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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
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
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:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
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:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
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:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
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:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
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: 0.311 sec
: Elapsed time for training with 1000 events: 0.316 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00407 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: 0.00121 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00581 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: 0.000414 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000512 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 = 31499.9
: --------------------------------------------------------------
: 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 | 33012.6 31059.7 0.0156235 0.00175767 57695.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32442.5 30427.9 0.0159817 0.00172533 56115.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31673.2 29712.7 0.0162827 0.0017577 55077.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 30874.5 29034.9 0.0164829 0.00177711 54400.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30078.3 28267.9 0.0165113 0.00174149 54164.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29179.4 27237.6 0.0165517 0.00177377 54134.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28379 26555 0.0165689 0.00178486 54112.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 27891.3 26171.9 0.0164198 0.00178303 54656.8 0
: 9 Minimum Test error found - save the configuration
: 9 | 27529.5 25847.1 0.0164675 0.00177375 54445 0
: 10 Minimum Test error found - save the configuration
: 10 | 27206.6 25548.4 0.0164881 0.00176037 54319.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 26908.5 25263.9 0.0165371 0.00179188 54255.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 26617.4 24997.8 0.0164695 0.00179622 54521 0
: 13 Minimum Test error found - save the configuration
: 13 | 26345.3 24736.4 0.016628 0.00179248 53924.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26076.2 24486.5 0.0165446 0.0017604 54111.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 25816.8 24242.6 0.0166222 0.00179761 53964.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 25566.4 24001 0.0165773 0.00180038 54138.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25315.3 23769.2 0.016597 0.00178282 54002.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25076.3 23536.7 0.0166299 0.00181483 53999.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 24835 23313.2 0.0164382 0.00172755 54382.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 24602 23091.8 0.0163554 0.00176347 54825 0
: 21 Minimum Test error found - save the configuration
: 21 | 24371.9 22873.5 0.0161746 0.00163192 55010.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24144.1 22660.2 0.0148303 0.00157845 60369.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 23920.8 22449.5 0.0148629 0.00167563 60664.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 23700 22242.4 0.0156592 0.00168182 57235.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23485.5 22034.3 0.0139192 0.00103943 62112.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23270.9 21829.2 0.0100385 0.000998336 88493.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23059 21627.6 0.0100333 0.0010086 88645.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 22849.1 21430.2 0.0101096 0.00104874 88291.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 22641.2 21237.6 0.0101586 0.00101694 87511.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22438.9 21044.8 0.0105218 0.00118314 85665.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22238.2 20853.1 0.0115765 0.00162842 80417.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22036.2 20667.7 0.0118693 0.00139756 76396.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 21840.8 20481.9 0.0121045 0.00111015 72764.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21645 20299.5 0.0136844 0.00143309 65299.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21455.1 20115.1 0.0117518 0.00123783 76089.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21262.8 19935.1 0.0108508 0.00107681 81849.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21074 19757 0.010321 0.00106935 86470.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 20887.2 19580.1 0.0122386 0.00111624 71927.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 20700.3 19405.1 0.0136504 0.00137541 65173.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20516.2 19229.9 0.0146792 0.0011856 59287.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20333.4 19056.6 0.011568 0.00120768 77217.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20153.2 18886.8 0.0126972 0.0014636 71214.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 19974.7 18720.8 0.0122823 0.00131415 72938.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 19798.2 18554.1 0.0128528 0.00143214 70048.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 19623.3 18388.9 0.0106513 0.00106737 83473 0
: 46 Minimum Test error found - save the configuration
: 46 | 19450.3 18224.9 0.0109622 0.00108904 81027.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19281.4 18065.6 0.0127879 0.00115676 68781 0
: 48 Minimum Test error found - save the configuration
: 48 | 19108.5 17899.8 0.0117547 0.00157702 78603.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 18942 17740.5 0.013462 0.00140914 66374.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 18772.4 17588.5 0.01514 0.00177496 59857.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 18607.1 17426.3 0.0144716 0.00108669 59768.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18440.1 17271.1 0.0120053 0.00158193 76750.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18278.9 17114.2 0.0148681 0.00178215 61134.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18115.9 16962 0.0134018 0.00124263 65794.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 17954.2 16807.7 0.0145891 0.00126088 60023 0
: 56 Minimum Test error found - save the configuration
: 56 | 17794 16655.4 0.0146373 0.00151282 60955 0
: 57 Minimum Test error found - save the configuration
: 57 | 17637.3 16504.5 0.011781 0.00115124 75260.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17483.8 16360 0.0133352 0.00170077 68761.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17323.7 16203.6 0.0138309 0.0016953 65921.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17166.6 16057.4 0.0139985 0.00131784 63088.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17015.2 15913.6 0.0123012 0.001158 71792.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 16859.4 15765.5 0.0113032 0.00124149 79509.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 16709.4 15623.5 0.013669 0.00177672 67270.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16557.9 15478.4 0.012879 0.00173287 71774 0
: 65 Minimum Test error found - save the configuration
: 65 | 16408.6 15339.4 0.0130971 0.00133853 68035.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16260.1 15199.5 0.0137426 0.00163085 66051.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16115.4 15060.2 0.0112429 0.00112867 79096.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 15968.3 14924.7 0.0110704 0.00114668 80614.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 15827.3 14786 0.010834 0.0011522 82629.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 15683.8 14649.7 0.0115162 0.00122326 77723.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15540.7 14518.8 0.0113493 0.00117319 78615.4 0
: 72 Minimum Test error found - save the configuration
: 72 | 15401.1 14386.5 0.0123194 0.00125994 72336.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15262.8 14255.8 0.0136749 0.0012391 64330.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15125.9 14125.3 0.012885 0.00128815 68984.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 14989.6 13995.8 0.0113537 0.00133345 79838.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 14852.6 13871.4 0.0118847 0.00158279 77655.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 14721.5 13743.3 0.012809 0.00121654 69010.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 14587.4 13619.1 0.0129933 0.00160565 70251.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14457.2 13494.2 0.0117377 0.00122106 76070 0
: 80 Minimum Test error found - save the configuration
: 80 | 14326.7 13370.8 0.0111993 0.00147507 82268.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14197 13249.1 0.0143205 0.00115943 60785.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14069.2 13128.9 0.0120811 0.00113825 73106.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 13941.3 13011.6 0.0124688 0.00143993 72536.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 13817.9 12892 0.0111385 0.00111449 79808.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 13693.5 12773.4 0.0104757 0.00110575 85378.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13567 12660.5 0.0124297 0.00161175 73951.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13448.1 12543.1 0.0128647 0.00132225 69309.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13325.4 12429.4 0.0127195 0.00114772 69134 0
: 89 Minimum Test error found - save the configuration
: 89 | 13204.6 12317.9 0.0137209 0.00143801 65131.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13087.9 12203.5 0.0147257 0.00110661 58740.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 12967.6 12093.7 0.0148934 0.00176745 60947.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 12851.8 11983.1 0.0155721 0.00170092 57673.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 12735.6 11873.7 0.0156546 0.00166583 57188.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12621.1 11765.4 0.0155973 0.00183624 58135.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12506.2 11658.9 0.0165741 0.00190538 54537.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12394.7 11551.8 0.0147463 0.00178302 61712.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12282.4 11446.3 0.0113661 0.00127004 79238.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12170 11343.9 0.0108568 0.00116227 82521 0
: 99 Minimum Test error found - save the configuration
: 99 | 12060.7 11241.4 0.0106535 0.00107155 83490.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 11952.3 11139.3 0.0105073 0.00110072 85047 0
: 101 Minimum Test error found - save the configuration
: 101 | 11845.4 11036.3 0.0105578 0.00106333 84260 0
: 102 Minimum Test error found - save the configuration
: 102 | 11735.7 10938.1 0.011182 0.00110822 79414.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 11632.8 10836.1 0.0112491 0.00143001 81473.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11525.4 10738.5 0.0122684 0.00168826 75613.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11420.8 10641.6 0.0121959 0.00109742 72082.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11319.6 10543.1 0.0133823 0.00115101 65406.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11216 10447.1 0.0133705 0.00147871 67273.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11112.6 10355.3 0.0138887 0.0014084 64101 0
: 109 Minimum Test error found - save the configuration
: 109 | 11015.1 10258.9 0.0133032 0.00134609 66905.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 10913.8 10166.7 0.0122253 0.00118754 72478.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 10815.2 10074.2 0.0129158 0.00167457 71166.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 10716.8 9983.14 0.0131344 0.00109369 66441.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10620.7 9891.02 0.0125809 0.00112635 69841.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10523.1 9802.19 0.0135722 0.0017031 67402.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10429.2 9711.54 0.0128291 0.00120734 68836.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10333.8 9623.26 0.0123754 0.00109729 70933.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10238.9 9536.53 0.0128954 0.00127777 68860.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10147.6 9448.62 0.0122898 0.00138846 73385.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10054.7 9362.71 0.0111666 0.0012404 80594.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 9963.79 9276.27 0.0113731 0.0010966 77847.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 9872.57 9192.45 0.0129328 0.00110215 67620.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 9783.69 9107.81 0.0130357 0.00162327 70099.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 9694.17 9024.85 0.0133925 0.00117073 65457.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9606.75 8941.25 0.012649 0.00114017 69511.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9519.06 8859.76 0.0130759 0.00168798 70250.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9432.05 8778.66 0.0140796 0.001422 63203.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9344.88 8700.89 0.0147358 0.00169115 61327.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9261.82 8620.44 0.0156895 0.00169966 57184.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9176.91 8541.29 0.0148226 0.00153506 60206.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9093.04 8463.67 0.0129337 0.00110917 67655.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9010.4 8386.49 0.0116042 0.00119233 76835.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 8929.8 8306.93 0.0115785 0.00117125 76869.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 8845.86 8232.45 0.0116675 0.00140762 77973.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 8765.64 8158.04 0.0129255 0.00116583 68029.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8686.85 8081.6 0.0115973 0.00124196 77254.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8606.44 8007.9 0.0114596 0.00111542 77338.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8528.68 7933.67 0.0109535 0.0012194 82185.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8450.3 7860.81 0.0114806 0.00116575 77558.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8374.03 7787.81 0.0130205 0.00143026 69023.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8297 7716.22 0.0147537 0.0016643 61117.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8221.14 7644.88 0.0138409 0.00168536 65813.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8144.62 7576 0.0128393 0.00112807 68310.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8071.91 7505.36 0.0117995 0.00117611 75305.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 7996.96 7437.54 0.0114185 0.00116735 78040.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 7925.19 7367.37 0.0114324 0.00131536 79074.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 7852.31 7298.38 0.0114837 0.00123819 78083.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7780.2 7230.92 0.0118869 0.00135838 75983.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7707.42 7166.3 0.0132595 0.00164519 68880.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7639.1 7097.91 0.0137668 0.00143955 64897 0
: 150 Minimum Test error found - save the configuration
: 150 | 7568.2 7032.45 0.010999 0.0012225 81828.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7498.3 6969.14 0.0136311 0.00123582 64540.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7429.64 6905.2 0.013705 0.00164051 66310.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7362.79 6839.93 0.0142405 0.00161204 63349.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7293.82 6777.22 0.0136482 0.00165995 66732.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7227.07 6715.23 0.0131132 0.00147382 68732.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7161.88 6652.47 0.0111951 0.00109271 79189 0
: 157 Minimum Test error found - save the configuration
: 157 | 7096.45 6589.07 0.0114763 0.00115514 77510.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7030.12 6529.25 0.0110829 0.00114759 80520.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 6965.08 6469.12 0.0124315 0.00145322 72871.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 6902.51 6409.26 0.0139417 0.00134984 63533.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6838.78 6349.65 0.0126986 0.00108362 68876.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 6774.54 6292.46 0.0113236 0.00109462 78209.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6713.71 6233.3 0.0112371 0.0011113 79006.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6652.55 6174.23 0.0108723 0.00110893 81939 0
: 165 Minimum Test error found - save the configuration
: 165 | 6590.23 6118.28 0.0117037 0.00147189 78187.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6529.81 6061.75 0.0136881 0.00132137 64689.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6469.6 6005.83 0.0109369 0.00113565 81621.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6409.7 5951.12 0.0109933 0.00109239 80800.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6351.9 5893.94 0.0109124 0.00110873 81602.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6293.49 5837.69 0.0108991 0.00106376 81339.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6234.27 5783.86 0.010535 0.00106141 84445.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6177.05 5729.57 0.0105477 0.00106846 84394.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6120.57 5676.37 0.0111698 0.00113551 79726.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6063.23 5625.61 0.0124483 0.00124038 71378.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6008.18 5571.33 0.0109373 0.00108008 81158.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 5952.42 5518.61 0.0113403 0.00114157 78441.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 5897.68 5468.15 0.0130293 0.00145157 69098.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 5843.75 5416.06 0.0120488 0.00117348 73560.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 5789.65 5363.6 0.0123859 0.0011634 71285.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5734.71 5316.19 0.0143 0.00163902 63186.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5682.33 5267.37 0.0123725 0.00109856 70959.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5631.33 5216.1 0.0107264 0.00108661 82989.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 5577.54 5169.1 0.0112139 0.00107875 78933.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5526.77 5121.16 0.0107748 0.0011129 82799.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5474.94 5073.53 0.0111894 0.00113725 79584.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5425.29 5025.32 0.0115434 0.00113052 76828 0
: 187 Minimum Test error found - save the configuration
: 187 | 5374.86 4978.84 0.0113067 0.00112472 78570.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5325.73 4932.54 0.010827 0.00108906 82152.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5277.36 4882.53 0.0105353 0.00105515 84387.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5225.83 4840.32 0.010835 0.00106179 81856.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5179.41 4794.82 0.0103916 0.00104551 85597.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5130.9 4749.56 0.0106928 0.00107807 83206 0
: 193 Minimum Test error found - save the configuration
: 193 | 5082.83 4706.12 0.0113621 0.00108451 77839.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5036.74 4661.26 0.0112602 0.00117881 79354.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 4990.82 4618.41 0.0117541 0.0013008 76530.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 4943.95 4573.81 0.0112961 0.00118536 79124.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 4898.46 4531.13 0.010923 0.00112781 81672.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 4853.53 4488.65 0.0115216 0.00132116 78428.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4808.19 4447.33 0.0128474 0.00114318 68351.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4763.44 4405.31 0.0108541 0.00118316 82722 0
: 201 Minimum Test error found - save the configuration
: 201 | 4719.67 4365.97 0.0117529 0.00120645 75855 0
: 202 Minimum Test error found - save the configuration
: 202 | 4676.5 4324.63 0.0111272 0.00121525 80710.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4633.55 4282.72 0.0123356 0.00119944 71838.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4590.3 4243.82 0.0108721 0.00110628 81918.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4547.63 4205.02 0.0132636 0.00164306 68843.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4506.84 4164.84 0.0126765 0.00126281 70091.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4464.57 4126.67 0.0124132 0.00122243 71487.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4423.84 4087.47 0.0117554 0.00136477 76992.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4383.53 4048.86 0.011903 0.00161992 77797.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4341.9 4011.67 0.0138077 0.00123917 63650.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4302.66 3974.23 0.012675 0.00166684 72673.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4262.55 3938.58 0.0125346 0.00117739 70440.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4223.79 3900.83 0.013733 0.00173643 66685.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4186.27 3862.95 0.0116532 0.00113777 76078.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4145.68 3827.73 0.0126863 0.00116874 69459.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4108.8 3791.85 0.0108479 0.00117452 82700.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4071.37 3756.41 0.0109756 0.00112626 81223.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4033.39 3720.63 0.011425 0.00137689 79616.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 3995.71 3687.67 0.0137806 0.00109906 63084 0
: 220 Minimum Test error found - save the configuration
: 220 | 3960.18 3652.96 0.0110204 0.00121485 81586.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 3923.24 3618.37 0.0117986 0.00140143 76943.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3887.23 3585.49 0.0140933 0.00115492 61831.5 0
: 223 Minimum Test error found - save the configuration
: 223 | 3852.27 3551.4 0.0114237 0.00125722 78690.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3817.32 3517.58 0.0137626 0.00182887 67037 0
: 225 Minimum Test error found - save the configuration
: 225 | 3781.4 3485.55 0.0125115 0.00183275 74915.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3747.6 3452.46 0.0122925 0.00120149 72130.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3713.3 3420.92 0.0117364 0.00134458 76983.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3679.68 3387.22 0.0112404 0.001157 79338.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3645.19 3357.25 0.0115364 0.00120486 77433.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3612.84 3325.27 0.0119324 0.00116891 74325.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3579.38 3294.56 0.0138362 0.00151539 64930.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3547.06 3263.13 0.0122012 0.0011358 72297.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3514.39 3233.53 0.0109912 0.00136213 83081.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3482.81 3203.01 0.0114956 0.00108253 76826.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3450.79 3173.47 0.011088 0.0011051 80137 0
: 236 Minimum Test error found - save the configuration
: 236 | 3419.06 3144.41 0.0111158 0.00117649 80488.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3388.94 3114.67 0.0116515 0.00112149 75973.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3357.31 3086.15 0.0107711 0.00113344 83007.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3326.98 3057.33 0.0113354 0.00113771 78449 0
: 240 Minimum Test error found - save the configuration
: 240 | 3297.25 3027.98 0.0140535 0.00138243 63135.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3266.67 3000.37 0.0121135 0.00160906 76158.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3237.57 2971.89 0.0134386 0.00183882 68967.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3207.71 2943.78 0.0139462 0.00110657 62307.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3178.06 2916.88 0.0107889 0.00110296 82593.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3149.05 2890.37 0.0119291 0.00116769 74340 0
: 246 Minimum Test error found - save the configuration
: 246 | 3120.84 2864.08 0.0108774 0.00112572 82037.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3092.53 2836.56 0.0128491 0.00145684 70223.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3064.35 2811 0.0127221 0.00158215 71813.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3037.03 2783.54 0.0135262 0.00138651 65899.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3008.44 2758.19 0.0111757 0.00162242 83740.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 2982.58 2731.47 0.0116364 0.00114946 76285 0
: 252 Minimum Test error found - save the configuration
: 252 | 2954.29 2706.56 0.0112881 0.00114084 78839.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 2927.24 2681.87 0.0115042 0.00117144 77423.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2901.58 2656.16 0.0115585 0.00119703 77209.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2874.88 2631.21 0.0112125 0.00119521 79862.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2847.97 2608.23 0.0135892 0.001113 64122 0
: 257 Minimum Test error found - save the configuration
: 257 | 2822.74 2583.99 0.0126402 0.00157811 72319.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2797.3 2559.8 0.0147978 0.00172997 61218.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2771.69 2536.78 0.013962 0.00117373 62557.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2746.77 2513.32 0.0127237 0.00127294 69864.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2721.69 2490.07 0.0134632 0.00130286 65787.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2697.7 2465.91 0.0134633 0.00179857 68582.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2672.58 2443.33 0.0139005 0.00155983 64826.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2648.33 2420.71 0.0143631 0.00178974 63626.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2624.73 2398.37 0.013558 0.00130819 65307.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2600.4 2376.18 0.0114599 0.00113681 77495.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2577.22 2354.32 0.0116461 0.00123035 76806.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2553.75 2332.67 0.0142939 0.00186702 64376.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2530.17 2311.48 0.0141038 0.00127987 62383.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2507.78 2289.61 0.0128773 0.00131667 69200.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2485.07 2268.19 0.0119932 0.00143534 75773.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2461.88 2247.97 0.0113557 0.00110644 78054.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2439.66 2227.68 0.0104882 0.00104846 84748.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2417.53 2206.96 0.0104488 0.00104784 85097.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2395.72 2186.49 0.0103844 0.00103977 85610.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2373.77 2166.22 0.0105516 0.00108833 84537.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2352.12 2146.31 0.0111329 0.001146 80105.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2330.17 2127.19 0.0108916 0.00111649 81840.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2309.7 2107.32 0.0145108 0.00149767 61476.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2288.31 2087.46 0.0134173 0.00113355 65126.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2267.1 2068.36 0.0124035 0.00128112 71926.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2246.25 2049.78 0.012943 0.00142355 69447.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2225.88 2030.69 0.0113833 0.00121077 78643.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2205.43 2012.1 0.0116574 0.00106601 75532.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2184.99 1993.7 0.0106112 0.00108394 83969.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2164.69 1976.04 0.0115652 0.00128556 77823.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2145.32 1957.94 0.0112424 0.00109807 78862 0
: 288 Minimum Test error found - save the configuration
: 288 | 2126.23 1939.28 0.0108604 0.00106854 81700.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2105.4 1921.6 0.0108638 0.00109637 81904.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2086.16 1903.98 0.0109767 0.00133633 82984.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2067.34 1886.31 0.0118263 0.0012065 75330.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2047.75 1869.32 0.0120314 0.00128393 74436.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2028.77 1852.77 0.0117208 0.00139044 77441.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2010.43 1835.16 0.0113013 0.00115959 78882 0
: 295 Minimum Test error found - save the configuration
: 295 | 1991.51 1818.66 0.0111528 0.00108643 79472.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 1973.18 1801.96 0.0108516 0.0011154 82167.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 1954.56 1785.53 0.010645 0.00111516 83946.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1936.6 1769.15 0.0110456 0.00115509 80885.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1918.12 1753.31 0.0106804 0.00107166 83257.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1901.11 1736.52 0.0107026 0.0010672 83027.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1882.48 1721.84 0.010682 0.00106526 83188.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1865.84 1705.28 0.0107446 0.00107526 82735.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1847.58 1689.79 0.0111526 0.00118365 80249.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1830.19 1674.5 0.010855 0.00107164 81771.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1813.68 1659.04 0.0111701 0.00110016 79444.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1795.9 1643.85 0.0107848 0.00109153 82531.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1779.62 1628.43 0.0147474 0.00173634 61486.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1762.35 1613.61 0.0153816 0.0012932 56784.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1745.78 1598.87 0.0117641 0.00112112 75166.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 1729.79 1584 0.0106702 0.00106175 83259.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1712.84 1570.53 0.0107848 0.00110942 82684.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1697.04 1555.46 0.0124366 0.00119803 71183.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1680.45 1541.49 0.0124003 0.00110608 70832.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1664.89 1526.94 0.0123293 0.00128142 72412.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1649.05 1512.83 0.0110325 0.00110346 80571.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1633.38 1499.02 0.0107187 0.00115989 83692.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1617.99 1485.05 0.0107077 0.00110113 83276.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1601.93 1472.04 0.0108452 0.00109142 82019.8 0
: 319 Minimum Test error found - save the configuration
: 319 | 1587.29 1458.38 0.0118517 0.00111198 74489.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1572.12 1444.65 0.0114983 0.00108576 76830.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1556.85 1431.49 0.0112203 0.00124918 80231.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1541.99 1418.74 0.0125766 0.00120768 70367.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1527.13 1405.58 0.0108132 0.00110358 82392.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1513.07 1392.18 0.0109506 0.00108094 81056.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1498.08 1379.36 0.0106172 0.00108122 83893 0
: 326 Minimum Test error found - save the configuration
: 326 | 1483.44 1366.83 0.0116012 0.00109116 76117.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1469.6 1354.04 0.011439 0.00111898 77518.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1454.99 1342.06 0.0106209 0.00107468 83802.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1441.9 1329.04 0.010862 0.00113662 82259.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1427.27 1317.3 0.0108181 0.00110729 82382.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1414.01 1304.77 0.011915 0.00116651 74429 0
: 332 Minimum Test error found - save the configuration
: 332 | 1400.1 1292.47 0.0111973 0.00114933 79618.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1386.85 1280.28 0.0107357 0.00112062 83202.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1373.05 1269.1 0.0110675 0.00110601 80308.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1360.27 1257.23 0.0111467 0.00146925 82666.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1347.19 1245.26 0.0116172 0.00159753 79842.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1334.43 1233.21 0.0116778 0.00108948 75554.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1320.72 1222.17 0.010877 0.00110772 81889.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1308.37 1210.82 0.0138455 0.00108318 62684.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1295.55 1199.5 0.0121205 0.0011177 72708.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1283.35 1187.99 0.0116573 0.00110852 75838.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1270.42 1177.29 0.0106443 0.00106169 83484.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1258.64 1166.17 0.011103 0.0010834 79843.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1246.92 1154.84 0.0109984 0.00124383 82012.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1234.06 1144.3 0.0122256 0.00115598 72269.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1222.22 1133.78 0.011026 0.00111077 80684.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1210.34 1123.48 0.010796 0.00109567 82471.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1198.78 1112.77 0.0110471 0.00143117 83195.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1187.23 1103.1 0.010748 0.00109622 82886.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1176.41 1091.81 0.0107385 0.00107873 82817.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1164.23 1081.58 0.0106737 0.00107503 83344.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1153 1071.42 0.0107365 0.00109232 82951.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1141.92 1061.12 0.0110004 0.00122742 81858.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1130.97 1050.76 0.010848 0.00110759 82132.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1119.4 1041.56 0.0106281 0.00106431 83649 0
: 356 Minimum Test error found - save the configuration
: 356 | 1108.87 1031.67 0.0107592 0.00114092 83175.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1098.06 1021.71 0.0111945 0.00110061 79255.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1087.34 1011.76 0.0109426 0.00112297 81469.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1076.89 1002.41 0.0107108 0.0010556 82856.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1066.18 992.726 0.0108144 0.00107043 82101.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1055.95 983.399 0.0106196 0.00107881 83850.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1045.47 973.743 0.0108825 0.0010614 81457.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1035.36 964.41 0.010983 0.00111159 81041.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1025.15 954.985 0.011132 0.00108074 79592.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1015.04 946.142 0.011049 0.00117613 81029.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1005.06 937.277 0.0110338 0.00115992 81022.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 995.216 928.334 0.0109418 0.00111586 81416.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 986.066 918.791 0.0109711 0.00112778 81273.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 975.874 909.954 0.010852 0.00109787 82016.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 966.287 901.309 0.0106622 0.00109166 83590.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 956.973 893.06 0.010803 0.00109898 82440.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 948.047 884.137 0.0111809 0.00111027 79439.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 938.532 875.274 0.0107005 0.00109125 83253.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 928.994 867.314 0.0107626 0.00112793 83033.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 919.924 858.668 0.0107903 0.00109463 82510.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 910.899 850.359 0.0109301 0.00108789 81282.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 901.568 841.953 0.0107706 0.00109208 82657.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 892.777 834.214 0.0119126 0.00109152 73930 0
: 379 Minimum Test error found - save the configuration
: 379 | 884.306 825.73 0.0106743 0.00106519 83254.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 875.34 817.742 0.0106631 0.00107795 83462.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 866.376 809.711 0.0108178 0.00114371 82695 0
: 382 Minimum Test error found - save the configuration
: 382 | 857.949 801.326 0.0131236 0.00156096 69188.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 849.064 794.153 0.0130359 0.00148437 69254.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 841.112 785.728 0.0122406 0.00121311 72545.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 832.378 778.118 0.0127123 0.00129602 70075.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 824.405 770.343 0.0116906 0.00115518 75934.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 816.045 762.641 0.0108389 0.00106441 81845.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 807.898 754.968 0.0106765 0.0010621 83208.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 799.757 747.646 0.0110637 0.00135299 82383.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 791.822 741.012 0.0149158 0.00174028 60718.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 784.744 732.681 0.01416 0.00120215 61738.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 776.451 725.865 0.0121741 0.0010889 72168 0
: 393 Minimum Test error found - save the configuration
: 393 | 768.503 718.791 0.0117555 0.00113773 75345.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 760.805 710.986 0.0117355 0.00107673 75055.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 752.965 704.172 0.0119162 0.0013066 75403.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 745.317 696.552 0.0123163 0.00110627 71364.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 737.915 690.031 0.0114661 0.00124722 78286.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 730.242 683.119 0.0111999 0.00110013 79209.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 722.927 675.98 0.010578 0.00104693 83936.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 716.004 669.337 0.0112751 0.0017816 84268.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 708.737 662.693 0.0117656 0.00122701 75911.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 701.56 656.101 0.0116658 0.00122138 76595.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 694.624 649.085 0.011223 0.0011241 79216.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 687.358 642.274 0.0108866 0.00110932 81822.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 680.062 636.366 0.0113669 0.0011293 78143.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 673.813 629.593 0.010709 0.00106902 82987.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 666.798 622.954 0.0110233 0.00116541 81153.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 660.029 616.602 0.0114614 0.00107086 76993.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 652.965 610 0.0110593 0.00147852 83500.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 646.445 603.787 0.0109505 0.00106921 80961.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 639.688 597.606 0.0105837 0.00108936 84261 0
: 412 Minimum Test error found - save the configuration
: 412 | 633.655 591.007 0.0106287 0.00106248 83627.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 626.792 584.722 0.0106731 0.00105683 83192.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 620.035 579.254 0.0107993 0.00125519 83821 0
: 415 Minimum Test error found - save the configuration
: 415 | 613.896 572.874 0.0107269 0.00111171 83201.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 607.877 566.76 0.0108185 0.00105761 81959.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 601.125 561.61 0.0113024 0.00108817 78322 0
: 418 Minimum Test error found - save the configuration
: 418 | 595.16 555.638 0.0105563 0.00106435 84281.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 589.29 549.648 0.0106178 0.00109699 84026.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 582.927 544.192 0.0106712 0.00108009 83411 0
: 421 Minimum Test error found - save the configuration
: 421 | 577.4 538.442 0.0108655 0.00108737 81815.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 571.042 532.748 0.0107183 0.00108996 83088.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 565.399 527.21 0.0107255 0.00110066 83118.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 559.42 521.604 0.0109906 0.00112754 81111 0
: 425 Minimum Test error found - save the configuration
: 425 | 553.411 515.997 0.011401 0.00115556 78083.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 548.269 510.427 0.0108104 0.00111364 82501.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 542.187 504.712 0.011149 0.00110217 79626.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 536.354 499.479 0.0109818 0.00116901 81526.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 531.082 494.063 0.010795 0.00111583 82651.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 525.417 489.455 0.0109801 0.00114899 81374.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 520.288 483.706 0.010863 0.00111023 82028.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 514.794 478.751 0.0108347 0.00108978 82093.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 509.626 473.338 0.0114521 0.00116182 77743.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 503.848 468.028 0.0110507 0.00116647 80937.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 498.86 463.411 0.0121079 0.00133298 74246.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 493.583 458.767 0.0112766 0.00120837 79457.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 488.566 453.552 0.0122889 0.00130741 72850 0
: 438 Minimum Test error found - save the configuration
: 438 | 483.346 449.29 0.0114845 0.00107066 76820.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 478.514 444.147 0.0109315 0.0011385 81691 0
: 440 Minimum Test error found - save the configuration
: 440 | 473.565 438.75 0.0111291 0.00114927 80161.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 468.494 434.241 0.011657 0.00107594 75606.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 463.398 429.537 0.0108533 0.00106415 81722.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 458.543 424.957 0.0115344 0.00112655 76865 0
: 444 Minimum Test error found - save the configuration
: 444 | 453.938 420.206 0.0105988 0.00107552 84004.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 448.892 415.885 0.01149 0.00108524 76888 0
: 446 Minimum Test error found - save the configuration
: 446 | 444.322 411.26 0.01101 0.00114606 81103.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 439.633 406.454 0.0112536 0.00109685 78765.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 435.076 402.296 0.011965 0.00108967 73560.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 430.638 397.802 0.0106887 0.00111038 83521.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 425.992 393.452 0.0110643 0.00109301 80230.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 421.442 389.078 0.0125714 0.00131226 71053.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 416.96 385.157 0.0117744 0.00165742 79075.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 412.72 380.873 0.0123591 0.00162719 74543.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 408.35 376.422 0.0113077 0.001131 78611 0
: 455 Minimum Test error found - save the configuration
: 455 | 404.143 372.326 0.0134345 0.00178833 68692.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 399.632 368.091 0.0123687 0.001284 72171.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 395.428 363.88 0.0129876 0.0011196 67408 0
: 458 Minimum Test error found - save the configuration
: 458 | 391.199 360.19 0.0112418 0.00107075 78654.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 387.137 355.876 0.0121248 0.00163403 76257.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 383.128 352.344 0.0132464 0.00142145 67653.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 379.418 348.464 0.0151196 0.00170756 59647.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 375.536 343.847 0.0145216 0.00172403 62511.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 371.552 340.245 0.0124656 0.00138161 72176 0
: 464 Minimum Test error found - save the configuration
: 464 | 367.365 336.12 0.0129726 0.00160711 70388.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 363.05 332.598 0.0125 0.00110079 70180.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 359.3 328.596 0.011618 0.00118184 76656.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 355.262 325.054 0.0130574 0.00119958 67466 0
: 468 Minimum Test error found - save the configuration
: 468 | 351.496 321.743 0.0111132 0.0011483 80281.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 347.833 318.072 0.011179 0.00121229 80267.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 344.362 314.595 0.0110311 0.00111811 80702.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 340.893 312.48 0.0112456 0.00110211 78868.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 337.332 307.842 0.0107322 0.00109249 82990.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 333.354 303.68 0.0107846 0.00119256 83402.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 329.644 300.161 0.0124986 0.00113018 70370.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 325.891 296.937 0.0113309 0.00117005 78733.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 322.235 293.554 0.0115272 0.0012262 77662.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 319.165 290.682 0.0122127 0.00126946 73104.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 315.729 286.945 0.0131029 0.0015989 69541.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 312.159 283.485 0.0124149 0.0011328 70908.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 308.74 280.3 0.0132277 0.00144993 67924.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 305.613 277.011 0.0137007 0.00175798 66986.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 302.23 273.811 0.0162952 0.00176893 55072.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 298.838 271.228 0.0137862 0.00111907 63155.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 295.801 267.695 0.0124746 0.00143632 72475 0
: 485 Minimum Test error found - save the configuration
: 485 | 292.432 264.442 0.0142198 0.00161512 63468.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 289.167 261.614 0.0107665 0.00107831 82574.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 286.064 258.59 0.0108524 0.00117314 82651.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 282.877 255.938 0.0125385 0.00161199 73216.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 280.359 252.611 0.0116336 0.00117608 76500 0
: 490 Minimum Test error found - save the configuration
: 490 | 276.713 249.636 0.0110254 0.00112893 80836.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 273.786 246.791 0.0108818 0.00109882 81774.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 270.696 244.241 0.011323 0.00125147 79431.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 268.044 241.131 0.0118951 0.00108213 73985.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 265.145 238.458 0.0133713 0.00140445 66851.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 262.409 235.371 0.0115084 0.00112758 77065.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 259.248 232.659 0.0113538 0.00122153 78955.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 256.515 230.904 0.0114419 0.00111516 77469 0
: 498 Minimum Test error found - save the configuration
: 498 | 253.839 227.479 0.0116534 0.00134387 77598.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 251.023 225.495 0.0116795 0.00114321 75927.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 248.119 222.234 0.0111305 0.00114753 80136.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 245.379 219.446 0.0111777 0.00120082 80185.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 242.691 216.977 0.0109137 0.00114006 81852.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 239.896 214.404 0.0112948 0.00149218 81611 0
: 504 Minimum Test error found - save the configuration
: 504 | 237.218 211.865 0.0109975 0.00111571 80957 0
: 505 Minimum Test error found - save the configuration
: 505 | 234.948 210.046 0.0110575 0.00114191 80681 0
: 506 Minimum Test error found - save the configuration
: 506 | 232.426 206.947 0.011163 0.00112171 79671.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 229.616 204.537 0.0108798 0.00108765 81697.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 226.934 202.627 0.010809 0.00107396 82177.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 224.508 200.328 0.0104435 0.00105065 85170.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 222.102 197.959 0.0106713 0.00106695 83295.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 219.601 195.268 0.0115582 0.00115064 76867.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 217.469 193.413 0.0109901 0.00114001 81217.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 214.898 190.771 0.011077 0.00115764 80650.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 212.441 188.516 0.0111413 0.0011292 79903.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 210.112 186.108 0.010832 0.00108219 82052.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 207.729 184.245 0.0105797 0.00106241 84057.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 205.313 182.064 0.0112817 0.00107678 78393.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 203.024 179.475 0.0109203 0.00114276 81820.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 200.808 177.638 0.0112684 0.00113273 78929.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 198.712 175.175 0.0123607 0.0012092 71739.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 196.279 173.459 0.0107569 0.00105745 82479 0
: 522 Minimum Test error found - save the configuration
: 522 | 194.246 172.151 0.0110312 0.00110918 80628.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 192.229 169.952 0.0119963 0.00110028 73421.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 190.274 167.097 0.0111244 0.00111782 79947.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 187.823 165.916 0.0130188 0.00167089 70497.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 185.639 163.11 0.0144343 0.0011294 60128 0
: 527 Minimum Test error found - save the configuration
: 527 | 183.543 161.396 0.0110271 0.00110749 80648.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 181.476 159.551 0.011244 0.00114051 79180.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 179.348 157.577 0.0108173 0.00104838 81892.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 177.516 156.097 0.0107696 0.00110114 82743.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 175.352 153.548 0.0110701 0.00105824 79905.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 173.306 151.576 0.0107752 0.00109285 82624.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 171.248 150.223 0.0107524 0.0011148 83008 0
: 534 Minimum Test error found - save the configuration
: 534 | 169.486 148.155 0.0141 0.00172359 64639.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 167.548 147.135 0.0111882 0.00110663 79352.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 165.603 145.239 0.010765 0.0010929 82712.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 163.797 143.268 0.013168 0.00171524 69852.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 161.947 141.259 0.0158395 0.00173034 56700.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 160.14 139.977 0.0118151 0.00109031 74593.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 158.27 137.894 0.0106028 0.00110576 84236.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 156.243 136.736 0.0111944 0.00112587 79455.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 154.595 135.481 0.0105823 0.00107164 84115.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 152.858 133.445 0.0105295 0.00106026 84484.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 151.299 132.253 0.0110065 0.00125161 82009.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 149.073 130.18 0.0108904 0.00106739 81441.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 147.322 129.003 0.0105247 0.001046 84400 0
: 547 Minimum Test error found - save the configuration
: 547 | 145.539 127.504 0.0106234 0.00108395 83862.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 143.903 125.627 0.0105765 0.00105388 84010.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 142.142 124.162 0.0111237 0.00124533 80984.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 140.548 122.667 0.0108489 0.00110041 82063.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 138.878 120.86 0.0110591 0.00110837 80396.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 137.227 119.681 0.0105886 0.00108116 84144.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 135.818 118.526 0.0110577 0.00108976 80257 0
: 554 Minimum Test error found - save the configuration
: 554 | 134.096 117.406 0.0111715 0.00114565 79793.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 132.567 115.634 0.011224 0.00115646 79463.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 130.968 113.938 0.0124375 0.00162994 74022 0
: 557 Minimum Test error found - save the configuration
: 557 | 129.541 112.508 0.0110745 0.00128051 81682.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 127.847 111.691 0.0122594 0.00159988 75050.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 126.373 109.656 0.0116583 0.00110693 75819.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 124.771 108.781 0.011644 0.00150209 78880.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 123.357 108 0.0125702 0.00118938 70293.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 121.938 105.652 0.0110079 0.00118333 81428.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 120.734 104.686 0.0115673 0.00119201 77106.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 119.276 103.565 0.0110929 0.00117334 80648.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 117.482 102.179 0.0109628 0.00126423 82486.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 116.29 100.763 0.0114188 0.00117529 78098.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.026 100.13 0.0112899 0.00123034 79526.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 113.595 98.4375 0.0114637 0.0011639 77671.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 112.184 97.1235 0.0119247 0.00110715 73953.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 110.676 95.9591 0.011496 0.00112635 77148.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 109.274 94.7567 0.0114447 0.00119803 78073.9 0
: 572 Minimum Test error found - save the configuration
: 572 | 108.108 94.5483 0.0118045 0.00127834 76001.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 106.843 92.699 0.0117984 0.00120424 75513.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 105.657 92.3211 0.013368 0.00173874 68791.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 104.41 91.1853 0.0130999 0.00163015 69748.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 103.307 89.5946 0.0141889 0.00134193 62271.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 101.945 88.1357 0.0121373 0.00122831 73334.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 100.509 87.1034 0.013437 0.00128784 65848.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 99.3127 86.0562 0.0131642 0.00166682 69581.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 98.2766 85.7023 0.011969 0.00113643 73851.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.4155 83.9479 0.0137488 0.00173801 66606.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 95.9547 83.2075 0.0126113 0.00167998 73183.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 94.9234 82.6844 0.0133175 0.00116307 65819.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 93.782 80.6283 0.0123844 0.00122941 71717.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 92.4321 79.4938 0.0123662 0.0010971 70990.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 91.3512 78.8259 0.0111559 0.00114118 79882.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 90.3979 78.3071 0.0120271 0.00138211 75152.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 89.6763 77.4571 0.0112198 0.00108394 78927.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 88.3862 75.687 0.011785 0.00109129 74810.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 87.37 75.659 0.0125865 0.00116716 70056.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.3104 73.7788 0.0123186 0.00144592 73579.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.2294 72.5264 0.0120936 0.00113485 73001.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.3087 72.002 0.0128312 0.00122295 68916.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 83.3169 71.9994 0.0114078 0.00112803 77823 0
: 595 Minimum Test error found - save the configuration
: 595 | 82.2792 70.6553 0.0123943 0.00132547 72275.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 81.1798 69.632 0.0116663 0.00113471 75962.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 80.1828 68.6037 0.0113266 0.00107281 78020.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 79.3471 67.9513 0.0105805 0.00109323 84323.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 78.483 66.6177 0.0105556 0.00105083 84168.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 77.4457 65.815 0.0107811 0.00105597 82261 0
: 601 Minimum Test error found - save the configuration
: 601 | 76.5296 64.85 0.013211 0.00132977 67333.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 75.6717 64.4968 0.011384 0.00106908 77557.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.0113 63.884 0.0108353 0.0010773 81983.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.1626 62.2014 0.0107544 0.00109192 82794.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.1939 61.3573 0.0110575 0.00111499 80462.3 0
: 606 | 72.1244 61.9439 0.0110344 0.00117308 81125.3 1
: 607 Minimum Test error found - save the configuration
: 607 | 71.386 59.678 0.0115528 0.00116611 77021.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.4592 59.2726 0.0105988 0.00107787 84025.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 69.7095 59.2338 0.0114871 0.00138416 79184.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 68.885 58.4805 0.0108572 0.00110956 82071 0
: 611 | 67.9551 58.6603 0.0121112 0.00119229 73267.6 1
: 612 Minimum Test error found - save the configuration
: 612 | 67.4031 56.4939 0.0122004 0.00122126 72865.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.3468 55.9505 0.0116644 0.00120802 76508.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.7777 54.6454 0.0111302 0.00121707 80700.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.0122 54.0306 0.0115938 0.00123265 77211.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 63.9973 53.0722 0.0110062 0.00119403 81531.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.0471 52.6187 0.012995 0.00180511 71493.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 62.3837 52.0035 0.0136415 0.00168903 66931.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 61.5679 51.3803 0.0155639 0.0011106 55350.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 60.7993 50.5547 0.0110685 0.00113476 80533.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.4091 50.1054 0.0118874 0.00137471 76098.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 59.5391 49.4603 0.012199 0.0011921 72681.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 58.9162 48.7476 0.011621 0.00116854 76537.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.0665 48.0881 0.0120885 0.00140879 74908.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.243 46.9849 0.0154161 0.00116519 56136.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 56.595 46.837 0.0113269 0.00112488 78415.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 55.9091 46.231 0.0119406 0.00171514 78236.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.1508 46.1705 0.0118374 0.00114929 74849.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 54.5976 44.9897 0.012811 0.00116817 68711.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 53.9257 44.1646 0.0126877 0.00166573 72582.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.1837 44.001 0.0109945 0.00108283 80712.8 0
: 632 Minimum Test error found - save the configuration
: 632 | 52.5484 43.1626 0.0107705 0.00107485 82511.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.0123 41.8761 0.0105034 0.00105406 84661.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 51.3213 41.6296 0.0107922 0.00138146 85009.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 50.6797 41.0912 0.0113386 0.00109782 78119.1 0
: 636 Minimum Test error found - save the configuration
: 636 | 49.9602 40.6178 0.0114011 0.00114179 77977.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 49.4006 39.933 0.0112883 0.00119057 79225.6 0
: 638 Minimum Test error found - save the configuration
: 638 | 48.9731 39.7255 0.0112024 0.00118609 79869.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.5115 38.6876 0.011002 0.00117704 81425.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 47.7561 38.0836 0.0137095 0.00181839 67277.1 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.2835 37.9551 0.010997 0.00106769 80569.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 46.8273 37.4756 0.0117035 0.00109028 75377.5 0
: 643 | 46.3233 37.6483 0.0105514 0.00103418 84058.3 1
: 644 Minimum Test error found - save the configuration
: 644 | 45.7059 36.4769 0.0111821 0.00111345 79454.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.0435 36.2277 0.0106331 0.00104738 83457.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.3864 36.0139 0.0111661 0.00111223 79571 0
: 647 Minimum Test error found - save the configuration
: 647 | 43.8266 34.2759 0.0109973 0.00107718 80644.4 0
: 648 | 43.2943 34.8026 0.0106088 0.00100602 83309.3 1
: 649 Minimum Test error found - save the configuration
: 649 | 42.8922 34.1852 0.0108299 0.00106843 81955 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.4717 33.9404 0.0133935 0.00161463 67918.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 41.8974 33.9142 0.0125897 0.00109249 69582.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.4295 32.8923 0.0129836 0.00155198 69981.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 40.7949 31.8753 0.0135178 0.00157774 67001.6 0
: 654 | 40.4259 32.5463 0.0136036 0.00115083 64242.7 1
: 655 | 39.8214 32.1415 0.0108846 0.00104551 81308.2 2
: 656 | 39.3734 32.6099 0.012811 0.00129939 69494.8 3
: 657 Minimum Test error found - save the configuration
: 657 | 38.7657 30.608 0.0124655 0.00112795 70562 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.3409 30.3193 0.010727 0.00109071 83019.9 0
: 659 | 37.8919 30.3425 0.0111769 0.00105122 79007.3 1
: 660 Minimum Test error found - save the configuration
: 660 | 37.4619 30.143 0.0114087 0.00116961 78131.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 36.9698 29.3029 0.0106635 0.00106623 83357.3 0
: 662 | 36.4353 29.5533 0.0134469 0.00142973 66571.4 1
: 663 Minimum Test error found - save the configuration
: 663 | 36.0788 28.1813 0.0120333 0.00108503 73070.9 0
: 664 | 35.6921 28.8753 0.0115014 0.00105352 76570.8 1
: 665 Minimum Test error found - save the configuration
: 665 | 35.3702 28.0933 0.0115214 0.00153676 80122.7 0
: 666 Minimum Test error found - save the configuration
: 666 | 34.7991 27.2701 0.0143769 0.00168715 63043.1 0
: 667 | 34.274 28.0912 0.0144436 0.00165817 62571.3 1
: 668 Minimum Test error found - save the configuration
: 668 | 33.9887 26.0002 0.0131078 0.00136057 68100.9 0
: 669 | 33.6235 27.4172 0.0121683 0.00142956 74496.3 1
: 670 | 33.0715 26.3167 0.0113049 0.00100863 77698.3 2
: 671 Minimum Test error found - save the configuration
: 671 | 32.6795 25.9632 0.0105261 0.00115933 85408.1 0
: 672 | 32.3478 25.99 0.0114846 0.00143848 79632.7 1
: 673 Minimum Test error found - save the configuration
: 673 | 31.9918 25.5526 0.0120152 0.0013855 75260.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.6241 25.155 0.0111535 0.00107328 79363.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.0307 24.3415 0.011412 0.00128403 78989.5 0
: 676 | 30.7247 24.6817 0.0113945 0.00102114 77120.5 1
: 677 | 30.3634 25.178 0.0107782 0.00100817 81883 2
: 678 Minimum Test error found - save the configuration
: 678 | 30.1676 22.7217 0.0110146 0.00125615 81980 0
: 679 | 29.7769 23.0599 0.0109125 0.00106671 81253.3 1
: 680 | 29.1237 23.494 0.0137614 0.00128034 64096.9 2
: 681 Minimum Test error found - save the configuration
: 681 | 28.791 22.3616 0.0125256 0.00148753 72476.6 0
: 682 | 28.2908 22.7605 0.013916 0.00147001 64277.7 1
: 683 | 27.9608 22.5758 0.0113227 0.00106081 77958.4 2
: 684 | 27.7084 22.5741 0.0109566 0.00113604 81461.9 3
: 685 Minimum Test error found - save the configuration
: 685 | 27.3451 21.7284 0.0115212 0.00107266 76565.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.1922 20.6538 0.0115406 0.00123593 77634.6 0
: 687 | 27.055 21.9818 0.0111826 0.00103529 78838.3 1
: 688 | 26.4049 20.8766 0.0118936 0.00143512 76493 2
: 689 Minimum Test error found - save the configuration
: 689 | 25.9927 20.6415 0.011858 0.00116254 74798.3 0
: 690 Minimum Test error found - save the configuration
: 690 | 25.563 20.0518 0.0109638 0.00110741 81165.7 0
: 691 | 25.324 22.036 0.0109847 0.00105145 80537.3 1
: 692 Minimum Test error found - save the configuration
: 692 | 25.0128 19.7572 0.0107717 0.00110593 82766.3 0
: 693 | 24.807 20.3672 0.0106461 0.00101096 83029 1
: 694 | 24.7329 21.2014 0.0104437 0.00101591 84855.1 2
: 695 | 24.1478 19.8292 0.0105672 0.00101965 83791.5 3
: 696 Minimum Test error found - save the configuration
: 696 | 23.8515 19.1892 0.010961 0.00112244 81312.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.4613 18.2067 0.0132264 0.00142547 67791.2 0
: 698 | 23.2016 18.2974 0.0131209 0.00125969 67446.7 1
: 699 | 22.9405 18.999 0.0143753 0.00148042 62040.3 2
: 700 Minimum Test error found - save the configuration
: 700 | 22.3172 17.4514 0.0132909 0.00112188 65740.5 0
: 701 | 22.0946 18.4002 0.0105972 0.00100154 83371.2 1
: 702 Minimum Test error found - save the configuration
: 702 | 21.7626 17.4043 0.0116972 0.00165595 79671.5 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.4945 16.9427 0.0132078 0.00169012 69458.2 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.3744 16.8912 0.0140097 0.00154685 64190.7 0
: 705 Minimum Test error found - save the configuration
: 705 | 20.8731 16.5532 0.0128925 0.00146563 70010.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 20.6864 15.6496 0.0145742 0.00164086 61855.6 0
: 707 | 20.3538 16.5244 0.0126911 0.00103269 68620.1 1
: 708 | 20.1038 16.2145 0.0128868 0.00130676 69084.6 2
: 709 | 19.8751 15.9836 0.0110411 0.0011119 80570.5 3
: 710 | 19.7816 15.841 0.0111151 0.00108585 79767 4
: 711 | 19.4159 15.9589 0.0122242 0.00115169 72250.7 5
: 712 | 19.2234 15.85 0.0115553 0.00101215 75878.4 6
: 713 Minimum Test error found - save the configuration
: 713 | 18.984 14.76 0.0145692 0.00171666 62244.5 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.663 14.6435 0.0121044 0.00135757 74440.9 0
: 715 | 18.318 16.1111 0.0121955 0.00157314 75312.9 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.0346 14.367 0.0128384 0.00128115 69220.5 0
: 717 | 17.9009 14.4581 0.0112216 0.00101943 78414.9 1
: 718 Minimum Test error found - save the configuration
: 718 | 17.7232 14.3307 0.0111335 0.00113345 79999.5 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.4482 13.7255 0.0111927 0.00123068 80305.1 0
: 720 | 17.1825 13.7927 0.0124917 0.00123947 71097.2 1
: 721 Minimum Test error found - save the configuration
: 721 | 16.9448 13.3236 0.0108023 0.00110597 82505.3 0
: 722 | 16.6683 13.5681 0.0108237 0.00103396 81718.3 1
: 723 | 16.5187 14.2607 0.0108749 0.00107376 81622.9 2
: 724 Minimum Test error found - save the configuration
: 724 | 16.2757 12.9563 0.0114055 0.00111337 77729.1 0
: 725 | 15.9978 14.5996 0.0111223 0.00128482 81321.8 1
: 726 Minimum Test error found - save the configuration
: 726 | 15.7905 11.8753 0.0121379 0.00111359 72567.1 0
: 727 | 15.7566 12.5902 0.0123167 0.00105544 71039.9 1
: 728 | 15.3707 13.6534 0.0111996 0.001052 78836.6 2
: 729 | 15.1685 12.0141 0.0112545 0.00110442 78817.4 3
: 730 | 14.9264 12.8218 0.0109056 0.00102856 80995.9 4
: 731 | 14.7517 12.2409 0.0117312 0.00107631 75082.6 5
: 732 | 14.5488 12.0975 0.0112028 0.00105168 78809.2 6
: 733 Minimum Test error found - save the configuration
: 733 | 14.3838 11.008 0.0114202 0.00108092 77374.8 0
: 734 | 14.2419 11.7526 0.0106446 0.00103594 83258.2 1
: 735 | 14.0734 12.0347 0.0110682 0.00104247 79794.7 2
: 736 | 13.8977 11.7075 0.0112132 0.00120884 79964.8 3
: 737 | 13.6644 11.43 0.0123561 0.001282 72240.7 4
: 738 Minimum Test error found - save the configuration
: 738 | 13.5978 10.6093 0.0117884 0.00126636 76031.2 0
: 739 | 13.2908 11.2752 0.0117029 0.00118103 76031.8 1
: 740 | 13.0636 10.9113 0.0129172 0.00107157 67535.5 2
: 741 | 12.7835 11.5017 0.0115429 0.00103134 76106.4 3
: 742 | 12.6327 10.8983 0.01283 0.00103358 67817 4
: 743 Minimum Test error found - save the configuration
: 743 | 12.4423 9.99108 0.0111386 0.00109831 79678.8 0
: 744 | 12.4151 10.8301 0.0113074 0.00114509 78722 1
: 745 | 12.3197 11.0063 0.012351 0.0010869 71022.2 2
: 746 | 12.0413 10.5958 0.0113791 0.00113132 78065.9 3
: 747 Minimum Test error found - save the configuration
: 747 | 11.8597 9.6627 0.011486 0.00118181 77638.2 0
: 748 | 11.7383 10.9788 0.0118063 0.00124132 75721.8 1
: 749 Minimum Test error found - save the configuration
: 749 | 11.6122 8.9361 0.0117303 0.001413 77539.6 0
: 750 | 11.4892 11.1744 0.0121593 0.00114008 72600.7 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.4756 8.13026 0.0166826 0.0018306 53864.7 0
: 752 | 11.1926 10.1693 0.012794 0.00106904 68230.7 1
: 753 | 10.825 8.65615 0.0158095 0.00171232 56748.9 2
: 754 | 10.8919 8.66606 0.0138083 0.00171674 66162.1 3
: 755 | 10.595 9.5831 0.0136738 0.00108116 63529.3 4
: 756 Minimum Test error found - save the configuration
: 756 | 10.5508 8.07083 0.0113149 0.00110626 78364.9 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.474 7.98202 0.0114322 0.00127968 78798 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.2856 7.95205 0.0119423 0.00120819 74528.8 0
: 759 | 10.0739 8.28989 0.0111499 0.00101963 78970.9 1
: 760 Minimum Test error found - save the configuration
: 760 | 9.91894 7.43759 0.0109147 0.00121289 82458.7 0
: 761 | 9.91829 7.82123 0.0107142 0.000999117 82346.5 1
: 762 | 9.71571 7.62662 0.0102655 0.000993256 86279.4 2
: 763 | 9.60804 7.61792 0.010477 0.00101085 84511.9 3
: 764 | 9.46579 8.11487 0.0106776 0.00111323 83643.9 4
: 765 Minimum Test error found - save the configuration
: 765 | 9.21643 6.49016 0.0110797 0.00107594 79969.9 0
: 766 | 9.15234 8.00583 0.0116678 0.00104134 75283.4 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.02593 6.4187 0.0105956 0.00108639 84128.6 0
: 768 | 8.95155 6.53857 0.0105989 0.0010465 83748.2 1
: 769 | 9.00198 8.41934 0.0106668 0.00103585 83065.9 2
: 770 | 9.04017 8.02786 0.0109028 0.00107425 81395.7 3
: 771 | 9.06636 6.86364 0.0111155 0.00106414 79591.6 4
: 772 | 8.77973 6.79995 0.0110562 0.00105337 79977.7 5
: 773 | 8.45461 7.01903 0.0110063 0.00105478 80390 6
: 774 Minimum Test error found - save the configuration
: 774 | 8.30236 5.87769 0.0110787 0.00111526 80293.3 0
: 775 | 8.1804 6.4808 0.010897 0.00104561 81206.9 1
: 776 | 8.09197 6.15934 0.0109287 0.00105799 81048.2 2
: 777 | 8.15187 6.14457 0.0109863 0.00105215 80530.1 3
: 778 | 7.80841 5.96239 0.0109738 0.00110447 81059.1 4
: 779 | 7.74721 6.20383 0.011189 0.00111381 79403.3 5
: 780 | 7.64585 6.37258 0.0112992 0.00108686 78336.4 6
: 781 Minimum Test error found - save the configuration
: 781 | 7.51122 5.33129 0.0111412 0.00113567 79955.8 0
: 782 | 7.52031 6.7159 0.0120967 0.00104988 72418.8 1
: 783 | 7.55454 5.74636 0.0165578 0.00170586 53865 2
: 784 | 7.31885 5.88013 0.0165309 0.00143188 52983.5 3
: 785 Minimum Test error found - save the configuration
: 785 | 7.24981 4.37901 0.0112104 0.00115782 79581.7 0
: 786 | 7.0958 6.60749 0.0120575 0.00107319 72831.3 1
: 787 | 6.93285 5.75529 0.0128991 0.00167594 71280.9 2
: 788 | 6.88745 5.64951 0.0160289 0.00164894 55632.8 3
: 789 | 6.75019 5.21613 0.015863 0.00166167 56332.8 4
: 790 | 6.6312 5.58159 0.0153554 0.00105898 55958.1 5
: 791 | 6.67478 4.94727 0.0124978 0.00104608 69858.2 6
: 792 | 6.60897 5.40263 0.011013 0.00103538 80179.7 7
: 793 | 6.56558 5.24268 0.0109892 0.00108524 80775.8 8
: 794 | 6.54902 5.75114 0.0111086 0.00105487 79572.7 9
: 795 | 6.47787 4.65949 0.0116008 0.00106492 75931 10
: 796 | 6.27015 5.07832 0.0136019 0.00138308 65472.7 11
: 797 | 6.23052 4.65013 0.0142131 0.00124238 61677.4 12
: 798 | 6.07151 4.87888 0.0122524 0.00135064 73382.6 13
: 799 | 6.06978 4.89454 0.0110694 0.00104137 79776.4 14
: 800 | 6.08955 4.71895 0.0108048 0.00103091 81850.8 15
: 801 | 5.85465 6.43935 0.0112661 0.00138997 81003.5 16
: 802 | 5.79995 5.42262 0.0109694 0.00103667 80541.5 17
: 803 | 5.71596 4.85517 0.0110229 0.00109519 80582.2 18
: 804 | 5.61235 5.1361 0.0107567 0.00105672 82474.8 19
: 805 Minimum Test error found - save the configuration
: 805 | 5.62112 4.09053 0.0108231 0.00108552 82156.2 0
: 806 | 5.54037 4.48968 0.0111743 0.00121283 80309.1 1
: 807 | 5.42096 4.2455 0.0106219 0.00102737 83380.5 2
: 808 | 5.54736 4.59401 0.010924 0.00108146 81280 3
: 809 | 5.45698 4.84419 0.010987 0.00106586 80635.5 4
: 810 | 5.34754 5.00402 0.0114375 0.00134459 79263.9 5
: 811 | 5.30942 5.97965 0.0121525 0.00107372 72210.2 6
: 812 | 5.38461 5.76501 0.0111634 0.00117369 80082.5 7
: 813 | 5.11541 5.69517 0.0122188 0.00168268 75929.6 8
: 814 | 5.14834 4.8506 0.0115199 0.001046 76380 9
: 815 | 5.21224 4.91918 0.0107315 0.00102154 82389.5 10
: 816 | 5.03591 5.57643 0.011141 0.00106852 79424.7 11
: 817 | 5.08709 4.7807 0.0116898 0.0011067 75592 12
: 818 | 5.13564 4.97205 0.0111116 0.00109358 79856.4 13
: 819 | 4.79509 4.66947 0.0111587 0.00109885 79523.7 14
: 820 | 4.70838 6.31181 0.0120862 0.0012733 73985.6 15
: 821 | 4.75879 4.66472 0.0128766 0.00138698 69628.3 16
: 822 | 4.57111 4.29092 0.0142886 0.00172303 63665.9 17
: 823 | 4.53973 5.08668 0.0144086 0.00151665 62054.3 18
: 824 | 4.55869 4.99334 0.0142686 0.00130455 61709.2 19
: 825 | 4.4217 4.84299 0.0138282 0.00127559 63732 20
: 826 | 4.40737 4.81169 0.012066 0.0010788 72811.7 21
:
: Elapsed time for training with 1000 events: 9.95 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: 0.0122 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: 0.955 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.212 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= 3.22649e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.00717e+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: 0.0501 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: 0.0438 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: 0.00197 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: 0.116 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: 1.07 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: 0.0386 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00478 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: 0.0613 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00582 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: 0.00276 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000566 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: 0.131 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0143 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: 0.966 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.113 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.03 -0.0596 6.07 1.55 | 3.190 3.214
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.250-9.11e-05 2.25 1.08 | 3.389 3.386
: 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.