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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: 0.285 sec
: Elapsed time for training with 1000 events: 0.288 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00278 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: 0.000843 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00415 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: 0.000227 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000408 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 = 31507.8
: --------------------------------------------------------------
: 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 | 33077.8 31127.5 0.0115779 0.00104844 75977 0
: 2 Minimum Test error found - save the configuration
: 2 | 32589.3 30593.3 0.0105768 0.00117017 85046.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31890 29925.3 0.0110601 0.00141717 82962.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31126 29263.8 0.0111564 0.00104169 79092.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30373 28532.3 0.0114109 0.00119878 78338.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29540.3 27611.8 0.0110161 0.0010376 80172.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28775.4 26947.6 0.0102181 0.00101487 86925.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28304.5 26556.6 0.0101822 0.000997651 87103.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 27934.2 26234.6 0.0103512 0.00101734 85709.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27611 25934 0.0106116 0.00108559 83980.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27308.5 25647.7 0.0108048 0.00103654 81897.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27018 25375.4 0.0133392 0.00180602 69364.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26737.2 25114.9 0.0116572 0.00112285 75941.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26469.5 24859.3 0.0113415 0.00107197 77900.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26204 24614.1 0.0126249 0.00101339 68896.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 25951.3 24369.4 0.0108372 0.00101115 81415.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25698.7 24132.6 0.0101641 0.000997159 87270.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25455.3 23897.6 0.0100964 0.00099695 87917.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25211.4 23670.8 0.0100636 0.00099267 88194.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 24974.8 23447.2 0.0102228 0.00101162 86850.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24744 23224.1 0.0101662 0.000997381 87252.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24511 23009.2 0.0102147 0.00100028 86820.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 24286.1 22795.3 0.0104698 0.00100004 84479.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24063.4 22583.8 0.0101067 0.000992699 87777.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23842.7 22375.9 0.0102524 0.00100248 86487.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23625.8 22170.5 0.0102549 0.00100706 86507.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23411.7 21967.6 0.0102104 0.00100137 86871.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23201.1 21765.7 0.0102529 0.00099564 86418.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 22990.3 21569 0.0101237 0.00100361 87718.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22785.2 21372.5 0.0101507 0.00100419 87465.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22579.8 21180.5 0.0101617 0.000996239 87284.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22378.2 20990.5 0.0104449 0.00100816 84775.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22179.2 20802 0.0103383 0.00099895 85659.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 21982.4 20614.8 0.0106112 0.0009992 83229.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21786.3 20431.5 0.0102745 0.00100109 86268.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21594.9 20247.8 0.0102798 0.00100389 86245.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21403.1 20068 0.0101854 0.00100315 87124.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21215.2 19889 0.010243 0.00100069 86558.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21027.4 19713.5 0.0101632 0.00101521 87450.9 0
: 40 Minimum Test error found - save the configuration
: 40 | 20844.1 19537.8 0.0102743 0.00100085 86267.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20659.6 19366.3 0.0102509 0.0009977 86456.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20479.4 19195.6 0.0106027 0.00108329 84038.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20300.3 19026.7 0.0102397 0.00104402 86997.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20122.6 18859.6 0.0106009 0.00107512 83982.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 19946 18694.6 0.0104314 0.00114591 86156 0
: 46 Minimum Test error found - save the configuration
: 46 | 19771.4 18526.5 0.0104622 0.0010322 84835.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19592.8 18363.7 0.012027 0.0016913 77401.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19422.7 18200.8 0.013031 0.00115038 67336.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19252.7 18038.2 0.0130289 0.00140979 68852.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19081.4 17882.8 0.0105571 0.00102898 83961.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18914.9 17724.6 0.0104112 0.0010319 85293.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18750.9 17567 0.0102385 0.00102687 86846.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18587.2 17410.9 0.0110365 0.00108067 80354.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18423.7 17262.7 0.0101164 0.00100801 87830.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18261.4 17105 0.0101174 0.00100283 87771.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18101.1 16952.6 0.0100993 0.00101085 88023.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17945.6 16807.8 0.0100827 0.0010076 88153.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17787.9 16661 0.0102033 0.00100893 87009.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17630.2 16501.3 0.010176 0.00101306 87307.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17469.8 16356.7 0.0101261 0.00100649 87723.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17316 16208.2 0.0103992 0.00105809 85642.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17160.3 16058.3 0.0102405 0.00102582 86818.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17008.3 15908.8 0.0106444 0.00106208 83487.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16855.3 15763.6 0.0103404 0.00105646 86170.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16704.4 15622.6 0.0104828 0.00105459 84852.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16554.9 15481.6 0.0102942 0.00105129 86553 0
: 67 Minimum Test error found - save the configuration
: 67 | 16407.2 15337.1 0.0102434 0.00105621 87077.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16258.1 15199.8 0.0102474 0.00104067 86893.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16111.3 15058.5 0.0102944 0.00109081 86922.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 15965.5 14922.4 0.0103301 0.00105247 86228.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 15822.7 14785.3 0.010461 0.00106678 85158.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15679.8 14651.3 0.0102723 0.00104783 86726.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15537.7 14516.4 0.010313 0.00104741 86341.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15397.3 14384.1 0.0103143 0.00105492 86398.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15259.2 14253 0.0102566 0.00104233 86821.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15121.1 14122.7 0.010314 0.00104436 86303.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 14985.5 13993.7 0.0103359 0.00104504 86106 0
: 78 Minimum Test error found - save the configuration
: 78 | 14849.5 13867.5 0.0106686 0.00108824 83504.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14717.3 13740.2 0.0104542 0.00106602 85213.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14582.8 13617 0.0103359 0.00104405 86097.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14454.8 13490.5 0.010417 0.00112257 86073 0
: 82 Minimum Test error found - save the configuration
: 82 | 14322.1 13369.1 0.0105216 0.00107217 84661.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14193.8 13247.6 0.0102525 0.00104334 86870 0
: 84 Minimum Test error found - save the configuration
: 84 | 14068.1 13124.4 0.010652 0.00103742 83207.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 13940.9 13003.6 0.0103406 0.00104204 86034.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13812.2 12889 0.0102559 0.00102756 86689.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13689.8 12772.3 0.0102574 0.00103051 86703 0
: 88 Minimum Test error found - save the configuration
: 88 | 13566 12657.8 0.0102322 0.00102424 86881.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13446.2 12540.9 0.0103442 0.00102862 85877.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13324.8 12425.5 0.0105657 0.00104457 84023.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13203.1 12314.1 0.0102792 0.001023 86429 0
: 92 Minimum Test error found - save the configuration
: 92 | 13085.4 12201.8 0.0102884 0.00102204 86333.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 12967.9 12090.3 0.0104996 0.00102968 84477.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 12850.5 11980.9 0.0108998 0.00168662 86832.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12734.8 11872 0.0103986 0.00103233 85412.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12620.1 11764.3 0.0102681 0.00102375 86539 0
: 97 Minimum Test error found - save the configuration
: 97 | 12506.6 11657.2 0.0102561 0.00102567 86669.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12392.5 11553.4 0.0102646 0.00102669 86600.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12282.8 11447.4 0.0107776 0.00103254 82092.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12171.2 11343.6 0.0106277 0.00103103 83362 0
: 101 Minimum Test error found - save the configuration
: 101 | 12062.9 11238.7 0.0103587 0.0010269 85728 0
: 102 Minimum Test error found - save the configuration
: 102 | 11951.6 11138.6 0.0103141 0.00102746 86144.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11845.1 11037.2 0.0103002 0.00103045 86301.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11738.8 10935.8 0.0103484 0.00102885 85841.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11632.2 10836.4 0.0103003 0.00102979 86295.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11527.4 10737.8 0.0103117 0.0010433 86314.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11423.6 10639.4 0.0102954 0.00102545 86299.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11319 10544.4 0.0103186 0.00103334 86158.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11217.2 10449.4 0.0104247 0.00104776 85315.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11117.6 10352.7 0.0105224 0.00104967 84452.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 11015.9 10258.4 0.0103589 0.00103667 85815.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 10915.6 10166.2 0.0108444 0.00107016 81847.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10817.8 10073.3 0.0103567 0.00105346 85991.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10720.6 9980.46 0.0103048 0.0010415 86362 0
: 115 Minimum Test error found - save the configuration
: 115 | 10623.8 9887.9 0.0102956 0.00103644 86401.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10525.7 9799.61 0.0103197 0.00102777 86095.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10431.4 9710.56 0.0103629 0.00103978 85807.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10336.8 9622.14 0.01038 0.00112834 86470.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10244.2 9533.22 0.0105327 0.00103777 84255.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10149.9 9447.31 0.0103396 0.00104838 86103 0
: 121 Minimum Test error found - save the configuration
: 121 | 10058.7 9361.08 0.0103291 0.00103556 86081.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 9967.54 9275.44 0.0102985 0.00102875 86302 0
: 123 Minimum Test error found - save the configuration
: 123 | 9877.31 9190.44 0.0103415 0.00106289 86219.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9787.62 9106.38 0.0104306 0.00104119 85201.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9699.06 9022.88 0.0103398 0.00103027 85933.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9610.89 8940.25 0.0103263 0.0010301 86056.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9523.43 8858.45 0.0103163 0.00103295 86175.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9437.91 8776.28 0.0136161 0.00177065 67536.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9351.44 8696.24 0.0131403 0.00152676 68885.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9265.61 8617.93 0.0109538 0.00106785 80923 0
: 131 Minimum Test error found - save the configuration
: 131 | 9181.3 8540.41 0.0114341 0.00110305 77436.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9098.49 8462.37 0.0124738 0.00109733 70320.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9015.91 8384.87 0.0104169 0.00103319 85254 0
: 134 Minimum Test error found - save the configuration
: 134 | 8933.18 8308.99 0.0103769 0.00103062 85595.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8853.4 8231.48 0.0102514 0.00102164 86676.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8773.33 8153.78 0.0103295 0.00104513 86166.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8692.22 8078.84 0.0110921 0.00103629 79556.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8612.53 8005.35 0.010819 0.00105341 81920.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8534.81 7931.39 0.0115747 0.00104342 75963.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8456.63 7858.7 0.0107211 0.00102695 82524.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8380.81 7784.81 0.0102498 0.00102223 86697 0
: 142 Minimum Test error found - save the configuration
: 142 | 8301.87 7715.5 0.0102994 0.00103304 86333.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8227.65 7644.46 0.0103902 0.00104976 85649.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8153.05 7573.49 0.0103225 0.00103215 86111 0
: 145 Minimum Test error found - save the configuration
: 145 | 8077.2 7505.19 0.010303 0.00102653 86239.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8005.26 7434.78 0.0103727 0.00102885 85617.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 7932.16 7365.14 0.0111045 0.00105797 79629.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7858.26 7298.37 0.0104184 0.00105917 85477.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7787.24 7231 0.0107169 0.00108573 83063.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7716.7 7163.2 0.0104161 0.00105326 85444.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7644.48 7098.84 0.010307 0.00104732 86395.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7575.78 7032.93 0.010328 0.00103859 86119.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7506.68 6967.57 0.0103577 0.00105306 85979 0
: 154 Minimum Test error found - save the configuration
: 154 | 7437.72 6903.28 0.0102918 0.00104254 86493.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7370.05 6838.95 0.0103401 0.0010505 86118.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7301.61 6776.76 0.0103966 0.0010497 85589.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7235.99 6713.26 0.0104366 0.00105036 85230.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7170.36 6649.66 0.0106252 0.00108277 83835.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7103.33 6588.64 0.0104253 0.0010411 85249.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7037.26 6529.78 0.0104247 0.00103712 85219.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 6974.11 6469.12 0.0103262 0.00103093 86065.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 6911.03 6408.02 0.0103999 0.00104227 85491.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6846.76 6348.5 0.0109405 0.00113704 81604.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6784.27 6289.39 0.0114615 0.0013526 79138.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6720.68 6232.89 0.0107148 0.00111315 83318.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6660.52 6173.93 0.0124439 0.00118359 71045.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6599.12 6116.39 0.0110647 0.00110444 80319.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6538.94 6058.74 0.01065 0.001056 83385.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6477.98 6002.77 0.0112284 0.00114054 79303.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6418.6 5947.25 0.0116608 0.00107184 75550.4 0
: 171 Minimum Test error found - save the configuration
: 171 | 6359.49 5892.27 0.011032 0.00116639 81089.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6300.66 5838.22 0.0108773 0.00110797 81888.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6243.09 5784.19 0.0106527 0.00108362 83602.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6186.89 5728.87 0.0107736 0.00106674 82416.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6128.39 5676.25 0.0107085 0.00106953 82996.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6072.59 5623.21 0.0104959 0.001057 84755.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6017.06 5570.28 0.0105163 0.00107385 84723.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 5960.82 5518.78 0.0104826 0.00106256 84925.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5906.73 5466.62 0.0104953 0.00109118 85068.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5851.4 5416.35 0.0106777 0.00104962 83090.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5797.92 5365.85 0.0104489 0.00108213 85408.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5745.76 5314.23 0.0107094 0.00109525 83210.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5691.11 5265.4 0.0125607 0.00157738 72837.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5638.54 5217.12 0.0106712 0.00110176 83599.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5586.96 5168.63 0.0105756 0.00110433 84465.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5535.78 5120.23 0.0105945 0.00107673 84053.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5484.26 5072.89 0.0103854 0.00104126 85615.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5434.43 5024.94 0.0104425 0.00104537 85132.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5383.37 4978.9 0.0105129 0.00108134 84821.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5334.42 4932.07 0.0106187 0.00108301 83895.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5284.87 4886.09 0.0103876 0.00104145 85596.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5236.58 4839.84 0.0116996 0.00130423 76957.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5187.08 4796.24 0.0104671 0.001072 85150.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5140.4 4750.77 0.0105451 0.00110239 84721.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5092.89 4706.19 0.010556 0.00105445 84196.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5045.57 4662.46 0.0103572 0.00104656 85923 0
: 197 Minimum Test error found - save the configuration
: 197 | 4998.36 4620.06 0.0104634 0.00104411 84932.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 4953.81 4575.95 0.0103552 0.00105942 86060.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4907.26 4533.22 0.0104553 0.0011095 85599.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4862.04 4491 0.0103968 0.00104723 85565.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4817.18 4449.53 0.0107215 0.00106548 82850.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4772.79 4407.97 0.0123156 0.00165999 75078.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4729.41 4366.37 0.0130733 0.00120289 67394.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4685.38 4325.79 0.0148046 0.00159706 60571.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4641.89 4286.04 0.0110563 0.00108241 80209.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4600.01 4245.44 0.0103421 0.00103378 85944.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4556.95 4206.04 0.0103221 0.00103314 86123.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4515.39 4166.88 0.0102921 0.00103013 86374.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4473.51 4128.37 0.0103598 0.00104946 85926.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4432.6 4089.84 0.0104153 0.00104939 85416.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4391.73 4052.14 0.0103462 0.00104286 85990.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 4351.38 4014.33 0.010408 0.00104983 85486.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4312.12 3976.15 0.010434 0.00104698 85224.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4271.54 3939.84 0.0103669 0.00106096 85966.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4233.42 3901.91 0.0103698 0.0010595 85925.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4193.14 3866.68 0.0114615 0.00107554 77027.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4155.19 3831.07 0.0110264 0.00154079 84338.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4117.47 3795.23 0.0125537 0.00116045 70217 0
: 219 Minimum Test error found - save the configuration
: 219 | 4079.78 3759.58 0.0112413 0.0011882 79577.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4042.62 3724.09 0.0122285 0.00116494 72309.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4005.27 3689.59 0.0122996 0.00117673 71924.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 3968.83 3654.76 0.0105079 0.00104735 84562 0
: 223 Minimum Test error found - save the configuration
: 223 | 3932.03 3621.43 0.0103311 0.00102801 85992.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3896.45 3587.77 0.0103039 0.00102755 86240.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3861.12 3554.18 0.0102895 0.00102695 86369.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3825.9 3520.58 0.0103287 0.00104228 86147.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3790.53 3488.14 0.0104223 0.00104619 85323.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3756.21 3455.85 0.0104423 0.00106805 85339.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3721.87 3423.65 0.010478 0.0010653 84991.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3688.13 3391.76 0.0108393 0.00108122 81983 0
: 231 Minimum Test error found - save the configuration
: 231 | 3655.05 3359.32 0.0104357 0.0010483 85220.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3620.41 3329.18 0.0104206 0.00104116 85293.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3588.27 3298.36 0.0103991 0.00104256 85501.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3555.38 3267.77 0.0103915 0.00104378 85582.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3523.51 3237.05 0.0105268 0.00106158 84519.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3491.16 3206.91 0.010362 0.00104057 85823.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3459.35 3177.14 0.010382 0.00104785 85707 0
: 238 Minimum Test error found - save the configuration
: 238 | 3428.53 3146.94 0.0104272 0.0010496 85309.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3396.1 3118.83 0.0104188 0.00105007 85390.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3366.04 3089.81 0.0104387 0.00104709 85182.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3335.31 3061.39 0.0103383 0.00105243 86152 0
: 242 Minimum Test error found - save the configuration
: 242 | 3305.52 3032.44 0.0104261 0.00104984 85322.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3274.67 3004.71 0.010448 0.00109004 85488.6 0
: 244 Minimum Test error found - save the configuration
: 244 | 3245 2977.16 0.0106285 0.00119048 84763.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3215.73 2949.36 0.0109249 0.0013936 83933.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3186.83 2921.54 0.0106743 0.00108272 83406.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3157.48 2894.49 0.0104601 0.00105727 85081.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3129.58 2866.92 0.0108281 0.00128385 83820.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3099.9 2841.1 0.0105499 0.00120928 85647.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3071.95 2815.38 0.0105931 0.0010743 84044.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3044.97 2789.03 0.0104474 0.001051 85139.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3016.92 2762.71 0.0105428 0.00105509 84319.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 2989.68 2736.75 0.0107762 0.00110277 82700.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2962.53 2711.19 0.0109987 0.00110525 80861.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2935.19 2686.46 0.0107908 0.00109062 82472.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2908.57 2662.75 0.0108097 0.00109018 82308.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2882.67 2637.77 0.0107641 0.00108848 82681.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2856.62 2612.98 0.0108616 0.00108947 81865.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2830.84 2588.21 0.0110888 0.00122909 81138.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2804.9 2564.32 0.0107937 0.00111366 82644.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2779.65 2540.46 0.0109357 0.00108949 81249.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2754.36 2517.28 0.0108093 0.00110722 82456.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2730.1 2494.18 0.0107098 0.00110611 83301.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2704.99 2471.56 0.0108798 0.00108718 81693.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2680.32 2448.56 0.0108106 0.00110195 82401 0
: 266 Minimum Test error found - save the configuration
: 266 | 2656.05 2426.74 0.0110888 0.00107581 79896 0
: 267 Minimum Test error found - save the configuration
: 267 | 2632 2403.93 0.0107795 0.00107989 82477.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2608.72 2381.1 0.010887 0.00108474 81613.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2584.51 2359.44 0.0107922 0.00121845 83561.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2561.21 2337.78 0.0110065 0.00108307 80617.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2538.23 2316.12 0.0103869 0.00106779 85844.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2514.79 2295.6 0.0107025 0.00107554 83099.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2492.51 2274.1 0.0110298 0.00116557 81101 0
: 274 Minimum Test error found - save the configuration
: 274 | 2469.91 2252.61 0.0113073 0.00108045 78225.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2447.14 2232.01 0.0105794 0.00104749 83928.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2424.96 2211.68 0.0109576 0.00145092 84151.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2402.92 2191.65 0.0113362 0.00105728 77829.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2381.01 2171.68 0.0103852 0.00103642 85572.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2359.86 2151.32 0.0110314 0.00106611 80278.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2337.84 2132.14 0.0103434 0.00103369 85931.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2317.12 2113.84 0.0103526 0.00103172 85829.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2295.8 2092.92 0.0103769 0.00104261 85705.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2274.68 2073.35 0.0103778 0.00103833 85657.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2253.56 2054.62 0.0104899 0.00105013 84747.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2233.27 2035.57 0.0103291 0.001044 86159.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2212.53 2016.82 0.0105072 0.00106035 84684.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2192.31 1998.39 0.0104539 0.00104447 85021.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2172.11 1980.05 0.0104565 0.00105266 85071.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2151.94 1962.34 0.0111179 0.00108792 79760.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2132.46 1944.23 0.0107202 0.00106606 82865.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2112.79 1926.15 0.0106604 0.00110927 83760.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2093.11 1908.82 0.0111044 0.00117257 80549.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2073.9 1891.45 0.0115021 0.00112249 77074.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2055.05 1873.95 0.0108182 0.00105108 81907.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2035.68 1857.32 0.0110439 0.00115807 80924.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2017.24 1839.86 0.0113522 0.00106839 77792.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 1998.08 1823.6 0.0110844 0.00110101 80132.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1980.51 1805.88 0.0119299 0.00139468 75935.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1961.3 1789.65 0.010725 0.0011026 83139.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1942.67 1774.14 0.01061 0.00104315 83621.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1925.5 1757.82 0.0106622 0.00104756 83206.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1907.48 1741.1 0.0105909 0.00103914 83753.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1889.18 1725.42 0.0106812 0.00104323 83005.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1871.95 1709.55 0.0103686 0.00104133 85769.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1854.49 1693.56 0.0104436 0.00104041 85077.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1836.62 1678.68 0.0103523 0.0010312 85826.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1820.06 1663.07 0.0106308 0.00109939 83932.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1802.63 1647.67 0.0112329 0.00105259 78583.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1785.81 1632.75 0.011456 0.0010571 76931.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1768.83 1618.04 0.010781 0.0011483 83050.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1752.08 1603.28 0.0107084 0.00109739 83237.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1736.34 1588.2 0.0107138 0.00110975 83298.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1719.07 1574.13 0.0108607 0.0011651 82512 0
: 314 Minimum Test error found - save the configuration
: 314 | 1703.37 1559.51 0.0110647 0.00113511 80567.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1687.11 1545.3 0.0116429 0.00106205 75608.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1671.25 1531.39 0.0122629 0.00145162 73996.9 0
: 317 Minimum Test error found - save the configuration
: 317 | 1655.03 1517.57 0.0106666 0.00109809 83607.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1639.48 1503.84 0.0110487 0.00115534 80862.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1624.27 1490.14 0.0110399 0.0011051 80524.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1608.46 1476.32 0.0108012 0.00105778 82106.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1593.55 1462.22 0.0107086 0.00108043 83089.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1577.62 1449.36 0.0106561 0.00108734 83605.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1563.3 1435.71 0.0112349 0.00105753 78605.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1547.96 1422.86 0.0108054 0.00105262 82027.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1533.9 1408.97 0.0115796 0.00117791 76910.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1518.38 1396.38 0.0118068 0.00124548 75748.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1503.92 1383.9 0.010657 0.00109137 83633.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1489.78 1371.14 0.0110739 0.00105684 79863.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1475.55 1358.3 0.0112901 0.00109955 78503.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1461.02 1346.29 0.0105675 0.00109791 84480.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1447.62 1333.6 0.0107918 0.00108731 82436.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1433.37 1321.11 0.0123284 0.0017331 75505.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1419.88 1308.71 0.0113649 0.00110641 77984.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1405.93 1296.6 0.0108968 0.0011052 81703 0
: 335 Minimum Test error found - save the configuration
: 335 | 1392.34 1284.79 0.0107415 0.00104371 82492.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1379.58 1272.35 0.0113105 0.00112137 78515 0
: 337 Minimum Test error found - save the configuration
: 337 | 1365.47 1260.94 0.010629 0.00109167 83880.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1352.83 1249.17 0.0116613 0.00108006 75605.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1339.65 1237.63 0.0108778 0.00111166 81916 0
: 340 Minimum Test error found - save the configuration
: 340 | 1326.53 1226.18 0.0107073 0.00109208 83201.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1313.99 1214.73 0.0109564 0.00105264 80777.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1301.24 1203.48 0.0109256 0.00122056 82431.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1288.88 1192.03 0.0117007 0.00151188 78517.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1276.74 1180.46 0.0116158 0.00119158 76744.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1263.74 1170.03 0.0109454 0.00105676 80901 0
: 346 Minimum Test error found - save the configuration
: 346 | 1251.5 1159.57 0.0110276 0.0011063 80634.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1240.37 1148.14 0.0109767 0.00110323 81025.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1227.53 1137.61 0.0114871 0.00109677 76994.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1216.16 1126.59 0.0117954 0.00105611 74492.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1203.91 1116.62 0.0108084 0.00118731 83150.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1192.78 1105.91 0.0108958 0.0011952 82469 0
: 352 Minimum Test error found - save the configuration
: 352 | 1181.31 1095.42 0.0107752 0.00106882 82420.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1169.68 1085.8 0.0119462 0.0015244 76761.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1158.57 1074.73 0.0133508 0.00161592 68173 0
: 355 Minimum Test error found - save the configuration
: 355 | 1146.94 1064.95 0.0113555 0.00112346 78185.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1136.2 1054.67 0.0108945 0.00114052 82017.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1125.3 1044.26 0.010777 0.00104798 82228.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1113.89 1034.77 0.0106243 0.00110066 84001.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1103.27 1024.81 0.0106729 0.00104499 83091.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1092.43 1015.15 0.0106436 0.00105923 83469.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1081.82 1005.6 0.0106321 0.00108351 83781.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1071.04 996.615 0.0106766 0.00109255 83472.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1060.86 987.011 0.0104116 0.00107853 85716.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1050.73 977.337 0.0104928 0.00103602 84595.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1040.37 967.925 0.0104842 0.00106703 84951.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1030.18 958.325 0.0105202 0.00103566 84347.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1019.78 949.568 0.0104579 0.00105831 85109.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1010.23 940.315 0.010377 0.00103378 85623.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 999.884 932.234 0.0104217 0.00104125 85283.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 990.539 922.982 0.0103472 0.00103644 85922 0
: 371 Minimum Test error found - save the configuration
: 371 | 980.732 914.01 0.0103076 0.00103402 86266.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 971.204 905.106 0.0103515 0.00103663 85884.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 961.382 896.54 0.010407 0.00107745 85749.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 952.081 888.098 0.010485 0.00104545 84749.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 943.118 879.218 0.0103819 0.00105725 85794 0
: 376 Minimum Test error found - save the configuration
: 376 | 933.639 870.58 0.0104798 0.00105311 84865.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 924.401 862.157 0.0104639 0.00103668 84860.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 915.174 854.467 0.0104449 0.00104606 85116.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 906.136 845.503 0.0104318 0.00104129 85192.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 897.206 837.652 0.0104617 0.00104612 84965.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 888.299 829.594 0.0103604 0.00103801 85814.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 879.826 821.128 0.0103663 0.00104028 85781.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 870.87 813.427 0.0103541 0.00103937 85885.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 862.174 805.21 0.0105288 0.00106681 84549.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 853.659 797.309 0.0104821 0.00103755 84705 0
: 386 Minimum Test error found - save the configuration
: 386 | 845.263 789.736 0.0105517 0.00105274 84219.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 837.098 781.541 0.0105172 0.00104723 84477.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 828.224 774.222 0.0107623 0.00107168 82554.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 820.282 766.483 0.0106464 0.00108472 83667.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 812.114 759.055 0.0109007 0.00112769 81858.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 803.955 751.173 0.0107513 0.00108204 82736.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 795.751 743.842 0.0105878 0.0010632 83992.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 787.826 736.993 0.0107047 0.00107565 83081.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 780.475 729.369 0.010709 0.00106561 82958.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 772.325 721.805 0.0106708 0.00107377 83359.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 764.281 714.795 0.0108533 0.00114828 82431.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 757.009 707.286 0.0109439 0.00116709 81826.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 749.322 700.7 0.0107955 0.00104549 82051.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 741.89 693.888 0.0107116 0.00106919 82966.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 734.232 687.196 0.0107136 0.00106928 82950 0
: 401 Minimum Test error found - save the configuration
: 401 | 727.241 679.336 0.0107135 0.00112951 83472.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 719.344 672.522 0.010745 0.00107565 82735.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 712.505 665.822 0.010706 0.00108992 83193.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 705.436 659.1 0.0106197 0.00107257 83794.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 698.008 652.588 0.010752 0.0010885 82786.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.071 645.609 0.0106771 0.00106676 83243.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 683.866 639.209 0.010699 0.00113327 83631.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 677.208 632.611 0.0108405 0.00106051 81799.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 670.148 626.098 0.0104859 0.00104651 84751 0
: 410 Minimum Test error found - save the configuration
: 410 | 663.521 619.597 0.0104314 0.00104467 85227.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 656.464 613.254 0.0106201 0.00110779 84101.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 649.827 607.54 0.0108818 0.00109429 81736.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 643.56 601.283 0.0106227 0.00108196 83850.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 636.867 594.987 0.0106892 0.00108204 83271 0
: 415 Minimum Test error found - save the configuration
: 415 | 630.325 588.726 0.0106339 0.00104825 83458.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 623.947 582.304 0.0105395 0.00104487 84258.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 617.526 576.011 0.0103733 0.00104471 85757.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 610.954 570.757 0.0106056 0.00106092 83816.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.01 564.08 0.0108008 0.00109721 82443.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 598.571 558.458 0.0104968 0.00103699 84567.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 592.9 552.667 0.0104146 0.00103979 85335.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.226 546.874 0.0104792 0.00103544 84711.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 580.081 541.373 0.0104275 0.00107776 85563.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 574.806 534.884 0.0105736 0.00108684 84328.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 568.205 529.771 0.010439 0.00108452 85520.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 562.449 524.114 0.010589 0.00110592 84360.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 556.567 518.744 0.0105946 0.0010812 84091.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.044 513.478 0.0106858 0.0010856 83331.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.523 507.769 0.0106254 0.00110921 84067.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 539.627 502.617 0.0106341 0.00104603 83437 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.351 497.321 0.0105263 0.00107439 84639 0
: 432 Minimum Test error found - save the configuration
: 432 | 528.788 491.694 0.0107267 0.00107958 82926.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.086 486.848 0.0107699 0.00106782 82456.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 517.638 481.459 0.0106308 0.00107803 83745.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.254 476.159 0.0108226 0.00112522 82496.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 506.864 471.383 0.0106659 0.00109162 83557.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.963 466.693 0.0108102 0.0011108 82479.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.57 461.052 0.0107727 0.00109337 82650.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.309 455.979 0.0106168 0.00105267 83645.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.068 451.247 0.0105251 0.00105571 84482.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.117 446.135 0.0105435 0.00106982 84444.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.076 441.871 0.010683 0.00105231 83067.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.209 436.903 0.010649 0.00109714 83753.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.244 432.075 0.010649 0.00106166 83443.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.402 427.608 0.0107079 0.00106583 82969.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.411 423.062 0.0105444 0.00104185 84187.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 452.113 418.765 0.010603 0.00105538 83790.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.492 414.339 0.0104568 0.00105801 85117.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.611 408.908 0.0104832 0.0010497 84804.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.729 404.465 0.0104224 0.0010347 85217.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 432.898 400.292 0.0104418 0.00103636 85057.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.68 395.605 0.0103419 0.00105216 86116.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.169 391.496 0.0104728 0.00103896 84800.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.62 386.942 0.0103033 0.00103116 86279.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.135 382.952 0.0104553 0.00104982 85056.4 0
: 456 Minimum Test error found - save the configuration
: 456 | 410.874 379.014 0.010391 0.00106284 85761.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.706 374.862 0.0106804 0.00110478 83545.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.048 370.512 0.0106581 0.00108512 83568.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.059 366.318 0.0106094 0.00103508 83556.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 393.993 362.238 0.0105082 0.00107435 84800.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.739 358.91 0.0106439 0.00111595 83963.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.742 354.297 0.0105647 0.0010418 84007.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.447 350.003 0.0104062 0.00103629 85379.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.359 346.211 0.0103955 0.00103573 85472.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.558 342.763 0.0104589 0.00106168 85131.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.576 338.428 0.0104996 0.00104318 84598.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.443 334.94 0.0116218 0.00158508 79707 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.685 331.062 0.0147391 0.00166335 61182 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.874 327.652 0.011464 0.00109978 77188.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.222 324.386 0.0135533 0.00153643 66573.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.481 320.132 0.0147201 0.00157652 60866.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.57 316.382 0.0138633 0.00107896 62576.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.652 313.365 0.0114007 0.00105315 77312.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.032 309.16 0.0130323 0.0014743 69216 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.448 305.521 0.0148032 0.00150562 60161.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.835 302.367 0.0138587 0.00105716 62492.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.243 298.737 0.0104675 0.0010387 84846.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.724 295.594 0.0112997 0.00107701 78257.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.263 291.973 0.0129447 0.00121989 68231.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.739 288.582 0.0103668 0.00104147 85787.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.311 285.332 0.0103382 0.00103375 85980.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.038 281.973 0.0104236 0.00104976 85343.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.613 279.133 0.0104757 0.00106397 85000.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.296 275.61 0.0116166 0.00107508 75890.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.973 272.574 0.0104689 0.00104492 84889.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.844 269.732 0.0104593 0.00111654 85627.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.56 266.333 0.0118001 0.00129928 76184.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.264 263.132 0.0104883 0.00106078 84857.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.052 260.536 0.0104941 0.00105263 84732.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.312 257.363 0.0108489 0.00113241 82334.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.765 254.634 0.0107285 0.00108856 82987.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.936 252.034 0.0106481 0.00109633 83754.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.264 248.859 0.0119522 0.00169306 77979.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.989 245.33 0.0116614 0.00107383 75560.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.833 242.307 0.0107531 0.00109372 82821.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.794 240.059 0.0107354 0.00107489 82811.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.201 237.51 0.0111057 0.00112435 80149.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.33 234.48 0.010899 0.00108864 81546.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.963 232.948 0.0104235 0.00103617 85220.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.885 229.12 0.0104828 0.00105192 84827.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.895 226.35 0.0106089 0.00105243 83712.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.968 223.705 0.010433 0.00105428 85299.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.102 221.354 0.0107728 0.00105636 82334.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.635 219.143 0.0107875 0.00124106 83801.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 242 216.329 0.0111856 0.00114279 79658.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.099 213.321 0.0111981 0.00106807 78973.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.331 210.972 0.0114597 0.00120336 78000.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.865 208.437 0.0112168 0.00106068 78770.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.364 206.173 0.0158503 0.00176656 56803 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.022 203.755 0.0162758 0.00176542 55133 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.206 201.567 0.0150863 0.00107639 57102.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.954 199.127 0.012476 0.00180699 74983.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.785 196.668 0.0122506 0.00129292 73008.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.921 194.159 0.0114569 0.00110541 77283.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.614 191.96 0.0110035 0.00122881 81843.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.394 190.081 0.0107728 0.00109413 82655.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.198 187.654 0.0114061 0.00119629 78355.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.88 185.856 0.0137968 0.00177184 66528.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.221 183.253 0.0118421 0.00112809 74668.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.956 180.979 0.0111527 0.00105523 79227.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.677 179.162 0.0110975 0.00117042 80587.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.239 176.616 0.0108584 0.00110533 82025.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.972 174.643 0.0112796 0.00114003 78898.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.064 173.207 0.0116103 0.00111235 76205.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.772 170.885 0.0112514 0.00107025 78576.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.481 168.587 0.0109823 0.00111536 81078.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.37 166.739 0.0112587 0.00159893 82817.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.294 164.938 0.0132037 0.0017644 69934.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.328 162.649 0.0136819 0.00108565 63510.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.12 160.603 0.0110769 0.00115577 80635.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.187 158.608 0.011292 0.00111943 78643 0
: 532 Minimum Test error found - save the configuration
: 532 | 179 156.504 0.0112409 0.00111203 78982.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.787 154.963 0.0114361 0.00151517 80637.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.879 152.873 0.0116917 0.00150131 78505.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.724 151.231 0.0134426 0.00153652 67192.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.789 149.259 0.0110776 0.00109922 80173.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.931 147.836 0.0114076 0.00106023 77314.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.923 146.171 0.010949 0.00111572 81356.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.239 144.645 0.0106815 0.00109946 83489.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.41 142.986 0.0112778 0.00109678 78577.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.42 140.786 0.0123921 0.00180539 75566.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.334 139.356 0.0110666 0.00112361 80459 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.56 137.368 0.0106219 0.00109084 83936.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.756 135.706 0.0105936 0.00104936 83820 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.837 134.287 0.0105429 0.00103254 84118.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.164 132.567 0.011597 0.00120317 76968.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.304 131.04 0.0107592 0.00106825 82550.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.529 129.276 0.0110382 0.0012256 81527.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.993 127.882 0.0119512 0.00130435 75139.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.013 126.235 0.0117614 0.0012097 75817.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.471 124.756 0.0119815 0.00130651 74941.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.814 123.463 0.0119325 0.00125003 74888.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.13 121.947 0.0115143 0.00104721 76429.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.457 120.284 0.0105357 0.00103535 84207.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.929 118.673 0.0105663 0.00103388 83924.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.328 117.501 0.0106112 0.00107917 83927.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.828 116.284 0.01062 0.00115209 84495.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.146 114.439 0.0105525 0.00108343 84485.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.698 113.327 0.0105651 0.00104919 84069.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.031 111.838 0.0105885 0.00103883 83772.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.443 110.611 0.0105599 0.00103228 83966.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.151 109.234 0.0105874 0.00103677 83764.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.508 107.948 0.0106305 0.00108442 83803.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.076 106.51 0.0105274 0.00107701 84652.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.467 105.161 0.0105343 0.00107429 84566.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.016 103.711 0.0105553 0.0010465 84132.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.543 102.532 0.0105736 0.00103245 83847.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.35 101.181 0.0105375 0.00102896 84134.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.76 99.8827 0.010558 0.00102429 83912.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.516 99.0364 0.0105691 0.00108313 84335.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.102 97.4037 0.0105488 0.00108237 84508.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.877 96.5609 0.0105656 0.00108357 84369.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.334 95.2914 0.0105646 0.00108675 84407.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.367 93.9681 0.0105812 0.00104416 83883.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.641 92.8541 0.0105348 0.00103417 84205.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.667 91.3574 0.0105756 0.00103583 83859.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.298 90.1439 0.0105967 0.00105889 83876.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.079 89.5227 0.0105504 0.00108034 84477 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.85 88.5311 0.0105452 0.00107725 84495.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.625 87.0681 0.0105348 0.00106132 84446.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.474 86.393 0.0105766 0.00103977 83885.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.2305 84.7453 0.0104962 0.00103274 84535.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.831 83.9166 0.0105192 0.00102936 84300.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.7333 82.4025 0.0106743 0.00116386 84117.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.4072 81.7157 0.0109538 0.00109629 81156.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.5016 80.2263 0.0110031 0.00110855 80852.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.2742 79.797 0.010936 0.00111413 81450.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.4008 78.5405 0.0109457 0.00109726 81231.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.2308 77.5784 0.0109976 0.0011019 80842.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.1435 76.338 0.0109805 0.00111429 81084.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.0671 75.4574 0.0109077 0.0011001 81569.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.9673 74.3907 0.0109296 0.00110948 81465.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.8161 73.2803 0.0109813 0.00109855 80949.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.7157 72.5618 0.0109636 0.00110713 81165.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.8826 71.3867 0.0109519 0.00110151 81214.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.8266 70.6292 0.0109701 0.00110594 81102 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.1778 70.5542 0.0109543 0.00114328 81540.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.9986 68.8038 0.010967 0.00110114 81087.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.9211 68.0528 0.0110043 0.00110424 80807.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.8987 66.896 0.0109554 0.00110415 81208.1 0
: 601 | 79.2167 66.9385 0.0109816 0.00106506 80673.2 1
: 602 Minimum Test error found - save the configuration
: 602 | 78.2843 65.4989 0.0110213 0.00110169 80648.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.6863 64.3909 0.0109675 0.00109335 81020 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.4022 63.9351 0.0109991 0.00109652 80787.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.4124 62.887 0.0109783 0.00108706 80879.6 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.572 62.4584 0.0109833 0.00110531 80988.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.7152 61.3245 0.010975 0.00110259 81034.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.6834 60.5486 0.010916 0.00110061 81504.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.1063 60.061 0.011026 0.0011033 80623.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.2515 59.1589 0.0110662 0.00110994 80351.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.084 58.0418 0.0109246 0.00111016 81512.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.1618 57.2566 0.0109903 0.00111053 80973.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.4595 56.5064 0.0111252 0.00110682 79852.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.5608 55.7516 0.010952 0.00111491 81325.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.7171 54.7757 0.0110503 0.00110154 80412 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.8913 54.3163 0.0110189 0.00110754 80715.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.2185 53.6376 0.0109288 0.00110689 81450.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.4636 52.8317 0.0109813 0.00109925 80955 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.7854 52.255 0.0109596 0.00115078 81559.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.8759 51.3616 0.0110329 0.00110459 80577.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.1516 50.9573 0.0110226 0.00109962 80620.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.5248 50.4056 0.0109601 0.00114932 81543.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.716 49.2051 0.0107144 0.0010903 83125 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.9689 48.9764 0.0107418 0.00110427 83009.1 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.5413 48.2723 0.0105531 0.00103568 84056.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.4339 47.518 0.0105917 0.00103358 83698.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.7508 47.1688 0.0105926 0.00103159 83673.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.0235 46.2265 0.0105973 0.00108505 84101.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.4876 45.7644 0.0105492 0.00108144 84496.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.8667 45.4124 0.0105854 0.00108687 84223.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.2976 44.6729 0.010532 0.00107807 84620.8 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.526 43.7973 0.0105514 0.00103838 84095.4 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.8041 43.1111 0.0102917 0.00102547 86334.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.1244 42.3674 0.010332 0.00103456 86045 0
: 635 | 52.3975 42.3744 0.0102453 0.0010021 86549.7 1
: 636 Minimum Test error found - save the configuration
: 636 | 51.7221 41.4102 0.0104243 0.00103718 85223.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.0927 41.1354 0.0106221 0.00104608 83541.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.5714 40.4542 0.0105782 0.00104164 83887.6 0
: 639 | 50.0089 40.5922 0.0105596 0.00104511 84082.6 1
: 640 Minimum Test error found - save the configuration
: 640 | 49.3694 39.9211 0.0105452 0.00109139 84621.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.9585 39.126 0.0105393 0.00110558 84801.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.2107 38.0834 0.010602 0.00106356 83870.9 0
: 643 | 47.62 38.1199 0.0105689 0.000998139 83587.9 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.0602 37.609 0.0105636 0.0010376 83980.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.4037 36.8027 0.0105644 0.00103815 83978.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.8134 36.379 0.0106049 0.0010788 83979.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.4427 35.8478 0.0105883 0.00109368 84258.3 0
: 648 | 44.9924 36.2494 0.0105263 0.00106325 84539.5 1
: 649 Minimum Test error found - save the configuration
: 649 | 44.509 34.5077 0.0105761 0.00105537 84027.1 0
: 650 | 43.7331 34.6525 0.0108349 0.00099802 81326.7 1
: 651 Minimum Test error found - save the configuration
: 651 | 43.2161 33.7427 0.0105503 0.00103562 84080.8 0
: 652 | 42.5806 34.0435 0.0111866 0.00110457 79348.9 1
: 653 Minimum Test error found - save the configuration
: 653 | 42.2579 33.602 0.0106215 0.00106052 83673.4 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.6764 32.4147 0.0110545 0.00111302 80471 0
: 655 | 41.0867 32.7673 0.0108754 0.00099965 81006.5 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.5883 31.8176 0.0104669 0.00106798 85116.5 0
: 657 | 40.2202 31.8316 0.0107156 0.00102596 82562.3 1
: 658 Minimum Test error found - save the configuration
: 658 | 39.6483 30.852 0.0108059 0.00113044 82683.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.2708 30.4884 0.0114845 0.00115157 77422.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.8649 30.0365 0.0106 0.00104206 83700.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.6365 29.7609 0.0106114 0.00103906 83573.9 0
: 662 | 37.9202 30.5812 0.0105123 0.000997431 84078.9 1
: 663 Minimum Test error found - save the configuration
: 663 | 37.3915 28.8155 0.0107483 0.00109469 82870.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.7542 28.3598 0.0105874 0.00108137 84157.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.4184 28.1247 0.010544 0.00107698 84503.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.1886 27.4153 0.010571 0.0010327 83872.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.5216 26.8418 0.0105477 0.00103441 84092.6 0
: 668 | 35.1049 26.9449 0.0105654 0.000997861 83616.1 1
: 669 Minimum Test error found - save the configuration
: 669 | 34.9008 26.7962 0.0105618 0.00104243 84039 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.6162 26.1164 0.0106204 0.00109846 84016.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.7954 25.4957 0.0105704 0.00107999 84295.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.41 25.3919 0.010539 0.00108149 84589.1 0
: 673 | 33.1429 25.4859 0.0104827 0.00102483 84585.8 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.8329 24.7453 0.010509 0.00103992 84485.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.5872 24.254 0.0106003 0.0010329 83617.3 0
: 676 | 31.9386 24.4727 0.0105066 0.00099833 84137.2 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.4577 23.7409 0.0106305 0.00109 83852.6 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.1644 23.1492 0.0105932 0.00107942 84088.2 0
: 679 | 30.6241 23.5642 0.0108794 0.00107903 81629.6 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.2129 22.9124 0.0108945 0.0010754 81474 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.8111 22.5258 0.0123597 0.0011225 71192.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.5311 21.878 0.0108726 0.00111316 81971.9 0
: 683 | 29.1093 22.6568 0.0105568 0.00105893 84229.3 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.8892 21.6479 0.0105498 0.00108189 84495.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.4853 21.5219 0.0105566 0.0010303 83977.6 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.0468 21.203 0.0106679 0.00103627 83059.8 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.6914 20.5782 0.010543 0.00102519 84053.1 0
: 688 | 27.2226 21.3275 0.0104961 0.000990269 84159.3 1
: 689 Minimum Test error found - save the configuration
: 689 | 26.8552 19.724 0.0106126 0.00108808 83994.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.6618 19.5782 0.0105736 0.00108294 84293.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.1663 19.3496 0.0105569 0.00107518 84372.7 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.0795 18.9957 0.0105476 0.00104311 84170.4 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.6283 18.8679 0.010547 0.00102988 84059.3 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.1573 18.007 0.010578 0.00103367 83819.8 0
: 695 | 24.9123 18.3566 0.0105264 0.00099513 83934.4 1
: 696 | 24.5734 18.6315 0.0106428 0.00105198 83413.4 2
: 697 | 24.2011 18.5677 0.0105607 0.00104134 84039.2 3
: 698 Minimum Test error found - save the configuration
: 698 | 23.9931 17.9526 0.0105804 0.00108673 84266.4 0
: 699 | 23.8221 18.083 0.0105297 0.00100002 83948.2 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.5601 17.5286 0.0105807 0.00104193 83868.2 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.1105 16.6001 0.0105817 0.00103603 83807.5 0
: 702 | 22.6245 17.0325 0.0105086 0.00099648 84103 1
: 703 | 22.4563 17.03 0.0105986 0.00105426 83819.2 2
: 704 Minimum Test error found - save the configuration
: 704 | 22.211 16.4446 0.010597 0.00108969 84145.7 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.7215 16.3814 0.010567 0.0010754 84284.8 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.3967 15.8946 0.0105957 0.00103688 83692.5 0
: 707 | 21.3257 16.1064 0.0105602 0.000997931 83662.4 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.2662 15.0396 0.010621 0.00103993 83498 0
: 709 | 20.6778 15.5743 0.0105408 0.00099748 83828.5 1
: 710 | 20.298 15.1512 0.0105844 0.00104677 83878.4 2
: 711 | 20.11 15.1464 0.0105235 0.00106032 84538 3
: 712 Minimum Test error found - save the configuration
: 712 | 19.7879 14.0686 0.0105452 0.00107772 84499.6 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.6097 14.0004 0.0105219 0.00106163 84564.3 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.3343 13.5466 0.0105579 0.0010341 83999.9 0
: 715 | 19.0116 13.7082 0.0105331 0.00100018 83920 1
: 716 | 18.883 14.5288 0.0107737 0.0010442 82224.4 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.6325 13.0029 0.0105885 0.00109799 84294.9 0
: 718 | 18.3077 13.4762 0.0106518 0.00105565 83366.7 1
: 719 | 18.2208 13.8026 0.0108821 0.00100152 80966.8 2
: 720 Minimum Test error found - save the configuration
: 720 | 17.9439 12.5726 0.0107794 0.0011267 82878.3 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.6029 12.3185 0.0109619 0.00105171 80724.6 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.3148 11.7318 0.011118 0.00106876 79608 0
: 723 | 17.0422 12.4445 0.0110555 0.00102642 79768 1
: 724 Minimum Test error found - save the configuration
: 724 | 16.8362 11.5855 0.0119054 0.00120328 74751.5 0
: 725 | 16.6473 12.0889 0.0123112 0.00103267 70930.9 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.3262 10.9832 0.0106876 0.00103508 82880.3 0
: 727 | 16.3445 11.668 0.0102754 0.000997849 86229.7 1
: 728 | 16.0665 11.3031 0.0102717 0.000995579 86242.9 2
: 729 Minimum Test error found - save the configuration
: 729 | 15.8452 10.7434 0.0104612 0.00103804 84897.1 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.6157 10.4947 0.0103517 0.00103674 85883.3 0
: 731 | 15.4347 10.8755 0.0104797 0.00099783 84371.2 1
: 732 | 15.0921 11.0318 0.0103538 0.00099999 85526.6 2
: 733 | 14.8891 11.1997 0.0102838 0.000997271 86146.4 3
: 734 | 14.6423 10.8333 0.0103165 0.0009988 85858.4 4
: 735 Minimum Test error found - save the configuration
: 735 | 14.6664 10.0731 0.0103288 0.00103642 86092.4 0
: 736 | 14.5942 11.5512 0.0103791 0.000989799 85203.2 1
: 737 | 14.6382 10.6454 0.0102999 0.00101335 86146.2 2
: 738 Minimum Test error found - save the configuration
: 738 | 14.1972 9.39216 0.0103351 0.00103387 86009.7 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.7292 9.26124 0.0103248 0.00103551 86120.3 0
: 740 | 13.5295 10.9041 0.0102783 0.00100572 86275.9 1
: 741 | 13.418 9.53374 0.0102956 0.0009974 86038.1 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.2207 9.09145 0.0103172 0.00103807 86215.1 0
: 743 | 13.1968 9.40963 0.0103222 0.00100073 85823.2 1
: 744 | 12.9451 9.10932 0.0103476 0.00100588 85637.1 2
: 745 | 12.665 10.5595 0.0103647 0.000995569 85386.6 3
: 746 | 12.6901 10.0809 0.0103101 0.00100292 85954.7 4
: 747 | 12.6186 9.4217 0.0103165 0.000996589 85837.4 5
: 748 Minimum Test error found - save the configuration
: 748 | 12.5189 8.37263 0.0103807 0.00103682 85617.3 0
: 749 | 12.2602 8.51227 0.0103421 0.00100083 85641.6 1
: 750 | 11.8923 8.53494 0.010292 0.00100754 86165.6 2
: 751 Minimum Test error found - save the configuration
: 751 | 11.7536 8.27647 0.0104037 0.00105595 85582.2 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.5572 7.48648 0.0103493 0.00103667 85905.1 0
: 753 | 11.3645 8.09546 0.0103252 0.00100274 85813.9 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.3799 6.8098 0.010369 0.0010369 85725.4 0
: 755 | 11.1218 7.05337 0.0103027 0.000999109 85988.3 1
: 756 | 10.9777 7.58072 0.010321 0.00099889 85817.4 2
: 757 | 10.8657 6.99924 0.0103009 0.00099631 85978.8 3
: 758 | 10.6396 7.79146 0.0102621 0.000997779 86353 4
: 759 | 10.4096 7.22682 0.0102936 0.000997689 86059.2 5
: 760 Minimum Test error found - save the configuration
: 760 | 10.3307 6.47485 0.0103765 0.00104275 85710.2 0
: 761 | 10.3348 6.85605 0.0103229 0.000997099 85783.5 1
: 762 Minimum Test error found - save the configuration
: 762 | 9.98455 6.20558 0.010432 0.00104092 85186.8 0
: 763 | 9.95449 7.00752 0.0103121 0.00099718 85883.7 1
: 764 | 9.91298 6.98771 0.010325 0.000998551 85777.6 2
: 765 | 9.76228 7.44056 0.0102903 0.00099711 86084.8 3
: 766 | 9.74749 7.07004 0.010292 0.0009966 86063.6 4
: 767 Minimum Test error found - save the configuration
: 767 | 9.40548 6.1796 0.0103857 0.00104989 85691.5 0
: 768 | 9.3198 6.64732 0.0103801 0.0010016 85301.7 1
: 769 | 9.12866 7.86274 0.0103661 0.00100399 85450.8 2
: 770 | 9.16342 8.19854 0.0104378 0.00100228 84785.7 3
: 771 | 9.0449 6.73716 0.0103587 0.00100722 85547.7 4
: 772 | 8.8488 7.10134 0.0103039 0.00100041 85989.4 5
: 773 | 8.62647 6.89047 0.0103979 0.00105061 85586 6
: 774 | 8.58201 7.19252 0.0106307 0.00101054 83158.7 7
: 775 | 8.50801 7.41008 0.0137694 0.00169358 66248.2 8
: 776 | 8.58753 6.87362 0.0121474 0.00104278 72042.2 9
: 777 | 8.36002 6.74602 0.010604 0.00101029 83388.1 10
: 778 | 8.27363 7.15386 0.0109204 0.00105913 81125.6 11
: 779 | 8.0813 8.30915 0.0108167 0.00104968 81908.1 12
: 780 | 7.92009 7.30511 0.0106223 0.00101814 83296.8 13
: 781 | 7.98607 7.05199 0.0104831 0.00100817 84433.5 14
: 782 | 7.76866 7.93417 0.010765 0.00104491 82303.5 15
: 783 | 7.87326 8.15526 0.0106786 0.00100986 82740.5 16
: 784 | 7.54706 7.4143 0.012323 0.00102935 70836.3 17
: 785 | 7.50561 7.49904 0.0106591 0.00102077 83001.9 18
: 786 | 7.28856 8.17585 0.0110139 0.00111786 80840.2 19
: 787 | 7.24288 7.99993 0.0145075 0.00170614 62493.1 20
: 788 | 7.20808 9.01457 0.0131512 0.00103547 66029.9 21
:
: Elapsed time for training with 1000 events: 8.53 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: 0.0136 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: 0.84 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.165 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= 3.28308e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05914e+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: 0.0401 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: 0.0374 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: 0.00143 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: 0.0982 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.919 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: 0.0207 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00268 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: 0.0404 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00473 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: 0.00206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000402 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: 0.0989 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0117 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: 0.932 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.103 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 : -1.18 -0.188 6.77 1.70 | 3.197 3.203
: 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 : -0.417 -0.108 2.91 1.16 | 3.318 3.310
: 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.