.543 548.584 0.0106001 0.00102775 83574.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.487 542.259 0.0104224 0.00103184 85192.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.297 536.627 0.0105305 0.00112981 85100 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.729 531.008 0.0105515 0.00103628 84075.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.582 525.508 0.010484 0.00102796 84601.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 558.176 519.24 0.0104404 0.00102553 84972.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.839 513.975 0.0104474 0.00103396 84985.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 546.253 509.002 0.0104261 0.00102245 85073.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.666 503.838 0.0103783 0.00102008 85486.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 535.229 497.52 0.0103969 0.00102276 85341.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 529.478 492.268 0.0105499 0.00105155 84224.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.795 487.621 0.0106384 0.00102987 83259 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.495 482.104 0.0105056 0.00104386 84551 0
: 435 Minimum Test error found - save the configuration
: 435 | 513.422 477.14 0.0104219 0.00102132 85100.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.638 471.639 0.0104208 0.00103234 85210.9 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.422 467.116 0.0104139 0.00102127 85173.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 497.307 462.532 0.0103978 0.0010184 85293.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 492.165 456.895 0.0104024 0.00101573 85227.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.987 451.911 0.0104008 0.00102071 85287.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 482.055 447.034 0.0105141 0.00103225 84371.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 477.143 442.656 0.0105277 0.00102602 84195.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 472.014 437.198 0.010399 0.00103265 85411.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.936 432.596 0.0104757 0.00105972 84962.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.922 428.8 0.010477 0.00110391 85350.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.654 424.41 0.0103998 0.00101968 85287.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 453.081 419.005 0.010395 0.00102428 85372.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.88 414.657 0.0103927 0.00102249 85376.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 443.022 409.91 0.010383 0.00101871 85431.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.516 405.646 0.0103986 0.00102123 85312.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 434.014 401.222 0.0106556 0.00103288 83136.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 429.167 396.394 0.0105642 0.00104277 84021.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.686 391.81 0.0104645 0.00102754 84773.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 420.246 387.891 0.0105352 0.00104877 84330.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.924 383.313 0.0107753 0.0010494 82254.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.452 379.294 0.0105097 0.00105319 84597.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 407.128 374.987 0.0104333 0.00104246 85189.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 403.024 370.976 0.0104071 0.00101894 85213.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.523 366.772 0.0104567 0.00102779 84845.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.407 363.389 0.010411 0.00102381 85222.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.473 358.743 0.0108857 0.00111554 81882.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.107 354.659 0.010584 0.00103196 83751.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 382.195 351.603 0.0104521 0.00102435 84856.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.78 346.904 0.0104418 0.00104167 85105.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.969 343.038 0.0104254 0.00102759 85126.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.735 339.262 0.0105556 0.0010399 84071.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.823 335.786 0.0104214 0.00102222 85113.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.182 331.697 0.010424 0.00102169 85085 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.363 327.566 0.0104041 0.00102837 85326.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.327 323.993 0.0105037 0.00103137 84456.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.587 320.615 0.0105078 0.00104263 84520 0
: 472 Minimum Test error found - save the configuration
: 472 | 347.342 316.606 0.0104119 0.00101955 85175.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.237 313.183 0.0105243 0.00102862 84249.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.221 309.692 0.010434 0.00103966 85158.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.692 306.058 0.0103792 0.00101585 85439.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.235 302.604 0.010434 0.00102461 85021.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.67 300.006 0.0104731 0.00104261 84830.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.404 295.604 0.0104048 0.00104699 85490.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.429 292.346 0.0104077 0.00101843 85203.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.301 288.925 0.010563 0.00107218 84291.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.585 285.755 0.0105325 0.00102896 84179.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.988 282.3 0.0106005 0.00102166 83517.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.724 279.151 0.0104003 0.00102247 85307.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.457 275.965 0.0105483 0.00116208 85231.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.013 273.181 0.0105291 0.00103106 84227.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.209 269.717 0.0104363 0.00102284 84984.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.612 266.366 0.0103892 0.00101904 85377 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.267 263.441 0.0103656 0.00101552 85560.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.155 260.724 0.0103874 0.00102164 85417.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.19 257.304 0.0104184 0.00104431 85342 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.83 254.51 0.0104392 0.00102281 84958.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.868 251.829 0.0104317 0.00102546 85049.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.953 248.661 0.0103999 0.00102122 85299.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.836 245.78 0.0104116 0.0010348 85316.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.98 242.968 0.0103687 0.00101546 85531.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.027 240.325 0.0103665 0.00101548 85552.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.942 237.01 0.0103794 0.00101953 85471.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.125 234.71 0.0104398 0.00102803 84999.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.354 231.379 0.0103964 0.0010218 85337.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.283 228.828 0.0106941 0.00116655 83966.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.896 227.613 0.0105605 0.00103387 83975.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.984 223.988 0.0105076 0.00102741 84386.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.107 221.315 0.0106049 0.00109084 84085.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.272 218.642 0.0106323 0.00103503 83357 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.626 216.086 0.0104251 0.00102777 85130.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.814 213.416 0.0104825 0.00102442 84583.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.294 210.947 0.0105591 0.0010258 83916.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.563 208.429 0.01058 0.00118871 85185.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.153 205.783 0.0104707 0.00104102 84838.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.574 203.299 0.0103859 0.0010182 85399.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.017 200.829 0.0105759 0.00108074 84253.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.347 198.652 0.0104324 0.00102584 85046.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.885 196.471 0.0104551 0.00105351 85092.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.656 194.182 0.0106865 0.00107339 83220 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.427 192.295 0.0105177 0.00102833 84304.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.981 189.42 0.0104232 0.00102561 85128.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.504 187.344 0.0103899 0.00102097 85389 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.003 185.049 0.0105409 0.00102767 84093.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.663 182.763 0.0105794 0.00105658 84008.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.388 180.77 0.0105232 0.00102685 84242.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.214 178.536 0.0105652 0.0010342 83936.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.748 176.288 0.0103925 0.00101753 85333.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.484 174.317 0.0104493 0.00104237 85043.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.577 172.075 0.0105776 0.00103135 83802.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.299 170.082 0.0105292 0.00102819 84201.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.045 168.173 0.0107246 0.00102767 82500.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.809 166.142 0.010449 0.00108413 85425.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.926 164.269 0.0106574 0.0010519 83285.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.823 161.84 0.010601 0.00103527 83631.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.405 160.066 0.0105138 0.00108237 84822.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.487 158.388 0.0104569 0.00102608 84828.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.255 156.334 0.0106062 0.00103257 83563.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.347 154.818 0.0105652 0.0010476 84054.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.502 152.578 0.0104549 0.00102455 84832.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.243 150.45 0.010469 0.00106384 85060.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.185 149.176 0.0105661 0.0010364 83947.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.475 147.456 0.0104878 0.00102939 84580.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.439 145.26 0.0103919 0.00101826 85345.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.393 143.514 0.0103996 0.00101889 85281.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.466 141.622 0.0105032 0.00102733 84425.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.685 139.884 0.0104007 0.00101772 85260.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.784 138.505 0.0103997 0.00102021 85292.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.78 136.719 0.010406 0.00103857 85401.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.037 135.088 0.0103706 0.00101806 85537.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.33 133.453 0.0105807 0.00108328 84233.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.743 131.806 0.0109964 0.00102905 80262.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.963 130.404 0.0103995 0.00101888 85282.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.068 129.019 0.0105807 0.00103822 83835.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.209 127.107 0.0105221 0.00102819 84264.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.449 125.782 0.0104457 0.00102038 84877.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.708 124.293 0.0104956 0.00102438 84466.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.068 123.349 0.0105022 0.00108381 84939.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.662 121.317 0.0104912 0.00105673 84795.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.784 119.845 0.0104314 0.00102163 85017.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.188 118.135 0.010667 0.00105117 83196.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.455 116.942 0.0107261 0.00105309 82704.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.017 115.763 0.0104954 0.00102536 84476.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.381 114.339 0.0106947 0.00102614 82742.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.049 113.228 0.0104923 0.00109029 85088 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.418 111.272 0.0105865 0.00104192 83817 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.653 109.733 0.0104389 0.00102125 84946.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.233 108.233 0.0106289 0.00103507 83386.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.715 107.387 0.0105064 0.00105095 84607.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.372 106.277 0.0104418 0.00102972 84997.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.246 104.848 0.0105532 0.00102813 83988.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.362 103.136 0.0104421 0.00102396 84942.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.828 101.894 0.0106859 0.00104694 82996.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.464 100.686 0.0104815 0.00103554 84692.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.165 99.3361 0.0104784 0.00102399 84616.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.684 97.9669 0.0103923 0.00102013 85359 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.477 97.0848 0.0106174 0.00102859 83430.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.189 95.9014 0.0106424 0.00102911 83218 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.587 94.366 0.0105736 0.00105371 84034.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.504 93.1494 0.0105211 0.00106738 84622.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.233 92.2394 0.0105765 0.00102619 83766.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.822 91.1039 0.0108669 0.00103598 81375.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.724 89.7763 0.0107092 0.00102624 82619.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.509 89.0588 0.0106298 0.00103007 83335.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.312 88.0725 0.0106947 0.00103903 82852.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.854 86.3884 0.0105415 0.00102476 84062.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.6719 85.0823 0.0108362 0.0010353 81625.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.4053 84.961 0.0104513 0.001044 85040.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.4805 83.0419 0.0104258 0.00102038 85057 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.2446 82.9759 0.0105395 0.00102944 84121.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.9921 81.0444 0.0104318 0.00101804 84981.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.8054 79.9178 0.0104472 0.00101971 84857.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.8991 79.1524 0.0104822 0.0010247 84589.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.529 78.0469 0.0104789 0.00102483 84619.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.6087 77.2327 0.0104535 0.0010237 84837.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.3744 76.4459 0.0110945 0.00104396 79597.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.4945 75.8451 0.0104067 0.00102124 85238.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.6529 75.0164 0.0104153 0.00104021 85332.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.5653 73.1889 0.0107796 0.00121217 83617.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.4638 72.064 0.0106893 0.00104012 82908.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.3355 71.4368 0.0104216 0.00102295 85119 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.2511 70.5276 0.0106162 0.00103691 83513.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.1413 69.6145 0.0105843 0.0010268 83703.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.2789 68.6804 0.0113403 0.00160771 82198.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.4264 67.6727 0.0106955 0.00102739 82745.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.4397 66.9247 0.0106916 0.00102452 82755.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.9959 66.6299 0.0105128 0.001023 84301.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.8435 65.3183 0.0105051 0.00104869 84598.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.682 64.1208 0.0109041 0.00120597 82490.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.7105 63.3521 0.0110585 0.00103234 79791.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.7367 62.2078 0.0104198 0.00103546 85248 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.9973 61.5039 0.0105643 0.00102721 83883.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.0638 60.8629 0.0104273 0.0010422 85241.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.0875 60.2053 0.010533 0.00105169 84376.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.1462 59.4189 0.0104605 0.00102318 84770.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.4435 58.1915 0.0104407 0.00102357 84951.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.4774 57.6159 0.0104203 0.00103862 85272.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.7709 57.2777 0.01073 0.00106966 82813.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.9843 55.9912 0.0104474 0.00102244 84881 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.2632 55.301 0.0103701 0.00101614 85525.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.5205 54.8529 0.0106365 0.00102938 83271.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.5892 54.3762 0.0104374 0.00101989 84948.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.8457 53.0716 0.0107595 0.00102892 82215.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.9725 52.4789 0.010645 0.00107593 83602.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.1523 52.0479 0.0111862 0.0010324 78788.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.4527 51.1442 0.0105125 0.00106665 84693.1 0
: 621 | 61.7803 51.3375 0.0105383 0.00101931 84042.4 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.0962 49.9992 0.0105995 0.00104557 83735.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.2553 49.9422 0.010723 0.00104726 82680.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.4807 48.574 0.0106486 0.00103295 83197.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.6998 48.2248 0.0110005 0.00115566 81260.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.1552 47.4961 0.0105572 0.00102131 83893.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.3975 47.1204 0.0104966 0.00103046 84511.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.771 46.3355 0.0104336 0.00102605 85038.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.012 45.7643 0.0104469 0.00104119 85054.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.5981 45.0025 0.0104723 0.00101769 84614.8 0
: 631 | 54.8016 45.6177 0.0104239 0.000985088 84756.7 1
: 632 Minimum Test error found - save the configuration
: 632 | 54.3273 43.6963 0.0104243 0.00103418 85196.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.6792 43.374 0.0104421 0.00104875 85166.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.6053 42.9129 0.0104096 0.00102031 85203.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.0385 42.4427 0.0104147 0.00102054 85159 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.3726 41.6639 0.0104739 0.00102374 84654.8 0
: 637 | 50.7564 42.0388 0.0103685 0.000983478 85242 1
: 638 Minimum Test error found - save the configuration
: 638 | 50.4051 40.5801 0.0105004 0.00103028 84476 0
: 639 | 49.7383 40.5855 0.0103758 0.000984257 85183.4 1
: 640 Minimum Test error found - save the configuration
: 640 | 48.9959 39.6854 0.0105045 0.00102279 84373 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.3749 38.9937 0.0104553 0.00103855 84955.3 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.6203 38.8231 0.0104204 0.0010215 85116.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.2477 38.7546 0.0104192 0.00102307 85141.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.7208 37.9919 0.0104475 0.0010229 84884.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.3095 37.596 0.0105938 0.0010231 83588.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.5621 37.307 0.0104815 0.00102233 84573.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.042 36.1851 0.0104563 0.00101921 84771.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.431 35.9027 0.01045 0.00102261 84859.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.8014 35.7436 0.0106892 0.00104112 82917.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.3085 35.0654 0.0105597 0.00102268 83883.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.8779 34.5149 0.0105997 0.00106565 83910.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.2869 34.3307 0.0104755 0.0010248 84649.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.9169 34.2113 0.0104147 0.0010222 85174.3 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.3632 33.7932 0.0104603 0.00101898 84734.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.6721 32.8246 0.0104192 0.00101922 85106.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.208 32.5606 0.0105215 0.00102892 84276.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.7475 31.5597 0.010448 0.0010287 84932.4 0
: 658 | 39.247 31.7038 0.0104638 0.000977118 84328.4 1
: 659 Minimum Test error found - save the configuration
: 659 | 38.7092 30.7955 0.0104161 0.00102757 85210 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.5124 30.677 0.0104286 0.00102276 85053.9 0
: 661 | 37.8922 31.0137 0.0104101 0.000987237 84900.3 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.4389 30.0243 0.0105465 0.00103344 84095.3 0
: 663 | 37.1489 30.7527 0.0103773 0.000984028 85167.6 1
: 664 Minimum Test error found - save the configuration
: 664 | 36.8062 29.113 0.0104015 0.00103053 85369.7 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.0539 28.1425 0.0104421 0.00102132 84919 0
: 666 | 35.7116 28.1616 0.0104248 0.00099812 84865.5 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.374 27.9123 0.0104063 0.00102291 85256.8 0
: 668 | 34.8879 27.9133 0.0103994 0.00100235 85132.8 1
: 669 | 34.43 28.0146 0.0104305 0.00100234 84851.9 2
: 670 Minimum Test error found - save the configuration
: 670 | 34.514 26.4304 0.0104634 0.00102161 84729.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.7626 26.3685 0.0105332 0.00107356 84569.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.2703 25.6406 0.0105807 0.00102372 83708.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.8639 25.4081 0.0105127 0.00102443 84314.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.2665 24.7895 0.0104933 0.00102206 84466.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.8763 24.7768 0.0104551 0.0010247 84831.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.4812 24.3917 0.0105161 0.00102931 84327.6 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.012 24.1274 0.0104805 0.0010461 84795.8 0
: 678 | 30.8338 24.3707 0.0106306 0.000999449 83064.1 1
: 679 Minimum Test error found - save the configuration
: 679 | 30.372 24.1137 0.0105114 0.00104338 84494.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.9412 23.8843 0.0107368 0.00103232 82436.5 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.6446 22.7322 0.0105154 0.00104249 84451 0
: 682 | 29.3618 23.6865 0.0104045 0.000986399 84942.7 1
: 683 Minimum Test error found - save the configuration
: 683 | 28.9635 22.0329 0.0104281 0.00102472 85075.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.6495 21.8502 0.0106543 0.0010241 83072 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.2975 21.3823 0.0104544 0.00102205 84814.5 0
: 686 | 28.3408 22.1701 0.0106124 0.00103673 83545 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.4889 21.022 0.0108456 0.00110923 82166 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.9461 20.7642 0.0106336 0.00108377 83770.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.7497 20.6659 0.0105714 0.00105647 84078.5 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.23 19.8496 0.0110448 0.00118269 81118.6 0
: 691 | 25.9102 20.1054 0.0114111 0.00101844 76977.7 1
: 692 | 25.6016 20.2806 0.0108637 0.00111799 82087.7 2
: 693 | 25.5465 19.9361 0.0107381 0.00101894 82311.5 3
: 694 Minimum Test error found - save the configuration
: 694 | 24.9672 18.7935 0.0106085 0.00102957 83516.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.4514 18.6225 0.0104725 0.00102296 84660.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.1747 18.3252 0.0105605 0.00105607 84170.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.8935 17.9903 0.0105108 0.00112257 85212.8 0
: 698 | 23.8765 18.0045 0.0103912 0.000987257 85070.4 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.3205 17.511 0.0107803 0.00107381 82418.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.9861 16.7883 0.01096 0.00109635 81106.1 0
: 701 | 22.6384 16.9025 0.0105863 0.00104363 83833.7 1
: 702 | 22.434 17.0049 0.0106625 0.000995028 82751.5 2
: 703 Minimum Test error found - save the configuration
: 703 | 22.1922 16.3807 0.0105445 0.00102612 84048 0
: 704 | 21.8623 16.7292 0.01077 0.00102996 82134.9 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.5625 16.108 0.0105378 0.00102962 84137.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.2298 15.8102 0.0105837 0.00104213 83844 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.9939 15.2388 0.0105209 0.00104873 84457.6 0
: 708 | 20.7156 15.5533 0.010562 0.000991498 83590.3 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.3045 14.8339 0.010489 0.0010447 84706.9 0
: 710 | 20.0797 15.0381 0.0104318 0.000987988 84711.7 1
: 711 Minimum Test error found - save the configuration
: 711 | 19.8775 14.6862 0.0106187 0.00106122 83704.4 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.7327 14.4516 0.0104188 0.00103336 85238.4 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.2837 13.661 0.0104203 0.00102122 85114.9 0
: 714 | 19.3346 14.5371 0.0103935 0.000987898 85055.8 1
: 715 | 18.9801 13.7079 0.0103777 0.000984378 85166.8 2
: 716 Minimum Test error found - save the configuration
: 716 | 18.5653 13.6138 0.0104114 0.00102733 85251.1 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.4891 13.2486 0.010592 0.00103229 83684.3 0
: 718 | 18.3211 13.5646 0.0103847 0.000984508 85104.2 1
: 719 | 17.9481 13.622 0.0104321 0.00100006 84817.4 2
: 720 Minimum Test error found - save the configuration
: 720 | 17.6286 12.6128 0.0105497 0.00107555 84440.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.2984 11.9396 0.0105068 0.00102615 84382.3 0
: 722 | 17.2442 12.0542 0.0104011 0.000986018 84970.1 1
: 723 Minimum Test error found - save the configuration
: 723 | 16.9778 11.8531 0.0104256 0.00102073 85062.4 0
: 724 | 16.8705 13.406 0.010416 0.00100282 84987.5 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.6065 11.776 0.0104342 0.0010222 84997.8 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.4782 11.4767 0.0104626 0.00102905 84803.8 0
: 727 | 16.0996 12.1591 0.0104301 0.000999239 84828 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.8481 11.4374 0.0104904 0.00102776 84542.9 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.5978 10.9416 0.0104618 0.00102207 84748.3 0
: 730 | 15.4446 10.9769 0.0104055 0.000988058 84948.5 1
: 731 | 15.1871 11.1655 0.0104214 0.000987788 84803.1 2
: 732 Minimum Test error found - save the configuration
: 732 | 14.9579 10.3873 0.0104735 0.00102358 84657 0
: 733 | 14.9362 11.0845 0.01037 0.000984778 85240.6 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.9147 9.90274 0.0104484 0.00102408 84886.8 0
: 735 | 14.4502 10.6946 0.0103656 0.000986048 85292.1 1
: 736 | 14.1483 11.0997 0.0103936 0.000986359 85040.8 2
: 737 | 14.0018 10.4729 0.0104525 0.000987828 84524.5 3
: 738 | 13.8264 10.286 0.010392 0.000979958 84997.6 4
: 739 Minimum Test error found - save the configuration
: 739 | 13.687 9.58994 0.0104378 0.0010277 85014.8 0
: 740 | 13.4738 9.97056 0.0104511 0.000987367 84533.1 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.2324 9.14908 0.0104214 0.00101979 85091.6 0
: 742 | 13.1336 9.30136 0.010408 0.000987107 84917.4 1
: 743 | 12.8165 9.96128 0.0103974 0.000987307 85015.1 2
: 744 | 12.6471 9.21496 0.010392 0.000986228 85053.8 3
: 745 | 12.4457 9.73202 0.0103819 0.000979588 85085.7 4
: 746 | 12.3648 9.2863 0.0104028 0.00100527 85128.7 5
: 747 Minimum Test error found - save the configuration
: 747 | 12.141 9.11405 0.0104374 0.00102612 85004.7 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.2099 9.03667 0.0104157 0.00101901 85136.3 0
: 749 Minimum Test error found - save the configuration
: 749 | 11.964 8.42266 0.0104697 0.0010402 84839.9 0
: 750 | 11.7236 8.78539 0.0103843 0.000986118 85123.1 1
: 751 | 11.4442 8.67974 0.0103998 0.000986959 84990.6 2
: 752 | 11.4281 8.9811 0.010375 0.000976538 85120.2 3
: 753 | 11.1915 8.71073 0.0103801 0.000990107 85197.2 4
: 754 | 11.1103 9.34119 0.0104268 0.000996738 84835 5
: 755 | 11.0476 8.68651 0.0104146 0.000985208 84840.7 6
: 756 Minimum Test error found - save the configuration
: 756 | 10.9379 8.2263 0.0104265 0.00102266 85071.8 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.618 8.0214 0.0105206 0.00103926 84376.1 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.4988 7.87692 0.0104005 0.00103136 85386.7 0
: 759 | 10.3983 8.15527 0.0104316 0.000986409 84699.4 1
: 760 | 10.4461 8.66993 0.010386 0.000990389 85146.2 2
: 761 | 10.0461 8.01586 0.0103974 0.000987398 85015.8 3
: 762 | 9.89216 8.04833 0.0103999 0.000987658 84995.9 4
: 763 Minimum Test error found - save the configuration
: 763 | 9.6667 7.57012 0.0104287 0.00102648 85086 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.6691 7.38327 0.010455 0.00102969 84877.4 0
: 765 | 9.73874 7.38337 0.0103537 0.000986888 85408.2 1
: 766 | 9.73075 7.5183 0.0103574 0.000986888 85374.3 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.42844 6.75593 0.0104406 0.00102473 84963.1 0
: 768 | 9.21753 6.9704 0.0103893 0.000986428 85080.4 1
: 769 | 9.03398 7.72012 0.01043 0.000987857 84726.6 2
: 770 | 9.01864 7.28017 0.0103797 0.000988167 85182.9 3
: 771 | 8.85356 6.9646 0.0103776 0.000986729 85188.8 4
: 772 | 8.63161 7.16067 0.0103609 0.000984968 85324.9 5
: 773 | 8.56531 6.77006 0.0104057 0.0010033 85084.9 6
: 774 | 8.47696 6.8779 0.0103728 0.000984379 85211.1 7
: 775 Minimum Test error found - save the configuration
: 775 | 8.39581 6.3785 0.0104367 0.00107505 85454.8 0
: 776 | 8.2984 6.7124 0.0104159 0.000986869 84844.7 1
: 777 | 8.08488 6.73915 0.010474 0.000986668 84323.3 2
: 778 | 8.04264 6.4134 0.0104149 0.000990687 84887.8 3
: 779 Minimum Test error found - save the configuration
: 779 | 7.91236 5.80639 0.0104835 0.00102963 84621 0
: 780 | 7.87914 6.24193 0.0104005 0.000984759 84964.1 1
: 781 | 7.7717 6.06094 0.0103572 0.000983488 85345.2 2
: 782 | 7.63208 6.72105 0.0103744 0.000985289 85204.8 3
: 783 Minimum Test error found - save the configuration
: 783 | 7.64518 5.50957 0.0104285 0.001028 85101.6 0
: 784 | 7.65806 5.978 0.0103811 0.000988218 85171.2 1
: 785 | 7.48891 6.64335 0.0103711 0.000985118 85233.1 2
: 786 | 7.64332 5.56126 0.0103842 0.000985479 85117.7 3
: 787 | 7.44704 5.97164 0.0103814 0.000985127 85140.3 4
: 788 Minimum Test error found - save the configuration
: 788 | 7.23356 5.30664 0.0105002 0.00102521 84432.7 0
: 789 | 6.97622 5.72989 0.0103863 0.000985149 85096.1 1
: 790 | 6.951 5.89502 0.0103765 0.000983558 85170.8 2
: 791 | 6.78035 5.56912 0.0104005 0.000985277 84968.9 3
: 792 | 6.90317 5.73891 0.0103916 0.000989977 85091.7 4
: 793 Minimum Test error found - save the configuration
: 793 | 6.73618 5.13088 0.0104085 0.00102255 85233.6 0
: 794 | 6.65182 5.67818 0.0103559 0.000977888 85305.6 1
: 795 Minimum Test error found - save the configuration
: 795 | 6.57489 4.99122 0.010453 0.00102619 84864.1 0
: 796 | 6.45024 5.67393 0.0103601 0.000984028 85323.8 1
: 797 | 6.30585 5.33339 0.0104448 0.000984528 84563.8 2
: 798 | 6.18536 5.12529 0.0103824 0.000984298 85123.3 3
: 799 | 6.10373 6.2624 0.0103978 0.000983287 84975 4
: 800 Minimum Test error found - save the configuration
: 800 | 6.01215 4.88409 0.010499 0.00105633 84722 0
: 801 | 6.07672 5.10249 0.0104249 0.000996148 84846.5 1
: 802 | 5.9149 5.38108 0.010406 0.000995177 85008.8 2
: 803 | 5.76441 5.97943 0.0104582 0.00102416 84799.6 3
: 804 | 5.76873 6.14875 0.0105008 0.00102199 84398.5 4
: 805 | 5.67756 5.92033 0.0104595 0.000985308 84439.7 5
: 806 | 5.71183 5.53436 0.0104043 0.00101097 85167 6
: 807 | 5.60422 5.0498 0.0104234 0.00101923 85068.3 7
: 808 | 5.55682 5.27034 0.0103683 0.000983928 85247.8 8
: 809 | 5.69076 5.5989 0.0103626 0.000983099 85292 9
: 810 | 5.38113 5.19033 0.0103739 0.000983298 85191.6 10
: 811 Minimum Test error found - save the configuration
: 811 | 5.66795 4.59103 0.010442 0.00103844 85074.3 0
: 812 | 5.79505 4.80747 0.0103839 0.000986578 85130.2 1
: 813 Minimum Test error found - save the configuration
: 813 | 5.2791 4.56114 0.0104002 0.00103083 85384.2 0
: 814 | 5.11002 4.73225 0.0103854 0.000984889 85101.3 1
: 815 | 4.96075 4.98412 0.0103862 0.000988769 85129.9 2
: 816 | 4.95265 4.73489 0.0104798 0.00100173 84405.5 3
: 817 | 4.87703 5.18933 0.0105101 0.00101772 84278.3 4
: 818 Minimum Test error found - save the configuration
: 818 | 4.9438 4.12675 0.0104449 0.00102635 84938.8 0
: 819 | 4.89955 4.86704 0.0103963 0.000984038 84995.5 1
: 820 | 4.76062 4.27301 0.0103913 0.000984979 85048.9 2
: 821 | 4.61814 4.87483 0.0103889 0.000983188 85054.9 3
: 822 | 4.67998 4.5319 0.0104067 0.0010028 85071.4 4
: 823 | 4.59059 4.97678 0.0103818 0.000984968 85135 5
: 824 | 4.69852 4.56551 0.0103999 0.00102459 85330.2 6
: 825 | 4.68611 4.19855 0.0104568 0.0010514 85057.6 7
: 826 | 4.7309 4.74547 0.0103703 0.000988367 85269.9 8
: 827 | 4.46735 4.3311 0.0105197 0.000988979 83939 9
: 828 | 4.20025 4.42791 0.0104247 0.000986358 84760.2 10
: 829 | 4.18638 4.46148 0.0103893 0.0010049 85247.8 11
: 830 | 4.22667 4.22911 0.0103719 0.000985687 85231.4 12
: 831 | 4.12812 4.58377 0.0103671 0.000996167 85370.3 13
: 832 | 4.23489 4.49361 0.0103843 0.000984409 85107.8 14
: 833 | 4.09031 4.72591 0.0103917 0.000985678 85051.6 15
: 834 | 4.03372 5.22906 0.0103677 0.000985008 85263.1 16
: 835 | 3.88224 4.36529 0.0103988 0.000987938 85007.7 17
: 836 Minimum Test error found - save the configuration
: 836 | 3.84729 3.93652 0.0105471 0.00103309 84086.6 0
: 837 | 3.8678 3.94722 0.0105046 0.000984769 84035.5 1
: 838 | 4.02845 4.41703 0.0103643 0.000983557 85281 2
: 839 | 3.88862 5.37023 0.0104441 0.00100366 84741.5 3
: 840 | 3.87061 4.19601 0.0103687 0.000981617 85223.7 4
: 841 | 3.78758 5.25365 0.0104618 0.000985848 84423.8 5
: 842 | 3.78856 4.3605 0.0104214 0.000987688 84801.9 6
: 843 Minimum Test error found - save the configuration
: 843 | 3.90872 3.84371 0.0105443 0.00104129 84184.2 0
: 844 | 3.59417 4.71164 0.0103666 0.000993618 85352 1
: 845 | 3.45737 3.91856 0.0103899 0.000984008 85053.4 2
: 846 | 3.4826 4.2455 0.0103917 0.000999919 85181 3
: 847 | 3.50109 4.92805 0.0103916 0.00100544 85231.5 4
: 848 | 3.6184 4.33242 0.0103796 0.000985088 85156.1 5
: 849 | 3.46307 4.24668 0.0103889 0.000997489 85184.5 6
: 850 | 3.39547 3.98934 0.010431 0.000983918 84682.6 7
: 851 | 3.42481 4.43492 0.0104335 0.000993418 84745.3 8
: 852 | 3.22692 4.69384 0.0103854 0.000986179 85113 9
: 853 | 3.23966 4.67974 0.0103596 0.000982128 85311.3 10
: 854 | 3.28947 3.97828 0.0103565 0.000984418 85359.9 11
: 855 | 3.11756 4.25357 0.0103652 0.000987418 85307.8 12
: 856 | 3.07662 4.0063 0.0103855 0.000985278 85104.6 13
: 857 | 3.03727 4.13074 0.0105485 0.00102538 84006.4 14
: 858 | 2.97881 4.3582 0.0104146 0.000985177 84840.7 15
: 859 | 2.9538 4.24142 0.0104051 0.000998757 85048.9 16
: 860 | 3.12156 3.99648 0.010398 0.000985377 84992.5 17
: 861 Minimum Test error found - save the configuration
: 861 | 3.01351 3.75646 0.0104136 0.00102701 85227.7 0
: 862 | 2.95545 4.87122 0.0103481 0.000984287 85435.7 1
: 863 | 2.94413 3.97672 0.0104018 0.0010045 85131 2
: 864 Minimum Test error found - save the configuration
: 864 | 2.88208 3.74122 0.0104361 0.00102187 84977.8 0
: 865 | 3.07005 4.45751 0.0104247 0.000986608 84763.2 1
: 866 | 3.03718 4.31733 0.010386 0.000984298 85090.9 2
: 867 | 3.14768 3.98912 0.0103684 0.000984539 85252.7 3
: 868 | 3.04381 3.83648 0.0103723 0.000987297 85242.8 4
: 869 | 3.14949 3.93727 0.0103986 0.000984908 84982.5 5
: 870 | 3.03829 3.74174 0.0103775 0.000982929 85155.8 6
: 871 | 2.66717 4.1076 0.0103501 0.000982928 85404.7 7
: 872 | 2.72399 4.18665 0.0105897 0.000992909 83361.1 8
: 873 | 2.84803 4.08043 0.0104146 0.000984277 84832.9 9
: 874 Minimum Test error found - save the configuration
: 874 | 2.92798 3.66422 0.010442 0.0010329 85024.2 0
: 875 | 2.74636 3.9186 0.010653 0.00101974 83045.6 1
: 876 | 2.68932 4.38699 0.0105537 0.000992138 83668.7 2
: 877 | 2.93899 4.36309 0.0105055 0.000984248 84022.2 3
: 878 | 2.99244 3.95687 0.0104099 0.0010055 85066.6 4
: 879 Minimum Test error found - save the configuration
: 879 | 2.53571 3.52001 0.0104511 0.00108246 85391.7 0
: 880 | 2.68272 4.42322 0.0104065 0.00100062 85053.3 1
: 881 | 2.6946 3.9798 0.0104088 0.000985618 84896.9 2
: 882 | 2.62959 3.85815 0.0103927 0.0010005 85176.6 3
: 883 | 2.56613 3.91423 0.0103983 0.000984349 84980.7 4
: 884 | 2.38722 4.03804 0.0104372 0.000987388 84657.4 5
: 885 | 2.52547 4.0109 0.0105422 0.000987047 83724.1 6
: 886 | 2.48702 3.54091 0.0103961 0.0010052 85189.1 7
: 887 | 2.38073 4.11408 0.0104089 0.00100308 85053.7 8
: 888 | 2.35086 4.19786 0.0103929 0.000997908 85152 9
: 889 | 2.49292 3.86682 0.0103788 0.000984458 85158 10
: 890 | 2.44386 3.86707 0.0104556 0.000999958 84605.3 11
: 891 | 2.40486 3.83752 0.0104144 0.000984209 84834.2 12
: 892 | 2.38037 3.75755 0.0104145 0.000985798 84847.3 13
: 893 | 2.25333 3.52599 0.0103855 0.000983949 85092.1 14
: 894 | 2.21123 4.00908 0.0104012 0.000984689 84956.7 15
: 895 | 2.33681 3.68413 0.0104814 0.000990527 84291.1 16
: 896 | 2.37311 4.88835 0.010454 0.000984927 84485.4 17
: 897 Minimum Test error found - save the configuration
: 897 | 2.41631 3.48072 0.0105046 0.00103124 84447 0
: 898 | 2.56322 4.43963 0.0104089 0.000984878 84889.7 1
: 899 | 2.52482 4.42246 0.0112028 0.00101885 78555.3 2
: 900 | 2.28819 3.52347 0.0104879 0.000989618 84225.9 3
: 901 Minimum Test error found - save the configuration
: 901 | 2.18298 3.38373 0.0104688 0.00102852 84743.6 0
: 902 | 2.22138 3.68548 0.0103669 0.000983248 85255 1
: 903 Minimum Test error found - save the configuration
: 903 | 2.23629 3.34633 0.0103889 0.00101971 85385.8 0
: 904 Minimum Test error found - save the configuration
: 904 | 2.14718 3.29697 0.0104335 0.00102032 84987.5 0
: 905 | 2.08794 3.39935 0.0104363 0.000998417 84764.5 1
: 906 | 2.17422 3.64388 0.0103787 0.000986458 85176.3 2
: 907 | 2.25263 4.70883 0.010395 0.000987479 85037.9 3
: 908 Minimum Test error found - save the configuration
: 908 | 2.24308 3.25225 0.0104277 0.0010448 85261.3 0
: 909 | 2.04344 3.75757 0.0103644 0.000983607 85280.9 1
: 910 | 1.99401 3.46273 0.0104087 0.00100392 85062.7 2
: 911 | 1.98204 3.29121 0.0103728 0.000983168 85200.7 3
: 912 | 2.007 4.04675 0.0103683 0.000984469 85253 4
: 913 Minimum Test error found - save the configuration
: 913 | 2.0261 3.17903 0.0104671 0.00102426 84720.2 0
: 914 | 2.04604 4.2047 0.010441 0.000986067 84612.2 1
: 915 | 2.09524 4.70691 0.0104316 0.000998428 84807.5 2
: 916 | 2.24618 3.62983 0.0104533 0.00106784 85238.1 3
: 917 | 2.01597 3.89797 0.0103767 0.000984928 85180.5 4
: 918 | 2.13829 3.28511 0.0103771 0.000985838 85185.2 5
: 919 | 2.09189 3.86002 0.0103726 0.000985847 85226.3 6
: 920 | 1.98827 3.81887 0.0104111 0.000985757 84877.7 7
: 921 | 1.94481 3.42599 0.010386 0.000987398 85118.9 8
: 922 | 1.94724 3.41863 0.0104108 0.000987038 84892.2 9
: 923 | 1.88395 3.19337 0.0104405 0.000987628 84630.1 10
: 924 | 1.86792 3.20526 0.0103937 0.000984318 85021.1 11
: 925 | 1.82317 3.60457 0.0104214 0.00101199 85021.1 12
: 926 | 1.93314 3.26544 0.0103793 0.000984959 85157.7 13
: 927 | 1.95621 3.24113 0.0103732 0.000985598 85218.7 14
: 928 Minimum Test error found - save the configuration
: 928 | 1.88412 3.1424 0.0104185 0.00103259 85234.5 0
: 929 | 1.91075 4.1963 0.0104412 0.00100444 84775.1 1
: 930 | 2.24169 3.43419 0.0104026 0.000988757 84981.4 2
: 931 | 1.93277 3.43857 0.0103853 0.000985378 85107.3 3
: 932 Minimum Test error found - save the configuration
: 932 | 1.81959 3.04858 0.0104183 0.00102204 85140.1 0
: 933 | 1.9537 3.12436 0.0103923 0.000986168 85050.9 1
: 934 Minimum Test error found - save the configuration
: 934 | 1.9849 2.92026 0.0104498 0.00102442 84876.8 0
: 935 | 2.0766 3.1044 0.0103415 0.000983049 85483.9 1
: 936 | 1.86538 3.09392 0.0104854 0.000994707 84293.1 2
: 937 Minimum Test error found - save the configuration
: 937 | 1.96718 2.82284 0.0104467 0.00102482 84908.6 0
: 938 Minimum Test error found - save the configuration
: 938 | 1.90636 2.8003 0.0104736 0.00102308 84651.4 0
: 939 | 1.78076 3.03112 0.0104105 0.000997368 84987.8 1
: 940 | 1.92625 3.06918 0.0103942 0.000984549 85019 2
: 941 | 1.83712 3.15472 0.0103827 0.000986808 85143.6 3
: 942 | 1.84222 3.52679 0.0104434 0.000998068 84698.2 4
: 943 | 1.84864 3.57116 0.0104395 0.000986399 84628.3 5
: 944 | 1.86371 3.28479 0.0104078 0.000984858 84899.2 6
: 945 | 1.8759 2.89435 0.010386 0.000988758 85131.1 7
: 946 | 2.17152 4.16162 0.0103869 0.000988619 85121.6 8
: 947 | 2.06562 2.92621 0.0103943 0.000989049 85058.6 9
: 948 | 1.84883 2.99645 0.010379 0.000987168 85180.5 10
: 949 | 1.68647 2.91221 0.0104623 0.00100016 84547.8 11
: 950 | 1.76884 3.06203 0.0103924 0.000998639 85163.3 12
: 951 | 1.73441 2.9192 0.0103907 0.000986988 85073.1 13
: 952 Minimum Test error found - save the configuration
: 952 | 1.68522 2.77373 0.0104626 0.00104139 84915.1 0
: 953 | 1.70098 3.35108 0.0104173 0.00100595 85004 1
: 954 Minimum Test error found - save the configuration
: 954 | 1.71054 2.46426 0.0104598 0.00103215 84856.5 0
: 955 | 1.63317 2.91274 0.0104064 0.000983429 84899.2 1
: 956 | 1.76694 3.04937 0.0105162 0.00100773 84135.4 2
: 957 | 1.74552 3.00208 0.0104254 0.000985179 84743.4 3
: 958 | 1.73668 3.04424 0.0103653 0.000983007 85267.1 4
: 959 | 1.80833 3.47667 0.0103997 0.000987588 84997.2 5
: 960 | 1.73506 2.79925 0.0103994 0.000986467 84989.8 6
: 961 | 1.69429 2.7998 0.0104126 0.000991098 84911.9 7
: 962 | 1.70729 2.56823 0.010394 0.000996218 85126.3 8
: 963 | 1.70688 2.55159 0.0104387 0.000987768 84648 9
: 964 | 1.69547 2.49411 0.0104751 0.000986779 84313.9 10
: 965 | 1.67665 2.73851 0.0104171 0.000987019 84835.2 11
: 966 | 1.7101 2.9991 0.0103981 0.000984768 84985.7 12
: 967 | 1.63141 2.56083 0.0103656 0.000984477 85277.8 13
: 968 | 1.64169 2.90901 0.010414 0.000991377 84902.5 14
: 969 | 1.85909 2.60085 0.0104938 0.00105699 84774.2 15
: 970 | 1.69718 3.18161 0.0103979 0.000988879 85024.7 16
: 971 | 1.68923 2.83751 0.0104477 0.000990928 84595.1 17
: 972 | 1.67126 3.04511 0.0104935 0.000995478 84228 18
: 973 Minimum Test error found - save the configuration
: 973 | 1.74115 2.41094 0.0104322 0.00104411 85214.2 0
: 974 | 1.5707 2.66543 0.0103692 0.000985418 85253.2 1
: 975 | 1.60687 3.22164 0.0103688 0.000988639 85286 2
: 976 | 1.90821 2.66834 0.0104538 0.00100356 84654.2 3
: 977 | 1.73089 2.53649 0.0103669 0.000985388 85274 4
: 978 Minimum Test error found - save the configuration
: 978 | 1.8899 2.28537 0.0104204 0.00102485 85146.9 0
: 979 | 1.70451 2.45694 0.0104526 0.000987618 84522.4 1
: 980 | 1.60892 2.72532 0.0103902 0.000984868 85058.5 2
: 981 | 1.61069 2.93549 0.010367 0.000985038 85270.3 3
: 982 | 1.62032 2.46862 0.0103759 0.000984998 85188.6 4
: 983 | 1.68119 2.37081 0.0103632 0.000987848 85329.9 5
: 984 | 1.7435 2.61376 0.0103632 0.000984398 85299.1 6
: 985 | 1.64413 2.70695 0.0103679 0.000986049 85270.6 7
: 986 | 1.78835 2.85725 0.0103588 0.000984167 85336.4 8
: 987 | 1.78292 2.40911 0.0103662 0.000987078 85296.1 9
: 988 | 1.68611 2.54468 0.0103969 0.000986498 85011.9 10
: 989 | 1.71182 2.59678 0.0104841 0.000985078 84219.5 11
: 990 | 1.76116 2.80676 0.0103669 0.000991418 85329.4 12
: 991 | 1.74825 2.41427 0.0103497 0.000984678 85424.4 13
: 992 | 1.5963 2.43405 0.0103455 0.000982967 85446.8 14
: 993 Minimum Test error found - save the configuration
: 993 | 1.60772 2.20652 0.0104756 0.00105971 84962.4 0
: 994 | 1.59891 2.21845 0.010387 0.000982238 85063 1
: 995 | 1.66338 2.28562 0.0104554 0.000990849 84525.7 2
: 996 Minimum Test error found - save the configuration
: 996 | 1.52555 2.19527 0.0105103 0.00103451 84426.1 0
: 997 Minimum Test error found - save the configuration
: 997 | 1.45436 2.05733 0.0104044 0.00101994 85247.3 0
: 998 | 1.5551 2.32348 0.0103616 0.000984979 85319 1
: 999 | 1.60381 2.2471 0.0103571 0.000976498 85282.8 2
: 1000 Minimum Test error found - save the configuration
: 1000 | 1.60194 2.01585 0.0103882 0.00102046 85399.1 0
: 1001 | 1.65888 2.66321 0.0104091 0.000986617 84903.5 1
: 1002 | 1.64801 2.63206 0.0103738 0.000985449 85211.7 2
: 1003 | 1.66199 2.41412 0.0103871 0.000985767 85094.3 3
: 1004 | 1.5637 2.44713 0.0103914 0.000985498 85052.8 4
: 1005 | 1.56972 2.38623 0.010553 0.000990928 83663.6 5
: 1006 | 1.49686 2.13346 0.0103691 0.000986318 85262.3 6
: 1007 | 1.53777 2.39626 0.0103513 0.000984648 85409.1 7
: 1008 | 1.57216 2.70553 0.0103861 0.000985378 85099.7 8
: 1009 | 1.60767 2.44279 0.0103914 0.000986408 85060.9 9
: 1010 | 1.48252 2.29054 0.0104331 0.000984428 84668.2 10
: 1011 | 1.47528 2.29143 0.0103624 0.000983787 85300.1 11
: 1012 | 1.51566 2.20514 0.0103618 0.000983348 85302.2 12
: 1013 | 1.53886 2.72381 0.0103799 0.000984819 85151.3 13
: 1014 Minimum Test error found - save the configuration
: 1014 | 1.4925 1.92537 0.0105188 0.00104283 84423.7 0
: 1015 | 1.52866 2.29039 0.0103701 0.000984348 85235.9 1
: 1016 | 1.44786 2.31794 0.0104723 0.000985557 84328.3 2
: 1017 | 1.45645 2.24237 0.0103761 0.000987118 85206.2 3
: 1018 | 1.41989 2.15549 0.0103864 0.000984279 85087 4
: 1019 | 1.52515 2.41107 0.0103936 0.000986059 85037.8 5
: 1020 | 1.64758 2.53775 0.0103874 0.000986969 85102.7 6
: 1021 | 1.67171 2.44688 0.0104059 0.000986118 84928.1 7
: 1022 | 1.44993 2.45581 0.0103786 0.000996648 85270.2 8
: 1023 | 1.40561 2.80323 0.0103534 0.000986178 85404.1 9
: 1024 | 1.64908 2.89521 0.0103661 0.000983537 85264.6 10
: 1025 | 1.56649 2.4578 0.0103691 0.000988638 85284.1 11
: 1026 | 1.56895 2.99154 0.010376 0.000985578 85193.2 12
: 1027 | 1.71371 2.68043 0.0103641 0.000985029 85296.4 13
: 1028 | 2.23073 2.71947 0.0103761 0.000989767 85230.6 14
: 1029 | 1.62454 2.68528 0.0103818 0.000983927 85125.3 15
: 1030 | 1.63072 2.53369 0.0104478 0.000985748 84548 16
: 1031 | 1.49982 2.82874 0.0103807 0.000986418 85157.9 17
: 1032 | 1.55997 2.60451 0.0103568 0.000984229 85355.2 18
: 1033 | 1.53543 2.68231 0.0103621 0.000984538 85309.8 19
: 1034 | 1.4545 2.62941 0.0103946 0.000987388 85040.9 20
: 1035 | 1.51525 2.84028 0.0104129 0.000991279 84910.8 21
:
: Elapsed time for training with 1000 events: 10.8 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: 0.0114 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: 0.818 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.16 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= 3.29057e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06654e+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: 0.034 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: 0.0361 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: 0.00153 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: 0.0944 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: 0.889 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: 0.0215 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0045 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: 0.039 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00617 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: 0.00327 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00175 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0962 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0127 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: 0.893 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0999 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 DNN_CPU : -0.311 0.106 3.73 1.37 | 3.258 3.263
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: 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 DNN_CPU : 0.0734 0.0857 1.25 1.00 | 3.376 3.386
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: 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.