Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
This macro provides examples for the training and testing of the TMVA classifiers.

As input data is used a toy-MC sample consisting of four Gaussian-distributed and linearly correlated input variables.

The methods to be used can be switched on and off by means of booleans, or via the prompt command, for example: 

root -l TMVARegression.C\‍(\"LD,MLP\"\‍)

(note that the backslashes are mandatory) If no method given, a default set is used.

The output file "TMVAReg.root" can be analysed with the use of dedicated macros (simply say: root -l <macro.C>), which can be conveniently invoked through a GUI that will appear at the end of the run of this macro.

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h: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:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.27 sec
: Elapsed time for training with 1000 events: 0.274 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00262 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: 0.000739 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00398 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: 0.000211 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000325 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 = 31453.8
: --------------------------------------------------------------
: 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 | 32968.2 30981.9 0.0102852 0.00104046 86535.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32332.9 30302.5 0.0103071 0.00103898 86317.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31506.2 29526.3 0.0104937 0.00103996 84623 0
: 4 Minimum Test error found - save the configuration
: 4 | 30644.1 28812.2 0.0104198 0.00103381 85233.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 29824.2 27948.1 0.0105111 0.00104174 84482.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 28919.6 26992.6 0.0104028 0.00103882 85434.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28235.8 26467 0.0103179 0.00101648 86008.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 27821.1 26118.3 0.0101803 0.000999211 87135.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27483.6 25807 0.0102641 0.00104368 86764.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27172.1 25519.5 0.0103001 0.00103874 86380 0
: 11 Minimum Test error found - save the configuration
: 11 | 26877.5 25248.3 0.0102274 0.00100315 86727.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 26599.9 24983.4 0.0102141 0.00100238 86845.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26328.7 24728.1 0.0101752 0.000996431 87157.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26067.6 24478.1 0.0102438 0.00103416 86865.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 25808.1 24238.9 0.010275 0.00101303 86374.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 25560.2 24001.4 0.0103301 0.00100569 85795.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25315.9 23767.9 0.0101804 0.00100267 87167.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25072.9 23542.4 0.0102068 0.00100293 86919.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 24837.5 23319.6 0.010353 0.00106591 86141.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 24604.5 23101.3 0.0102927 0.00100719 86155.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24376.6 22884.8 0.0103367 0.00101035 85778.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24153.2 22668.7 0.0102009 0.00100505 86995.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 23932 22455.2 0.0101937 0.00100283 87042.6 0
: 24 Minimum Test error found - save the configuration
: 24 | 23708.7 22251 0.0104118 0.00100898 85081.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23493.3 22048.6 0.0101645 0.000995423 87249.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23283.6 21843.5 0.0102236 0.00100284 86760.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23072.4 21642.7 0.0103113 0.00100095 85925.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 22862.2 21447.7 0.0101884 0.000993591 87006 0
: 29 Minimum Test error found - save the configuration
: 29 | 22658.5 21252.4 0.0102898 0.00101196 86226.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22453.2 21062.7 0.0102232 0.00100524 86787 0
: 31 Minimum Test error found - save the configuration
: 31 | 22255.6 20870.6 0.0101768 0.000998133 87158.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22053.1 20686.8 0.0101354 0.000997261 87544.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 21859.5 20500.7 0.0102462 0.00100634 86581.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 21665.6 20316.3 0.0102703 0.00101183 86407.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21473.4 20134.4 0.0102149 0.00100114 86826.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21283.2 19955 0.0102347 0.00103159 86927.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21094.7 19778.4 0.0102484 0.00100948 86590.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 20910.4 19601.6 0.0102113 0.00101312 86974.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 20727.1 19426.1 0.0102882 0.00101214 86243.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20541.8 19257.4 0.0102521 0.0010075 86537.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20362.5 19089.4 0.0102 0.00100272 86982.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20184.7 18922.4 0.0101717 0.00100317 87255.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20009.9 18755.1 0.0102567 0.0010136 86551 0
: 44 Minimum Test error found - save the configuration
: 44 | 19835.9 18588.8 0.0102925 0.00100607 86146.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 19662.2 18425.6 0.0102144 0.00100757 86892.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19491 18264.7 0.0102524 0.00100929 86551.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19318.4 18110.7 0.0102141 0.00100755 86894.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19154.6 17952.1 0.0102703 0.00105432 86806 0
: 49 Minimum Test error found - save the configuration
: 49 | 18989.5 17794.1 0.0102648 0.00101191 86459.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 18823.8 17639.5 0.0102608 0.00100987 86477.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 18659.3 17488.2 0.0103435 0.00102819 85879.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18498.1 17332.9 0.0102717 0.00101404 86414.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18332.4 17169.1 0.0103897 0.00102729 85447.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18163.6 17014.8 0.0103556 0.00101831 85678.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18013.4 16871.8 0.0102983 0.00102433 86263.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 17850.1 16720 0.0103415 0.00102444 85864.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 17685.8 16562.4 0.0104072 0.00102988 85312.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17538.3 16422.5 0.0103791 0.00105648 85812.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17380 16275.9 0.0104146 0.0010365 85305.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17223.2 16120 0.0103631 0.00103108 85726.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17074.6 15982.4 0.010394 0.00102829 85418.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 16919.1 15837.9 0.0104283 0.00104049 85217.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 16766.7 15687 0.0106094 0.00104502 83644 0
: 64 Minimum Test error found - save the configuration
: 64 | 16618.5 15539.5 0.0104118 0.00103842 85348.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16465.3 15397.7 0.0104338 0.0010371 85136.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16315.9 15257.5 0.0104702 0.00104138 84846.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16170.1 15115.3 0.0104758 0.00105411 84910.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16023.6 14978.2 0.0105784 0.00104337 83901.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 15876 14841.9 0.0107132 0.00125315 84566.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 15733.6 14708.6 0.0108413 0.00105621 81757.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 15591.7 14570.4 0.0104858 0.00104727 84758.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15451.5 14434 0.0107785 0.00116507 83217 0
: 73 Minimum Test error found - save the configuration
: 73 | 15310.1 14299.8 0.0110353 0.00112233 80702.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15169.9 14168.6 0.0110025 0.00116976 81360.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15032.4 14038.9 0.0108785 0.00110705 81871 0
: 76 Minimum Test error found - save the configuration
: 76 | 14895.4 13912 0.0107455 0.00111574 83075.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14763.2 13781.7 0.0112336 0.00134317 80886.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 14629.2 13654 0.0106296 0.00104996 83510.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14494.5 13531.8 0.0105595 0.00107856 84380.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14365.9 13406.5 0.0104784 0.001041 84768.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14234.8 13284.7 0.0105722 0.00106902 84182.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14105.9 13164.9 0.0111335 0.00111736 79871.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 13981.7 13041.3 0.0108769 0.00105267 81431.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 13852.4 12923.6 0.0108681 0.00113829 82221.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 13728.1 12806.3 0.01082 0.00105966 81964.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13603.2 12691.4 0.0105724 0.0010522 84031.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13481.9 12575.5 0.0106696 0.00112917 83853.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13360.7 12460.1 0.0105016 0.00104823 84626.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13242.1 12342.5 0.0107535 0.00106119 82539.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13118.5 12232.8 0.0109009 0.00108452 81496.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13000.7 12122.9 0.0111735 0.00107818 79244.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 12884.5 12012.3 0.0108586 0.00110705 82038.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 12767.7 11903.4 0.0109538 0.00110237 81206.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 12652.1 11795.9 0.0111931 0.00107279 79048.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12538.5 11688.2 0.010615 0.00105645 83695 0
: 96 Minimum Test error found - save the configuration
: 96 | 12426.7 11579.4 0.0106077 0.00105903 83781.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12311.7 11475.8 0.0108353 0.00108754 82069.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12202.3 11370.1 0.010671 0.00105968 83235 0
: 99 Minimum Test error found - save the configuration
: 99 | 12092.5 11264.6 0.0105373 0.00104802 84305.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 11980.8 11163.8 0.0105527 0.0010523 84207.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 11874 11061.6 0.010634 0.00105787 83541.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 11767 10959.7 0.0105806 0.00105237 83960.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11658.7 10861.5 0.0105651 0.00104991 84076.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11555.7 10760.6 0.0105018 0.00104653 84608.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11449.3 10663.4 0.0105896 0.00105195 83878.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11345.2 10567.7 0.0106419 0.00111827 84001.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11243.9 10470.7 0.0105365 0.00104689 84302.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11142 10374.6 0.0105312 0.00104728 84353.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11040.2 10280.9 0.0106405 0.00105881 83492.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 10940.6 10187.2 0.0106301 0.00105496 83550 0
: 111 Minimum Test error found - save the configuration
: 111 | 10842.5 10093.1 0.0105428 0.00104987 84273.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 10743.3 10000.9 0.0105853 0.00105683 83958.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10646.1 9909.29 0.0105679 0.00105214 84071.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10549.8 9818.03 0.0105895 0.00109331 84244 0
: 115 Minimum Test error found - save the configuration
: 115 | 10453.3 9728.77 0.010833 0.00112215 82382 0
: 116 Minimum Test error found - save the configuration
: 116 | 10359.5 9638.89 0.0105886 0.00104719 83845.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10264.2 9551.57 0.0104801 0.00104813 84817.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10170.9 9465.35 0.0105508 0.00105254 84226.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10080.3 9376.98 0.010613 0.00106569 83792.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 9985.88 9293.79 0.0105682 0.00105092 84057.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 9897.33 9207.77 0.0106998 0.00116989 83946.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 9806.09 9124.54 0.0126427 0.001062 69080.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9718.51 9039.41 0.0106111 0.00106461 83800.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9629.38 8956.39 0.0106471 0.00106593 83497.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9541.89 8873.7 0.0105998 0.00105559 83820.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9453.36 8794.42 0.010586 0.00105821 83964.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9369.3 8712.82 0.0106136 0.00108805 83984.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9283.69 8632.19 0.0106418 0.00112376 84050.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9198.63 8553.05 0.0106712 0.00106095 83244.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9115.14 8474.17 0.0105971 0.0010597 83880.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9031.99 8396.02 0.0106277 0.0010629 83640 0
: 132 Minimum Test error found - save the configuration
: 132 | 8948.99 8319.66 0.0105862 0.0010613 83990 0
: 133 Minimum Test error found - save the configuration
: 133 | 8869.68 8240.74 0.0106917 0.00106621 83113 0
: 134 Minimum Test error found - save the configuration
: 134 | 8785.65 8166.99 0.0106361 0.0010624 83562.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8707.42 8090.98 0.010881 0.0010902 81709.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8625.92 8018.72 0.0107123 0.00106547 82928.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8548.47 7944.97 0.0105908 0.00105872 83926.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8471.52 7870.24 0.0107587 0.00106787 82552.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8392.73 7798.33 0.0108365 0.00106148 81841.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8316.14 7726.72 0.0107603 0.00107743 82619.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8241.34 7653.96 0.0107084 0.00106885 82991.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8164 7584.98 0.0107384 0.001098 82984.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8090.85 7514.15 0.0107603 0.0011106 82904.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8016.47 7444.52 0.0106651 0.00106584 83339.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 7942.6 7376.09 0.0107493 0.00111807 83063.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 7869.59 7308.83 0.0106454 0.00107601 83599.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 7798.96 7239.9 0.0106896 0.00106706 83138.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7727.24 7172.14 0.0107738 0.00107751 82505.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7655.57 7106.15 0.0106606 0.00106566 83377.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7584.94 7041.63 0.0107267 0.00110281 83126.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7516.45 6976.14 0.0106214 0.00106867 83745.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7446.6 6912.59 0.0107523 0.0010605 82544 0
: 153 Minimum Test error found - save the configuration
: 153 | 7380.2 6846.93 0.0105822 0.0010591 84006 0
: 154 Minimum Test error found - save the configuration
: 154 | 7311.15 6783.86 0.0106104 0.00105338 83708.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7243.57 6722.09 0.0105661 0.00105033 84070.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7178.5 6658.84 0.0107787 0.00107384 82433 0
: 157 Minimum Test error found - save the configuration
: 157 | 7111.23 6598.13 0.0106678 0.00107337 83381.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7046.99 6536.4 0.0107633 0.00106791 82513.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 6982.49 6474.99 0.0106286 0.00107225 83713.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 6917.99 6414.62 0.0105936 0.00105712 83888.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 6854.04 6355.45 0.0107488 0.00106637 82623.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6791.8 6295.66 0.0106388 0.00106123 83528.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6729.19 6236.75 0.0106941 0.00109269 83320.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6666.46 6179.62 0.0106975 0.0010586 82997.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6605.56 6122.42 0.010585 0.00106254 84011.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6544.23 6066.54 0.010772 0.00107127 82467.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6484.9 6009.81 0.0108185 0.00107008 82064.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6425.65 5952.88 0.0107816 0.00107373 82407.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6366.01 5897.06 0.0106841 0.00107018 83212.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6306.53 5843.16 0.0106798 0.00106668 83219.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6249.63 5787.9 0.0107355 0.00106792 82751.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6190.73 5734.89 0.0106662 0.00106611 83332.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6134.77 5680.64 0.0106877 0.00107179 83195.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6077.61 5627.75 0.0106352 0.00106202 83567.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6021.65 5575.36 0.0106906 0.00107075 83161.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 5966 5523.2 0.0105532 0.00105837 84256.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 5911.96 5470.32 0.0105282 0.00104901 84395.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 5855.82 5420.38 0.010628 0.00106704 83673.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5801.76 5370.55 0.0106243 0.00105944 83639.3 0
: 180 Minimum Test error found - save the configuration
: 180 | 5749.02 5320.13 0.0110124 0.00112783 80933.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5695.67 5270.27 0.0107669 0.00107101 82509.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5642.75 5221.61 0.0105643 0.00105466 84125.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5591.36 5171.77 0.0106214 0.00106447 83709 0
: 184 Minimum Test error found - save the configuration
: 184 | 5539.99 5122.24 0.0106222 0.00106471 83704.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5486.58 5076.78 0.0107019 0.0010933 83258.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5438.05 5027.97 0.0106456 0.0010607 83464.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5386.17 4982.48 0.0106203 0.00106612 83732.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5338.11 4934.77 0.0107333 0.0010663 82755.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5287.25 4889.47 0.0109079 0.00111702 81709 0
: 190 Minimum Test error found - save the configuration
: 190 | 5238.76 4844.05 0.0109188 0.00110609 81526.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5190.43 4798.93 0.0108706 0.00108707 81770.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5142.91 4753.47 0.0108728 0.00112639 82081.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5095.3 4708.75 0.010916 0.00114723 81893.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5047.69 4664.97 0.0109294 0.00108099 81231 0
: 195 Minimum Test error found - save the configuration
: 195 | 5000.77 4621.76 0.0107226 0.00107961 82962.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 4954.35 4579.5 0.010746 0.0010786 82752.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 4909.28 4536.5 0.0108502 0.00111603 82184.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 4864.53 4492.87 0.0109511 0.00114112 81549.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4819.02 4450.78 0.0109259 0.00109024 81336.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4773.72 4410.28 0.0109395 0.00108937 81217.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4731.12 4367.96 0.0108904 0.00108192 81562.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4686.03 4327.86 0.0108744 0.00107913 81671.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4642.74 4288.93 0.0112236 0.00110596 79069.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4600.8 4248.15 0.0113421 0.0011123 78203.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4559.08 4207.36 0.0110304 0.00112785 80787 0
: 206 Minimum Test error found - save the configuration
: 206 | 4516.03 4167.47 0.010784 0.0010864 82494.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4474.79 4128.25 0.010773 0.00110315 82731.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4431.75 4091.94 0.0109928 0.0011023 80886.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4392.85 4052.57 0.0109151 0.0011034 81535.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4351.61 4015.4 0.0108863 0.00109991 81746.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4312.53 3977.65 0.0107581 0.00107313 82602.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4272.15 3940.09 0.0106508 0.00106947 83495.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4232.84 3903.64 0.0107757 0.00109253 82617.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4194.46 3866.25 0.0107308 0.00112313 83266.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4155.02 3831.01 0.0107113 0.00106177 82905.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4117.97 3794.13 0.0111239 0.00118892 80523.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4078.66 3759.98 0.0108145 0.0010592 82007.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4042.2 3724.84 0.010658 0.00105693 83324.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4005.17 3690.03 0.0107851 0.00106458 82299.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 3968.28 3656.07 0.0108466 0.00109321 82022.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 3932.1 3621.44 0.01206 0.00109101 72932.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3895.95 3587.5 0.0131102 0.00110787 66653.5 0
: 223 Minimum Test error found - save the configuration
: 223 | 3860.19 3554.38 0.0117632 0.0010828 74903.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3825.21 3521.07 0.0106911 0.00110104 83419.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3790.41 3487.49 0.0108799 0.00107904 81625.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3755.41 3455.04 0.0113951 0.00130533 79287.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3720.98 3423.37 0.0111543 0.00125737 80833.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3687.9 3390.69 0.0111246 0.00107608 79613.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3652.86 3360.25 0.0106364 0.00107373 83658.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 3620.36 3328.81 0.0109988 0.00106951 80570 0
: 231 Minimum Test error found - save the configuration
: 231 | 3587.59 3297.33 0.0107362 0.00108435 82885.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3554.52 3266.85 0.0109849 0.00105972 80602.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3522.88 3235.74 0.010778 0.00106519 82365.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3489.46 3206.86 0.0108416 0.00105888 81777 0
: 235 Minimum Test error found - save the configuration
: 235 | 3458.86 3176.46 0.0106162 0.00106126 83726.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3427.05 3146.96 0.011454 0.00106818 77028.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3395.66 3118.23 0.0105922 0.00105483 83880.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3365.01 3089.11 0.0106113 0.00105781 83738.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3334.21 3060.49 0.0106356 0.00106054 83550.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3303.9 3032.23 0.0106214 0.00105807 83652.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3274.76 3002.89 0.0106486 0.00105967 83429.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3243.58 2976.19 0.0106263 0.00105704 83601 0
: 243 Minimum Test error found - save the configuration
: 243 | 3215.04 2949.01 0.0106314 0.00105259 83517.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3186.52 2920.49 0.0106359 0.00106499 83587 0
: 245 Minimum Test error found - save the configuration
: 245 | 3156.08 2894.02 0.0116851 0.00106928 75359.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3128.07 2867.34 0.0106382 0.00107007 83611.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3099.65 2840.34 0.0115771 0.00106348 76091.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3071.64 2813.44 0.0107892 0.00107503 82354 0
: 249 Minimum Test error found - save the configuration
: 249 | 3043.44 2787.26 0.0107679 0.0010796 82574 0
: 250 Minimum Test error found - save the configuration
: 250 | 3015.53 2761.75 0.0107107 0.00108089 83075.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 2988.19 2736.48 0.0106935 0.00107415 83165.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 2961.72 2711.01 0.0106681 0.00106796 83332.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 2934.49 2685.72 0.0107107 0.00107997 83067.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2908.19 2660.37 0.0106957 0.00107306 83137.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2881.08 2636.35 0.0106594 0.00109042 83603.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2855.66 2611.52 0.0106873 0.00106451 83136.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2829.28 2587.4 0.0106592 0.00106971 83424.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2803.71 2563.87 0.0107102 0.00107215 83004.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2778.38 2540.57 0.0107442 0.00106937 82688.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2753.21 2516.82 0.0108201 0.0010917 82233.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2728.73 2492.98 0.010736 0.00107917 82842.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2703.64 2470.32 0.0107384 0.00106414 82693.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2679 2447.63 0.0108102 0.00108757 82282 0
: 264 Minimum Test error found - save the configuration
: 264 | 2654.79 2425.67 0.0108669 0.00109049 81829.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2631.69 2402.01 0.0109161 0.00108694 81390.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2606.54 2380.52 0.0108022 0.00108971 82368.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2583.46 2358.61 0.0108419 0.00107244 81888 0
: 268 Minimum Test error found - save the configuration
: 268 | 2559.72 2336.76 0.0108043 0.00106451 82137.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2536.44 2316.1 0.0107008 0.00106499 83023.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2514.04 2293.72 0.0109763 0.00107478 80795.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2490.79 2273.33 0.0107817 0.00109165 82558.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2468.6 2252.03 0.0109007 0.00112701 81852.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2445.87 2230.84 0.0123509 0.00112801 71283.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2423.4 2211.11 0.0108876 0.00106862 81474.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2401.13 2191.2 0.012407 0.00109664 70731.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2380.01 2170.56 0.0107102 0.00106053 82904.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2357.93 2150.63 0.0108157 0.0010923 82275.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2336.95 2130.13 0.0113209 0.00110645 78320.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2314.72 2110.99 0.0106645 0.00106076 83300.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2294.02 2091.29 0.0107147 0.00107238 82967.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2272.61 2072.6 0.0107521 0.00107564 82674.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2252.08 2053.66 0.0105796 0.00105839 84023.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2231.76 2034.24 0.010826 0.00111245 82359.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2210.64 2016.36 0.0108468 0.0010866 81965.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2191.12 1997.87 0.0108458 0.00108063 81923.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2170.96 1978.22 0.0109296 0.00107907 81213.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2149.97 1961.33 0.01071 0.00110285 83271 0
: 288 Minimum Test error found - save the configuration
: 288 | 2131.18 1942.49 0.0108703 0.00107589 81679.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2110.95 1925.02 0.0107619 0.00108161 82641.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2091.25 1907.67 0.0108196 0.00108472 82178.7 0
: 291 Minimum Test error found - save the configuration
: 291 | 2072.52 1890.45 0.0107616 0.00106482 82502 0
: 292 Minimum Test error found - save the configuration
: 292 | 2053.62 1872.9 0.0107123 0.00107309 82994.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2034.2 1855.72 0.0107012 0.00108224 83169 0
: 294 Minimum Test error found - save the configuration
: 294 | 2015.51 1838.85 0.0106684 0.00106481 83302.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 1997.08 1822.01 0.010672 0.00106675 83287.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 1978.29 1804.67 0.0107031 0.00106837 83032.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 1959.5 1788.34 0.0106788 0.00106832 83242.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 1941.64 1771.88 0.0107053 0.00106499 82984.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1923.34 1755.79 0.0108712 0.00108471 81745 0
: 300 Minimum Test error found - save the configuration
: 300 | 1905.44 1739.67 0.0109431 0.00117523 81901.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1887.45 1723.73 0.0110156 0.00109123 80610 0
: 302 Minimum Test error found - save the configuration
: 302 | 1870 1707.77 0.0109201 0.00107867 81289.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1852.3 1692.47 0.0111203 0.00120001 80642.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1834.87 1676.82 0.0108835 0.00107941 81598.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1818 1661.3 0.0106153 0.0010576 83702.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1800.63 1646.25 0.0108062 0.0011712 83030.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1783.58 1631.72 0.010788 0.00108186 82422.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1767.16 1616.8 0.0107143 0.00110661 83266.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1750.51 1601.63 0.0107671 0.00108962 82665.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 1733.63 1587.2 0.0107326 0.00107238 82813.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1717.19 1572.88 0.0107502 0.00107542 82688.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1701.15 1558.67 0.0106925 0.00106882 83128.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1685.39 1544.27 0.010757 0.00108697 82729.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1669.6 1529.63 0.010713 0.0010654 82921.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1653.28 1516.53 0.010701 0.00106854 83052.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1637.81 1501.66 0.0108137 0.00107586 82153.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1621.87 1487.68 0.0106823 0.00105941 83135.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1606.52 1474.01 0.0107585 0.00107394 82605.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1590.8 1460.82 0.0107219 0.00107631 82939.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1576.05 1447.72 0.0107731 0.00109333 82646.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1560.85 1434.11 0.0107274 0.00107446 82876.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 1545.64 1421.44 0.0107415 0.00110076 82981.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1531.89 1407.31 0.0106695 0.00106935 83331.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1516.18 1394.46 0.0106888 0.00106295 83109.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1501.71 1382.12 0.0107379 0.00106619 82715.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1487.48 1369.04 0.0107498 0.0010812 82742.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1473 1356.95 0.0109418 0.00109954 81282.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1459.45 1344.06 0.0108393 0.0011049 82182.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1444.81 1331.68 0.0106907 0.0010809 83248.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1431.51 1318.86 0.0107316 0.00107555 82849.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1417.03 1306.89 0.0107459 0.00108536 82811 0
: 332 Minimum Test error found - save the configuration
: 332 | 1403.76 1294.84 0.0107883 0.00107911 82395.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1390.25 1282.81 0.0107624 0.00108027 82626.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1376.86 1270.73 0.0107714 0.00107759 82527 0
: 335 Minimum Test error found - save the configuration
: 335 | 1363.15 1259.47 0.0106822 0.00106451 83180 0
: 336 Minimum Test error found - save the configuration
: 336 | 1350.35 1248.31 0.0107975 0.00111381 82612.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1337.58 1235.98 0.01073 0.001072 82832.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1324.79 1223.93 0.0108929 0.00110446 81729.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1311.23 1213.23 0.0107394 0.00107422 82771.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1299.1 1201.59 0.0107601 0.00110469 82855.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1286.56 1190.14 0.0107578 0.00108228 82682.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1274.03 1178.76 0.0107523 0.00107291 82650 0
: 343 Minimum Test error found - save the configuration
: 343 | 1261.63 1167.89 0.0107797 0.00108531 82521.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1249.45 1156.88 0.0107326 0.00107017 82794.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1237.2 1146.29 0.0107306 0.00107659 82866.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1225.33 1135.6 0.0108159 0.00108627 82223.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1213.56 1124.66 0.0107647 0.00107023 82521.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1201.83 1114.12 0.0109368 0.00108102 81171.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1190.17 1103.34 0.0107856 0.00107272 82364.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1178.73 1092.79 0.0108448 0.00107818 81911.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1166.62 1083.19 0.0107683 0.00109111 82668.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1156.18 1072.63 0.0106547 0.00106897 83457 0
: 353 Minimum Test error found - save the configuration
: 353 | 1144.49 1062.36 0.0107685 0.00107348 82516.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1132.99 1052.66 0.0106868 0.00107177 83203.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1122.46 1042.6 0.0108256 0.00110949 82337.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1111.33 1032.73 0.0107817 0.00106417 82325.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1100.49 1023.04 0.0106187 0.00106318 83720.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1089.86 1013.19 0.0106798 0.00115461 83987.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1078.91 1003.71 0.0108642 0.00107406 81715 0
: 360 Minimum Test error found - save the configuration
: 360 | 1068.75 993.843 0.0108979 0.00107986 81482.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1058.06 984.532 0.0106807 0.00106531 83200 0
: 362 Minimum Test error found - save the configuration
: 362 | 1047.69 975.8 0.0107251 0.00106301 82798.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1037.88 965.942 0.0107244 0.00110615 83175 0
: 364 Minimum Test error found - save the configuration
: 364 | 1027.67 956.936 0.0106262 0.00106148 83640.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1017.34 948.045 0.0107331 0.00107235 82809.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1007.77 938.294 0.0106798 0.00106605 83214.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 997.736 929.182 0.0106612 0.0010635 83353.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 987.722 920.611 0.0107199 0.00106499 82859.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 978.324 911.862 0.0106817 0.00107197 83248.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 968.68 902.66 0.0106068 0.00106129 83809.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 958.841 893.922 0.0106732 0.00106665 83276.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 949.339 885.47 0.0105943 0.00105102 83828.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 940.127 876.991 0.0105944 0.00105008 83819.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 931.201 868.194 0.0106573 0.00106482 83398.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 921.756 859.858 0.0106903 0.00107213 83175.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 912.507 851.846 0.0106011 0.00105393 83794.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 903.693 844.42 0.0106268 0.00106218 83642 0
: 378 Minimum Test error found - save the configuration
: 378 | 894.987 835.229 0.0105938 0.00106026 83913.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 886.243 827.255 0.0106438 0.00105963 83471.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 877.395 820.131 0.0106002 0.00105744 83833 0
: 381 Minimum Test error found - save the configuration
: 381 | 869.01 810.197 0.0105894 0.00105284 83887.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 859.531 802.653 0.0105857 0.0010548 83937.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 850.936 794.969 0.0106355 0.00108169 83736.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 843.012 787.05 0.010649 0.0010645 83468.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 834.281 779.395 0.0107211 0.00114482 83540.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 825.903 772.034 0.0106324 0.00106621 83627.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 817.9 764.235 0.0106578 0.00106358 83383.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 809.601 756.993 0.0107066 0.00106853 83003.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 801.885 749.33 0.0106666 0.00107608 83416.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 793.446 741.833 0.0107019 0.00106375 83003.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 785.575 734.91 0.0106688 0.00106481 83299 0
: 392 Minimum Test error found - save the configuration
: 392 | 777.642 727.196 0.0106533 0.00106844 83465.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 770.204 719.754 0.0106313 0.00106793 83652.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 762.328 712.121 0.0107423 0.00107089 82718 0
: 395 Minimum Test error found - save the configuration
: 395 | 754.249 705.709 0.0106511 0.00106103 83420 0
: 396 Minimum Test error found - save the configuration
: 396 | 747.279 698.249 0.0106069 0.00105845 83783.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 739.214 692.271 0.010654 0.00108282 83584 0
: 398 Minimum Test error found - save the configuration
: 398 | 732.199 684.398 0.0106045 0.00106578 83869 0
: 399 Minimum Test error found - save the configuration
: 399 | 724.922 677.306 0.0108699 0.00106925 81627.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 717.396 670.218 0.0107773 0.00106511 82370.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 710.074 663.406 0.0106307 0.00105568 83550.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 702.885 657.138 0.0106526 0.0010643 83435.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 696.039 650.44 0.0107254 0.00107541 82901.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 688.873 643.408 0.0107408 0.00106831 82708.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 681.751 636.921 0.0106284 0.00105843 83594.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 674.762 630.775 0.0106583 0.0010997 83693.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 668.035 623.989 0.0106128 0.00106192 83761.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 661.099 617.58 0.010885 0.0011121 81859.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 654.515 611.207 0.0106284 0.00106608 83661.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 647.743 604.807 0.0106441 0.00105693 83445.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 641.074 599 0.0108403 0.00107602 81931.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 634.622 592.995 0.0107779 0.00112782 82900.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 628.215 586.583 0.0107679 0.00112248 82941.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 621.812 580.222 0.010601 0.00105543 83808.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 615.028 574.718 0.0106412 0.00112144 84035.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 609.151 568.627 0.0107342 0.00107361 82811.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 602.91 562.364 0.0105969 0.00106111 83894.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 596.574 556.514 0.0107142 0.0010845 83076.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 590.499 550.964 0.0106829 0.00107038 83224.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 584.278 545.4 0.0107735 0.00110247 82721.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 578.578 539.024 0.010714 0.00106575 82916.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 572.435 533.503 0.010679 0.00106924 83248.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 566.192 528.572 0.0107029 0.00106726 83025.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 560.798 522.994 0.0106995 0.0010759 83129.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 554.971 516.797 0.0107786 0.00108699 82545.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 549.264 511.485 0.0107112 0.00106086 82898.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 543.898 506.182 0.0106052 0.00105252 83746.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 537.654 501.2 0.0106707 0.00106024 83242.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 532.368 495.553 0.010673 0.00105982 83219 0
: 430 Minimum Test error found - save the configuration
: 430 | 526.627 490.235 0.0106649 0.00106546 83337.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 521.442 484.871 0.010632 0.0010553 83535.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 515.956 479.577 0.0107481 0.00107618 82713.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 510.375 474.668 0.0106109 0.00105731 83738 0
: 434 Minimum Test error found - save the configuration
: 434 | 505.157 469.575 0.0107599 0.00106376 82507.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 499.885 464.35 0.010731 0.00107032 82810 0
: 436 Minimum Test error found - save the configuration
: 436 | 494.868 459.346 0.0107057 0.00107377 83057.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 489.44 454.271 0.0106689 0.00108688 83489.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 484.476 449.502 0.0106373 0.00109877 83870.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 479.725 444.722 0.0106727 0.00107118 83320.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 474.39 439.877 0.0107099 0.00106958 82985 0
: 441 Minimum Test error found - save the configuration
: 441 | 469.289 435.594 0.0107059 0.00107706 83083.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 464.4 430.749 0.010683 0.00105912 83126.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 459.788 426.419 0.0106774 0.00108677 83414.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 454.805 421.356 0.0107766 0.00107592 82468.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 450.08 416.514 0.0106099 0.00106813 83841.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 445.234 412.198 0.010699 0.00106542 83043 0
: 447 Minimum Test error found - save the configuration
: 447 | 440.807 407.591 0.0106662 0.00108657 83510.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 436.107 403.396 0.0106756 0.00106796 83266.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 431.826 399.363 0.0107316 0.00107755 82867.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 427.385 394.22 0.0108263 0.00110371 82282.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 422.503 390.18 0.0106943 0.0010603 83038.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 418.09 385.529 0.0106373 0.00107661 83675.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 413.464 381.531 0.0106189 0.00106845 83765.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 409.209 377.313 0.0106337 0.00105998 83561.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 405.037 373.291 0.0107009 0.00106281 83004.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 400.823 369.007 0.0106298 0.00105927 83589.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 396.742 364.884 0.0108453 0.00106924 81832.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 392.205 360.863 0.0107474 0.00111369 83042 0
: 459 Minimum Test error found - save the configuration
: 459 | 388.045 356.774 0.0106478 0.00106172 83454.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 384.109 352.929 0.0106706 0.00109143 83514.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 380.046 349.443 0.01075 0.00108054 82735 0
: 462 Minimum Test error found - save the configuration
: 462 | 376.167 345.405 0.0107806 0.00107546 82430.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 372.162 341.497 0.0107807 0.00106954 82379.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 368.224 337.269 0.0106952 0.00106191 83045.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 364.07 333.443 0.0106549 0.00109331 83668 0
: 466 Minimum Test error found - save the configuration
: 466 | 360.037 330.023 0.0106425 0.00105252 83420.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 356.182 326.166 0.0106799 0.0010624 83181.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 352.618 322.122 0.0106441 0.0010704 83562.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 348.757 318.769 0.010765 0.00108878 82676.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 344.966 315.074 0.0106618 0.00106181 83333.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 341.336 311.26 0.0107649 0.00108315 82630.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 337.456 307.866 0.0107819 0.0010961 82595.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 333.944 304.552 0.0107721 0.0010632 82398.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 330.348 300.831 0.0106859 0.00108432 83319.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 326.791 298.324 0.0106413 0.00105819 83480.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 323.421 294.245 0.0107132 0.00110285 83243.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 319.761 290.997 0.010617 0.00105822 83693 0
: 478 Minimum Test error found - save the configuration
: 478 | 316.616 287.841 0.0106851 0.00106443 83154 0
: 479 Minimum Test error found - save the configuration
: 479 | 312.982 284.36 0.0106424 0.00106421 83523.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 309.404 281.58 0.0108922 0.00116447 82239.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 306.335 278.598 0.0107508 0.00105838 82538.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 303.221 275.032 0.0108171 0.00107602 82126 0
: 483 Minimum Test error found - save the configuration
: 483 | 299.759 271.406 0.0112017 0.0011112 79282.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 296.225 268.587 0.0107682 0.00107024 82491.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 293.387 265.62 0.0107144 0.00107089 82957.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 290.19 262.139 0.0107527 0.00107198 82638.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 287.289 259.362 0.0107945 0.00108684 82409.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 283.694 256.068 0.0110978 0.00113987 80337.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 280.557 252.925 0.0108359 0.00108289 82026.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 277.604 249.951 0.0106829 0.00106086 83142.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 274.403 247.309 0.0107 0.0010584 82973.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 271.597 244.599 0.0106232 0.00108446 83868.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 268.629 241.617 0.0106729 0.0010603 83224 0
: 494 Minimum Test error found - save the configuration
: 494 | 265.614 238.937 0.0107796 0.00117036 83253.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 262.729 236.322 0.0111754 0.00113022 79639.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 259.95 233.258 0.0107632 0.00106388 82480.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 257.13 230.607 0.0106321 0.00105865 83564.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 254.126 228.084 0.0105475 0.00105441 84271.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 251.456 225.442 0.0106111 0.00107061 83853.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 248.618 222.865 0.010568 0.00105964 84136.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 246.038 220.231 0.010654 0.00106093 83393.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 243.306 217.189 0.0106294 0.00105639 83568.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 240.478 215.33 0.010868 0.00107652 81703.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 238.152 212.293 0.0107612 0.00111955 82973.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 235.479 210.473 0.0108778 0.00106944 81563 0
: 506 Minimum Test error found - save the configuration
: 506 | 233.02 207.444 0.0107454 0.00106812 82668 0
: 507 Minimum Test error found - save the configuration
: 507 | 230.389 205.429 0.0106187 0.00105752 83671.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 227.726 202.956 0.0106302 0.00105961 83589.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 225.32 201.28 0.0106208 0.00106142 83687.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 222.795 198.285 0.0106101 0.00105202 83698.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 220.138 196.161 0.0105914 0.00106765 84000.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 218.157 193.517 0.0106386 0.00105894 83510.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 215.345 191.175 0.0106259 0.00107452 83757.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 213.129 188.53 0.0106422 0.00106279 83512.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 210.503 186.672 0.0109542 0.00107388 80968.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 208.313 184.34 0.0107172 0.00106946 82920.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 206.202 182.266 0.0106932 0.00107248 83153.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 203.777 179.921 0.0106316 0.00105249 83515.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 201.303 177.839 0.0106401 0.00106246 83527.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 199.036 175.975 0.0105909 0.00105711 83912.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 196.946 173.393 0.0107464 0.00105552 82552.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 194.587 171.793 0.0106575 0.00105945 83350.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 192.475 169.397 0.010724 0.0010747 82907.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 190.282 167.146 0.0107694 0.0010622 82413.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 188.135 165.536 0.0107767 0.00106287 82357.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 186.096 164.026 0.0106424 0.00106439 83524.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 184.21 161.753 0.010634 0.00105811 83542.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 181.801 160.249 0.0106497 0.00106009 83423.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 179.967 157.985 0.0106313 0.0011008 83940.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 177.925 155.653 0.0107546 0.00107527 82650.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 175.814 154.105 0.0106729 0.00106638 83276.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 173.759 152.128 0.0107818 0.0011278 82867.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 171.564 150.893 0.0107451 0.00107596 82737.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 169.938 148.275 0.01084 0.00109651 82105.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 167.653 146.932 0.0109124 0.00108814 81430.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 165.927 145.521 0.0108135 0.00109471 82314.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 163.856 143.534 0.0107139 0.00106435 82905.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 162.209 141.584 0.0107625 0.00107203 82555.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 160.211 140.292 0.0106922 0.00109672 83372.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 158.344 138.061 0.0106505 0.0010588 83405.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 156.499 136.813 0.0107627 0.00108423 82657.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 154.808 135.948 0.0107813 0.00109566 82596.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 153.287 134.638 0.010672 0.00106641 83284.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 151.393 132.668 0.0106584 0.00105576 83310.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 149.501 130.452 0.0105719 0.00105536 84064.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 147.681 129.009 0.0106425 0.0010922 83766.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 145.91 127.934 0.0111878 0.00108036 79149.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 144.271 126.423 0.0107281 0.00107223 82850.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 142.602 124.282 0.0107716 0.00106946 82456.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 140.77 123.721 0.0108152 0.00109438 82297.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 139.375 121.573 0.0106655 0.00106295 83311.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 137.552 120.119 0.0106913 0.00106185 83078.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 135.762 118.673 0.0106757 0.00105548 83158.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 134.347 117.3 0.0106674 0.00107567 83405.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 132.724 115.887 0.01068 0.00105626 83127.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 131.42 114.569 0.0106466 0.00106885 83526.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 129.737 113.112 0.0107058 0.00109251 83217.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 128.17 112.028 0.0107982 0.00106208 82168 0
: 559 Minimum Test error found - save the configuration
: 559 | 126.901 111.152 0.0106952 0.00106323 83056.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 125.196 109.698 0.0107329 0.0010653 82750.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 123.75 107.717 0.0106249 0.00105632 83606.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 122.145 106.039 0.0106792 0.00108336 83369.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 120.625 105.24 0.0106608 0.00107551 83460.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 119.279 103.624 0.0105758 0.00105193 83999.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 117.89 102.705 0.0106401 0.00107311 83620.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 116.284 101.455 0.010773 0.00121802 83725.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.024 100.362 0.010803 0.00107351 82223.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 113.845 99.1304 0.0105834 0.00105086 83923.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 112.23 97.6909 0.0106519 0.00106682 83462.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 110.954 96.641 0.01066 0.00106122 83344.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 109.652 95.1707 0.0106524 0.00106399 83433.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 108.506 94.0301 0.0106241 0.00108774 83889 0
: 573 Minimum Test error found - save the configuration
: 573 | 107.241 92.4098 0.0106229 0.00107353 83775.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 105.826 91.7521 0.0107127 0.00106942 82959.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 104.555 90.4031 0.010583 0.00104775 83899.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 103.316 89.9277 0.010623 0.00107434 83781.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.205 88.4538 0.0106562 0.00105723 83342.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 100.941 87.1764 0.0106603 0.00106291 83356 0
: 579 Minimum Test error found - save the configuration
: 579 | 99.5796 86.3646 0.0107145 0.00106219 82881.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 98.5823 85.3094 0.0109574 0.00108197 81009.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.3585 83.9524 0.010655 0.00105443 83328.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 96.1165 83.4602 0.0105642 0.00104804 84067.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.1405 82.2189 0.0106691 0.00105514 83211.9 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.054 80.7185 0.0106447 0.00105676 83438 0
: 585 | 92.6811 80.8098 0.010592 0.00104469 83793.3 1
: 586 Minimum Test error found - save the configuration
: 586 | 91.7022 78.577 0.0109688 0.00109691 81038 0
: 587 Minimum Test error found - save the configuration
: 587 | 90.9382 77.9286 0.0125415 0.00108612 69836.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 89.8404 76.6738 0.010705 0.00107882 83106.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 88.3427 76.0157 0.0107918 0.00114289 82910.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 87.363 74.7299 0.0106506 0.00105718 83390.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.4597 73.7649 0.0106643 0.00105481 83251.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.3689 72.4242 0.0106742 0.00105768 83190.3 0
: 593 | 84.3252 72.4272 0.01079 0.0010235 81912.8 1
: 594 Minimum Test error found - save the configuration
: 594 | 83.286 70.7869 0.0109502 0.00123839 82373.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 82.296 70.018 0.011019 0.00112066 80821.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 81.2846 69.2662 0.0107529 0.00106779 82601 0
: 597 Minimum Test error found - save the configuration
: 597 | 80.273 68.4459 0.0106795 0.00106296 83189.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 79.3227 67.2202 0.0107246 0.00106364 82807.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 78.4269 66.0226 0.0106568 0.00105708 83335.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 77.4618 65.361 0.0106307 0.00105428 83538.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 76.4393 64.3508 0.0106104 0.00105218 83697.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 75.6624 63.8847 0.0107081 0.00106215 82936.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 74.9125 63.4495 0.0106155 0.00105137 83645.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 73.905 61.9901 0.0106 0.00105139 83781.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 72.9087 61.0679 0.01073 0.00110159 83087.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 72.0998 60.3927 0.0106136 0.00105324 83678.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 71.3311 59.3805 0.0106478 0.00105557 83400.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.4192 59.1172 0.0106213 0.00104841 83569.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 69.7306 58.2475 0.0106332 0.00105135 83490.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.0466 56.9139 0.0105988 0.00105055 83785.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.006 56.3439 0.0106062 0.00105164 83729.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 67.0149 55.7778 0.0106405 0.00106415 83539.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.3904 55.1503 0.0106152 0.00105227 83656.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.4338 54.0944 0.0106076 0.00105015 83704.6 0
: 615 | 64.673 54.8148 0.0105547 0.00101593 83868.6 1
: 616 Minimum Test error found - save the configuration
: 616 | 64.3545 52.7969 0.0105905 0.00104993 83852.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.2932 52.0849 0.0105961 0.00105468 83844.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 62.4889 51.1986 0.0105867 0.00105232 83906.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 61.7094 50.4598 0.0105953 0.00105554 83859.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 60.9462 49.731 0.0105993 0.00104746 83753.2 0
: 621 | 60.2316 49.9998 0.0105891 0.00101487 83557.2 1
: 622 Minimum Test error found - save the configuration
: 622 | 59.4904 48.3416 0.0106314 0.00104994 83494.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 58.7518 47.8136 0.0106128 0.00104826 83641.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 57.9937 47.3439 0.010602 0.00104896 83742.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.277 46.2923 0.0106373 0.00105108 83453 0
: 626 Minimum Test error found - save the configuration
: 626 | 56.6455 46.0608 0.0106083 0.00105635 83752.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.0314 45.292 0.0106042 0.00105068 83739 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.3461 44.7745 0.0105943 0.00104716 83794.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 54.6649 43.8649 0.0107433 0.00106433 82653.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 53.8604 43.4341 0.0106588 0.00104812 83240.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.3599 42.7783 0.0106539 0.00105222 83318.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 52.7754 41.8301 0.010675 0.00105104 83125.7 0
: 633 | 52.3774 42.6742 0.0106075 0.0010155 83403.2 1
: 634 Minimum Test error found - save the configuration
: 634 | 51.561 40.9685 0.0106162 0.00105087 83635.8 0
: 635 Minimum Test error found - save the configuration
: 635 | 50.7244 40.0657 0.0106847 0.00112708 83703 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.1693 39.892 0.0108143 0.00106883 82089.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 49.6874 39.1354 0.0106829 0.00106203 83152.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 48.8727 38.5871 0.010619 0.00104963 83600.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.468 38.1936 0.0106112 0.00105277 83695.5 0
: 640 Minimum Test error found - save the configuration
: 640 | 47.8319 37.3048 0.0106462 0.00105736 83430 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.2114 37.0591 0.0106685 0.00105718 83235.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 46.5618 36.296 0.0106156 0.00105044 83637.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 45.9756 35.8335 0.0106819 0.00105388 83091.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 45.5184 35.1785 0.0106299 0.00104822 83492.3 0
: 645 Minimum Test error found - save the configuration
: 645 | 44.9396 34.8759 0.010734 0.00106673 82753.6 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.4849 34.4144 0.0106565 0.00105517 83322.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 43.8405 34.1226 0.0106483 0.001049 83339.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 43.2566 33.1207 0.0107269 0.00105406 82706.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 42.6839 32.6298 0.0106548 0.00105496 83334.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.2677 32.2372 0.0107118 0.00108748 83122.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 41.8423 32.2279 0.0108347 0.001063 81868.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.3708 31.288 0.0106016 0.0010492 83748.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 40.7072 31.2093 0.0105982 0.0010469 83758.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.3972 30.3542 0.0106707 0.00105509 83198.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 39.6999 30.0292 0.010594 0.00105575 83873 0
: 656 | 39.4235 30.0842 0.0106646 0.00101892 82938.6 1
: 657 Minimum Test error found - save the configuration
: 657 | 38.842 29.1506 0.0106636 0.00105345 83245.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.3047 28.6041 0.0106257 0.00106865 83708.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 37.8569 28.0261 0.0106052 0.0010532 83751.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.3315 27.4989 0.010606 0.00105606 83769.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 36.8956 27.341 0.0106556 0.00105608 83337.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 36.4787 26.7966 0.010615 0.00104727 83614.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 35.9893 26.6955 0.0106647 0.00105858 83280.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 35.8364 26.2242 0.0106317 0.00108544 83802.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.4131 25.9058 0.0106492 0.00105988 83425.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 34.9735 25.341 0.0106731 0.00105954 83215.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 34.2534 24.9073 0.0106382 0.00105636 83491.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 33.8252 24.2934 0.0106751 0.00106132 83214.3 0
: 669 Minimum Test error found - save the configuration
: 669 | 33.4212 24.2075 0.0106319 0.00105266 83513.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.0691 23.3912 0.0106312 0.001049 83487.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 32.6608 23.3483 0.0106569 0.00105781 83341.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.2002 22.575 0.0105962 0.00105533 83849.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 31.8268 22.2708 0.0108392 0.00110366 82172.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.4665 22.196 0.0106925 0.00105735 83029.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.081 21.6445 0.0106194 0.00105277 83623.8 0
: 676 Minimum Test error found - save the configuration
: 676 | 30.5195 21.3883 0.0106045 0.00104797 83712.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.3741 21.0604 0.0106361 0.00105106 83463.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.0918 20.7145 0.0106157 0.00105397 83667.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 29.8465 20.3629 0.0107415 0.00118563 83718.6 0
: 680 | 29.6055 20.6142 0.0106145 0.00101909 83373.2 1
: 681 Minimum Test error found - save the configuration
: 681 | 29.0215 19.6707 0.0106001 0.0010544 83807.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.5477 19.666 0.0106736 0.00105953 83211 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.125 19.0801 0.0106983 0.00113509 83653.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.0082 18.4281 0.0107173 0.00105928 82832.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 27.4193 18.256 0.0106161 0.00104997 83628.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 26.9445 17.8206 0.0106041 0.00105022 83735.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 26.6184 17.3289 0.0106584 0.00106131 83359 0
: 688 | 26.3865 17.9074 0.0105839 0.00101716 83623.2 1
: 689 Minimum Test error found - save the configuration
: 689 | 26.1268 17.2775 0.010601 0.00105289 83785.9 0
: 690 | 25.8122 17.407 0.0106447 0.00101651 83089.2 1
: 691 Minimum Test error found - save the configuration
: 691 | 25.4339 16.7402 0.0106916 0.00111357 83524.5 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.1055 16.0613 0.0106648 0.00105773 83272 0
: 693 | 24.5776 16.0945 0.0106953 0.00102968 82767.6 1
: 694 Minimum Test error found - save the configuration
: 694 | 24.2756 15.7581 0.0106523 0.00106002 83400 0
: 695 Minimum Test error found - save the configuration
: 695 | 23.9168 15.2382 0.0106533 0.00105295 83330.2 0
: 696 | 23.6519 15.4154 0.0109648 0.00102038 80447.1 1
: 697 Minimum Test error found - save the configuration
: 697 | 23.5109 14.8626 0.0107186 0.00110097 83180.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.062 14.5939 0.0106274 0.00105513 83575 0
: 699 Minimum Test error found - save the configuration
: 699 | 22.7491 14.3411 0.0106548 0.00106174 83394 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.4157 13.8959 0.0107223 0.00106465 82836 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.1913 13.6915 0.0107165 0.00106394 82879.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 21.9383 13.4902 0.0106485 0.00105571 83396.2 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.5547 13.3855 0.0107383 0.00106793 82726.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.3879 13.2689 0.0106413 0.00105978 83494 0
: 705 Minimum Test error found - save the configuration
: 705 | 20.9306 12.6818 0.0106924 0.00109744 83377.1 0
: 706 | 20.9004 12.8885 0.010638 0.00103109 83273.3 1
: 707 Minimum Test error found - save the configuration
: 707 | 20.6457 12.3785 0.0106367 0.00105443 83487.7 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.3632 12.0347 0.0106034 0.00104964 83736.7 0
: 709 | 19.8948 12.0975 0.0105901 0.00104547 83816.6 1
: 710 Minimum Test error found - save the configuration
: 710 | 19.7436 11.9436 0.0106827 0.00106221 83156.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.4492 11.6165 0.0106582 0.00105994 83348.6 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.1354 11.4203 0.0107265 0.0010579 82741.8 0
: 713 Minimum Test error found - save the configuration
: 713 | 18.8606 10.9971 0.0106635 0.00105627 83270.5 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.703 10.792 0.0106707 0.00106437 83278.4 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.3845 10.5995 0.0107202 0.00107564 82948.7 0
: 716 | 18.1929 10.6559 0.0106244 0.00102342 83324.8 1
: 717 | 18.0856 11.0075 0.0106524 0.00102247 83074.2 2
: 718 | 17.7585 10.6121 0.010579 0.00101935 83684.7 3
: 719 Minimum Test error found - save the configuration
: 719 | 17.5297 9.74984 0.0106597 0.00106233 83356.5 0
: 720 | 17.1091 9.86687 0.0106224 0.00101704 83287.1 1
: 721 | 16.8577 9.83937 0.010645 0.00102444 83155.2 2
: 722 Minimum Test error found - save the configuration
: 722 | 16.7129 9.62973 0.0107006 0.00106597 83033.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.4551 9.52725 0.0106653 0.00105573 83250 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.3287 8.9555 0.0106582 0.00105778 83329.7 0
: 725 Minimum Test error found - save the configuration
: 725 | 15.9634 8.85291 0.0108737 0.0010871 81744.7 0
: 726 | 15.8987 9.0607 0.010682 0.00102557 82846.1 1
: 727 Minimum Test error found - save the configuration
: 727 | 15.5892 8.58659 0.0107038 0.00106199 82972.3 0
: 728 Minimum Test error found - save the configuration
: 728 | 15.3793 8.42558 0.010715 0.00109033 83119.3 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.2406 8.11837 0.0107803 0.00107489 82427.9 0
: 730 | 15.1141 8.40429 0.0106718 0.00102956 82968.3 1
: 731 Minimum Test error found - save the configuration
: 731 | 14.9984 8.06173 0.0107422 0.00106914 82704.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.5303 7.66961 0.0107412 0.00106554 82681.6 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.4145 7.53548 0.0106703 0.00105617 83211 0
: 734 | 14.2213 7.90088 0.0107287 0.00101845 82386.9 1
: 735 | 14.1554 7.57719 0.0106738 0.00101664 82840.2 2
: 736 Minimum Test error found - save the configuration
: 736 | 13.97 7.11883 0.0106879 0.00106396 83126.2 0
: 737 | 13.5484 7.33188 0.0107199 0.00102235 82495.3 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.4149 6.98102 0.0107268 0.00106454 82796.4 0
: 739 | 13.2734 7.06608 0.0107833 0.0010378 82088.9 1
: 740 | 13.1602 7.13262 0.0107115 0.00103408 82666.8 2
: 741 Minimum Test error found - save the configuration
: 741 | 12.9335 6.56471 0.0107916 0.00110995 82630.5 0
: 742 | 12.5839 6.99179 0.0108643 0.00102176 81279.7 1
: 743 Minimum Test error found - save the configuration
: 743 | 12.5037 6.55529 0.0109629 0.00109148 81041.7 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.3725 6.46792 0.010754 0.00110075 82874 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.3246 6.34866 0.0107334 0.00106107 82710.1 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.131 6.31123 0.0106642 0.00105439 83248 0
: 747 Minimum Test error found - save the configuration
: 747 | 11.7477 6.00018 0.0107603 0.00106939 82551.3 0
: 748 | 11.6736 6.10972 0.0107956 0.00104653 82058.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 11.6449 5.92183 0.0108674 0.0011057 81952.9 0
: 750 | 11.5066 6.17491 0.010698 0.00103071 82753.3 1
: 751 | 11.4368 6.02637 0.0106114 0.00101723 83383.6 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.1142 5.85976 0.0107488 0.00106227 82589.1 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.0142 5.83037 0.0108502 0.00119015 82815.3 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.0642 5.39702 0.0107771 0.00106558 82376.2 0
: 755 | 10.8089 5.64083 0.0106076 0.00102795 83510 1
: 756 Minimum Test error found - save the configuration
: 756 | 10.6745 5.27022 0.0106943 0.0010619 83053.4 0
: 757 | 10.3645 5.61068 0.0106875 0.00102649 82807.5 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.3963 5.03254 0.0107642 0.00107441 82561.2 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.0892 4.93045 0.0107948 0.00107614 82315.5 0
: 760 | 10.0262 5.60067 0.0106071 0.00102873 83521.6 1
: 761 Minimum Test error found - save the configuration
: 761 | 9.87703 4.91303 0.0106749 0.00107773 83357.5 0
: 762 | 9.94475 5.32576 0.0110562 0.001036 79838.6 1
: 763 | 9.76817 5.05953 0.0106659 0.00102916 83015.5 2
: 764 Minimum Test error found - save the configuration
: 764 | 9.56424 4.65139 0.010749 0.00106263 82590.5 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.4421 4.48424 0.0107123 0.00108275 83077.4 0
: 766 | 9.2944 4.5085 0.0108496 0.00102741 81448.6 1
: 767 | 9.15497 4.51702 0.010665 0.0010544 83241.6 2
: 768 | 8.92916 4.55236 0.0107795 0.00101889 81962.1 3
: 769 Minimum Test error found - save the configuration
: 769 | 9.01023 4.19935 0.0117156 0.00110072 75365.7 0
: 770 | 8.73742 4.50726 0.01076 0.00103377 82251.9 1
: 771 Minimum Test error found - save the configuration
: 771 | 8.58531 3.85831 0.0108656 0.00109824 81905.1 0
: 772 | 8.68883 4.84749 0.0106733 0.00105293 83156.6 1
: 773 | 8.63978 4.02958 0.010784 0.00101889 81923.9 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.27792 3.81874 0.0107234 0.00107188 82888.6 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.14823 3.80183 0.010783 0.00107575 82412.7 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.01575 3.79771 0.0107482 0.00106732 82637.2 0
: 777 Minimum Test error found - save the configuration
: 777 | 7.97033 3.63857 0.0109231 0.00107104 81201.4 0
: 778 Minimum Test error found - save the configuration
: 778 | 7.79977 3.44518 0.0108544 0.00107198 81779.3 0
: 779 | 7.76833 3.90006 0.0106615 0.00102161 82988.7 1
: 780 Minimum Test error found - save the configuration
: 780 | 7.84208 3.33072 0.0107217 0.0010597 82798.5 0
: 781 | 7.71705 4.4099 0.0106205 0.00101757 83307.7 1
: 782 | 7.92576 4.51341 0.0106329 0.00101848 83208.2 2
: 783 | 7.53048 3.68782 0.0106389 0.00102609 83222.1 3
: 784 | 7.36052 3.75273 0.0107836 0.00102603 81987.9 4
: 785 | 7.3135 4.82373 0.0108339 0.00102382 81548.6 5
: 786 | 7.54503 3.55938 0.0108602 0.00107719 81774.8 6
: 787 | 7.35513 3.73597 0.0107728 0.00102365 82058.8 7
: 788 | 7.07978 3.65425 0.010667 0.00103745 83077.2 8
: 789 | 6.75011 3.38924 0.0109569 0.00102233 80526.7 9
: 790 | 6.73729 3.45798 0.010816 0.00101964 81662.8 10
: 791 Minimum Test error found - save the configuration
: 791 | 6.60869 3.222 0.010729 0.00106456 82777.9 0
: 792 | 6.55085 3.31747 0.0106659 0.00104129 83120.6 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.59618 3.00092 0.0107785 0.00109654 82628.1 0
: 794 | 6.40525 3.62251 0.0107568 0.00103493 82288.9 1
: 795 | 6.27345 3.28052 0.0106603 0.00103023 83072.9 2
: 796 | 6.32625 3.15765 0.0106939 0.00101767 82676.4 3
: 797 | 6.18104 3.18506 0.0106745 0.00101592 82828.1 4
: 798 Minimum Test error found - save the configuration
: 798 | 6.06376 2.87062 0.0107355 0.00110048 83030 0
: 799 | 6.25622 3.52769 0.0107118 0.00102835 82615.1 1
: 800 | 6.14574 3.54405 0.0106021 0.00101693 83462 2
: 801 | 5.8844 3.42409 0.0106729 0.00103189 82979 3
: 802 | 5.81904 3.37993 0.010713 0.00107077 82968.7 4
: 803 | 5.70041 2.96903 0.0107357 0.0010487 82584.6 5
: 804 | 5.70492 3.04658 0.0105809 0.00101949 83669.4 6
: 805 | 5.51647 3.04021 0.0107774 0.00105923 82319.9 7
: 806 | 5.44431 3.24569 0.0107141 0.00102054 82529.1 8
: 807 Minimum Test error found - save the configuration
: 807 | 5.41035 2.695 0.0106631 0.00106086 83314 0
: 808 | 5.34993 2.77001 0.0106875 0.00101854 82739.2 1
: 809 | 5.31281 3.29603 0.0106326 0.00103684 83370.5 2
: 810 | 5.26305 3.00025 0.0106046 0.00101652 83437.1 3
: 811 | 5.23734 3.01677 0.010608 0.00101601 83402.9 4
: 812 | 5.25179 2.72316 0.0107341 0.00102637 82408.6 5
: 813 | 5.1089 3.37236 0.0106747 0.00101606 82827.6 6
: 814 | 5.13533 3.07594 0.0107344 0.00108226 82883 7
: 815 | 5.30071 3.14132 0.0107865 0.00102254 81933.8 8
: 816 | 5.04572 3.04584 0.0106669 0.00101591 82893.2 9
: 817 | 4.88362 3.01976 0.0107091 0.00103878 82727.1 10
: 818 | 4.77432 2.98198 0.0106647 0.00103735 83096.6 11
: 819 Minimum Test error found - save the configuration
: 819 | 4.75632 2.63888 0.0107562 0.0010647 82546.8 0
: 820 | 4.6963 3.34814 0.0106206 0.00102021 83330.2 1
: 821 | 4.7596 3.32102 0.0106566 0.0010199 83015.8 2
: 822 | 4.59024 3.00034 0.0107481 0.00101978 82234.4 3
: 823 Minimum Test error found - save the configuration
: 823 | 4.5905 2.48736 0.0107104 0.00106758 82963.3 0
: 824 | 4.47779 3.19739 0.0106875 0.00101974 82749.6 1
: 825 | 4.55948 2.9986 0.0106298 0.0010301 83335.6 2
: 826 | 4.55818 2.63407 0.010725 0.00103354 82546.8 3
: 827 | 4.54984 3.30421 0.0107204 0.00103939 82635.9 4
: 828 | 4.30927 3.49355 0.0106384 0.00101685 83146.7 5
: 829 | 4.27119 2.82848 0.0106352 0.00102949 83284 6
: 830 | 4.14762 2.56684 0.0107409 0.00101852 82284.6 7
: 831 | 4.11524 2.69882 0.0107913 0.00109469 82503.4 8
: 832 | 4.18194 2.83794 0.0108735 0.0010863 81739.1 9
: 833 | 4.23433 2.81607 0.0107367 0.00105215 82605.9 10
: 834 | 4.13002 2.71644 0.0108302 0.00108967 82131.2 11
: 835 | 3.95461 2.8197 0.0109731 0.00107433 80817.9 12
: 836 | 3.85644 3.37876 0.0107731 0.00101808 82008.9 13
: 837 | 4.00157 3.1045 0.0108441 0.00104174 81612.9 14
: 838 | 3.81215 2.61793 0.0105857 0.00101665 83602.6 15
: 839 | 3.83537 2.84626 0.0106151 0.00102419 83412.4 16
: 840 | 4.27569 4.53856 0.0106717 0.00104737 83123 17
: 841 | 4.19445 2.84344 0.0107351 0.00101853 82333.6 18
: 842 | 3.8186 2.91026 0.0107192 0.00104577 82700.4 19
: 843 | 3.62851 3.06994 0.0106177 0.00101962 83349.8 20
: 844 | 3.5408 2.83761 0.0105962 0.00101872 83529.7 21
:
: Elapsed time for training with 1000 events: 9.05 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0112 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.808 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 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= 3.23102e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.00981e+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: 0.0349 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: 0.0366 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: 0.0014 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: 0.0968 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: 0.893 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: 0.0217 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00265 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: 0.0367 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00431 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: 0.00188 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000331 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: 0.0985 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.891 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0994 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 : -1.24 -0.477 5.46 1.56 | 3.228 3.220
: 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 : -0.591 -0.447 1.95 1.14 | 3.354 3.344
: 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.