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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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This macro provides examples for the training and testing of the TMVA classifiers.

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.267 sec
: Elapsed time for training with 1000 events: 0.27 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00258 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: 0.000825 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0041 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: 0.000258 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000375 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 = 31547.5
: --------------------------------------------------------------
: 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 | 33078.8 31150.2 0.010307 0.00105222 86442 0
: 2 Minimum Test error found - save the configuration
: 2 | 32535.6 30573.3 0.0101526 0.0010307 87701.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31781 29830.7 0.0103017 0.00103002 86284 0
: 4 Minimum Test error found - save the configuration
: 4 | 30974.4 29119.7 0.0101639 0.00101993 87489.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30189.2 28384.5 0.0101132 0.00102556 88032.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29352.6 27460.5 0.0100717 0.00101801 88361.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28584.6 26749 0.0101946 0.00109561 87922.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28084.7 26350.6 0.010191 0.00101322 87166.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27716.7 26026 0.0116559 0.00168759 80254 0
: 10 Minimum Test error found - save the configuration
: 10 | 27391.4 25726.7 0.0106208 0.0010139 83273.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27089.3 25441.1 0.00999113 0.000988269 88860.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 26798.1 25171.2 0.00998451 0.000984199 88885.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26520.6 24909.9 0.00991442 0.00098373 89578.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26250.9 24657.1 0.0098935 0.000994909 89901.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 25991.5 24407.8 0.00991574 0.00098241 89552.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 25733.2 24168.7 0.00988871 0.000997748 89979 0
: 17 Minimum Test error found - save the configuration
: 17 | 25487.7 23929.2 0.00985833 0.00097599 90066.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25240.7 23698.2 0.0100015 0.000995499 88830 0
: 19 Minimum Test error found - save the configuration
: 19 | 25001.5 23470.5 0.00987467 0.000978208 89923.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 24765.5 23247.2 0.00990534 0.00097914 89623.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24532.8 23028.8 0.00993702 0.000978709 89302.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24305.7 22811.8 0.00998363 0.000984539 88897.8 0
: 23 Minimum Test error found - save the configuration
: 23 | 24083.2 22595.6 0.0101481 0.00100037 87453.6 0
: 24 Minimum Test error found - save the configuration
: 24 | 23856.6 22389.5 0.00997407 0.00100029 89148.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23639.7 22183.4 0.0100015 0.00098625 88738.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23424.3 21979.5 0.0101478 0.00101431 87589.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23211.1 21778.3 0.00991886 0.000988528 89582.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23003.2 21576.3 0.0107118 0.00100698 82433.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 22794 21379.2 0.00999315 0.00099145 88872.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22585.1 21190 0.0103699 0.000999549 85375.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22387.3 20995.3 0.0100975 0.00103969 88321.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22183.6 20807.8 0.010059 0.000998009 88290.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 21987.3 20619.5 0.0104234 0.0011624 86383.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21791.3 20433.4 0.0102016 0.0010752 87657.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21597.6 20249.4 0.0101737 0.00100629 87265.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21404.6 20069.5 0.0100412 0.000990869 88394.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21216.3 19889.6 0.0101649 0.00102334 87512.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21025.6 19716.4 0.0103341 0.00099895 85697.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 20844.4 19538.5 0.0101189 0.00100991 87825.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20658.6 19365.6 0.0105983 0.00143989 87351 0
: 41 Minimum Test error found - save the configuration
: 41 | 20479.2 19191.5 0.0100763 0.000998209 88124.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20297.7 19021.1 0.0116236 0.001043 75610.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20117.8 18853.2 0.0108897 0.00166778 86750 0
: 44 Minimum Test error found - save the configuration
: 44 | 19937.8 18686.4 0.0128719 0.00102505 67528.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 19762.9 18517 0.0137109 0.00170313 66623.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19586.6 18353.6 0.0129493 0.00104556 67205.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19413.6 18193 0.0100888 0.001001 88030.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19245.9 18027.5 0.0119777 0.0017412 78151.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19071.7 17871.4 0.0116522 0.00103999 75385.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 18903.8 17710.5 0.0102534 0.00102777 86714.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18746.1 17555.9 0.0107723 0.00110611 82762.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18577.4 17404.2 0.0100007 0.00099362 88818.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18411.3 17246.8 0.00999354 0.0009987 88939.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18248 17085.9 0.0102522 0.00102552 86704.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18087 16935.4 0.0104846 0.00101091 84444 0
: 56 Minimum Test error found - save the configuration
: 56 | 17923.3 16785.7 0.0101685 0.00101511 87399 0
: 57 Minimum Test error found - save the configuration
: 57 | 17768.1 16629.7 0.0100661 0.00100778 88316.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17608.5 16478.2 0.0105752 0.00104991 83987.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17449.6 16326.5 0.010338 0.0010353 85996.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17297.1 16179 0.010163 0.00102239 87521.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17141.2 16032.3 0.0119787 0.00108325 73424.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 16985.4 15885.5 0.0108817 0.00102565 81168.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 16835.4 15741.4 0.0101294 0.00101102 87734.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16682.9 15598 0.0101156 0.00100708 87830.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16535.4 15452.9 0.0101064 0.00100895 87936.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16383.1 15314.9 0.0102253 0.00101773 86885.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16236.5 15176.5 0.0102133 0.00102185 87037.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16092.4 15035.8 0.0101385 0.0010086 87623.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 15945.5 14899.5 0.0102308 0.0010445 87085.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 15800.8 14765.3 0.0102085 0.00101624 87029.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15661.5 14628.4 0.0101995 0.00101635 87116.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15516.8 14498.3 0.0103011 0.00102879 86278.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15379.7 14365.2 0.0102243 0.00102004 86916.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15242.6 14231.6 0.01028 0.00104797 86654.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15102.9 14103 0.0103697 0.00104226 85768.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 14967.6 13974.9 0.0103137 0.00102469 86123.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 14834 13846.5 0.0103594 0.00105265 85958.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 14698.6 13722.1 0.0117907 0.00111077 74906.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14566.7 13598.7 0.0105646 0.00105264 84105 0
: 80 Minimum Test error found - save the configuration
: 80 | 14437.4 13473.8 0.0102423 0.00101584 86707.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14306.3 13351.7 0.0102605 0.00104469 86807.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14178.1 13230 0.0101853 0.00101873 87273.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14050.9 13109.1 0.0101978 0.00101805 87148.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 13923.3 12990.9 0.0101404 0.00101206 87639.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 13799.2 12872.4 0.0101958 0.00106774 87641.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13674.4 12755.7 0.0106043 0.00123825 85414.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13550.6 12640.8 0.0103209 0.00102113 86023.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 13429 12526.8 0.0102838 0.00101749 86334.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13312.2 12408 0.0102781 0.00102047 86415.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13186.6 12298.9 0.0102662 0.00108797 87162.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13069.9 12187.2 0.0103396 0.00103392 85969.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 12951.3 12077.7 0.0101546 0.00101037 87487 0
: 93 Minimum Test error found - save the configuration
: 93 | 12837.9 11964.3 0.0101421 0.00102541 87751 0
: 94 Minimum Test error found - save the configuration
: 94 | 12718.6 11857.4 0.0102032 0.00103358 87244.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12606.6 11747.5 0.0102612 0.00103346 86695.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12490.8 11641.6 0.0102574 0.00102011 86605.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12378 11536.9 0.010503 0.00101607 84326.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12266.3 11433.4 0.0102862 0.00101491 86287.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12159.6 11325.1 0.0101959 0.00102013 87186.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12045.7 11223.8 0.0102965 0.00105547 86570.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 11938.2 11121.5 0.0104555 0.00104369 85000 0
: 102 Minimum Test error found - save the configuration
: 102 | 11830 11020.8 0.0102809 0.00102164 86400 0
: 103 Minimum Test error found - save the configuration
: 103 | 11721.9 10923 0.0102723 0.00103415 86597.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11619.1 10821.3 0.0102158 0.00104168 87202.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11512.3 10723.4 0.0102979 0.00102603 86282.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11408.7 10625.7 0.0102469 0.00102222 86724.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11306.1 10528.1 0.010233 0.00102557 86886.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11203.9 10431.4 0.0101475 0.00101639 87612.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11099.9 10339.8 0.0103392 0.00105127 86133.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11003.3 10243.1 0.010254 0.00104383 86860.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 10901.3 10150.9 0.0102706 0.00103972 86666 0
: 112 Minimum Test error found - save the configuration
: 112 | 10804.1 10057.4 0.0103366 0.00102333 85899.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10704.9 9966.68 0.010289 0.00102862 86389.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10609.5 9874.6 0.010322 0.00103874 86176.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10512.2 9785.05 0.0102219 0.0010437 87162.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10419 9693.47 0.0103465 0.00106469 86190.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10323 9605.16 0.0103182 0.00102391 86074.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10229.3 9517.92 0.0103146 0.00105318 86379.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10136.1 9431.98 0.0104805 0.00105192 84848.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10044.6 9346.22 0.0103285 0.00102565 85995.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 9953.71 9261.02 0.0103939 0.0010281 85417 0
: 122 Minimum Test error found - save the configuration
: 122 | 9864.22 9175.38 0.0103144 0.00104023 86260.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9773.02 9092.82 0.0103091 0.00106126 86506.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9686.44 9007.93 0.0105726 0.00118195 85191.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9596.32 8926.92 0.0103839 0.00106942 85887.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9510.95 8843.91 0.0103695 0.00107515 86074.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9424.14 8762.27 0.0101951 0.00102021 87194.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9338.26 8681.7 0.0102143 0.00102855 87091.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9252.37 8603.26 0.0102904 0.00102863 86376.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9168.33 8525.31 0.0103076 0.00102199 86154.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9086.12 8446.14 0.010325 0.00107307 86468.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9002.21 8369.53 0.0102443 0.00102829 86805.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 8920.82 8292.6 0.0102057 0.00102577 87146.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 8840.36 8215.21 0.0105078 0.00127317 86630.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8758.89 8139.97 0.0102887 0.00101801 86293.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8680.12 8063.94 0.0102363 0.00102138 86815.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8598.74 7991.96 0.0101823 0.00101288 87246.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8522.35 7917.54 0.0102371 0.00101702 86767.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8444.35 7844.29 0.0103743 0.00112321 86476.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8366.83 7772.41 0.0105235 0.0010326 84291.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8290.33 7701.36 0.0102585 0.00102182 86611.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 8214.19 7631.6 0.010212 0.00101927 87025.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8141.45 7558.94 0.0102026 0.00102109 87131.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8065.34 7489.55 0.0101727 0.00101879 87394.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 7991.66 7420.74 0.0102415 0.00103845 86927.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 7919.39 7351.42 0.0101997 0.00101779 87127.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 7846.18 7283.86 0.0106572 0.0010396 83181.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7773.81 7217.84 0.0102086 0.00103078 87166.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7703.94 7150.45 0.0101987 0.00102669 87222.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7633.5 7083.7 0.0102411 0.00103453 86894.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7563.18 7018.18 0.0102347 0.00101647 86784.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7493.78 6953.58 0.0101996 0.00101973 87147.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7424.54 6890.51 0.0101674 0.00102529 87507.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7357.85 6826.04 0.0102136 0.00105619 87360.8 0
: 155 Minimum Test error found - save the configuration
: 155 | 7291.02 6761.42 0.0102303 0.00103475 86998.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7222.43 6699.92 0.010405 0.0010582 85590.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7156.92 6638.32 0.010231 0.00103842 87026.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7090.79 6577.62 0.0103699 0.00102616 85618.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7027.05 6515.79 0.010917 0.00104265 81017.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 6962.65 6454.37 0.010308 0.00103312 86254.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 6897.41 6395.64 0.0102782 0.00102725 86477.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 6834.28 6337.22 0.0102095 0.00101541 87012.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6772.62 6277.6 0.010187 0.00101858 87255.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6710.6 6218.41 0.0104739 0.0010464 84857.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6647.99 6161.18 0.0105184 0.00102436 84263 0
: 166 Minimum Test error found - save the configuration
: 166 | 6587.35 6103.89 0.0105961 0.00102391 83575.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6526.2 6047.88 0.0106084 0.00106883 83861.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6467.2 5990.88 0.0102156 0.00102102 87007.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6407.74 5934.41 0.0101982 0.00102172 87179.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6347.5 5880.35 0.0101999 0.0010176 87124.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6290.1 5825.18 0.0101632 0.00101691 87467.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6232.01 5770.84 0.0101643 0.00101676 87455.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6174.48 5717.21 0.0101991 0.0010194 87148.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6116.9 5665.21 0.0102046 0.00106042 87487.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6062.11 5611.18 0.010493 0.00102294 84476.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6005.48 5558.93 0.0103404 0.00104142 86031.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 5950.12 5506.94 0.0103115 0.00103099 86202.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5895.23 5455.45 0.0102774 0.00102912 86502.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5840.74 5404.67 0.0103035 0.00103072 86273.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5787.07 5353.96 0.0102205 0.00102242 86974.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5733.97 5303.38 0.0102175 0.00102523 87029.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5680.72 5254.12 0.0106567 0.0011346 84015.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 5627.85 5205.28 0.0129435 0.00107075 67381 0
: 184 Minimum Test error found - save the configuration
: 184 | 5575.82 5157.41 0.0102605 0.00102525 86624.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5524.95 5109.16 0.0102125 0.0010226 87052.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5473.24 5062.35 0.0102155 0.00102069 87006.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5423.66 5014.52 0.0102001 0.00101811 87127.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5372.72 4968.38 0.0102531 0.00104481 86878.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5323.38 4921.83 0.0102655 0.00103755 86693.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5274.5 4875.73 0.0101982 0.00102104 87173.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5226.68 4828.33 0.0101879 0.00102014 87262.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5176.32 4785.31 0.0101835 0.0010218 87320.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5129.15 4740.47 0.0101943 0.00102532 87251.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5081.68 4696.87 0.010218 0.0010215 86989.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5035.15 4652.46 0.0102128 0.00102468 87069.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 4988.37 4609.25 0.0102137 0.00102063 87021.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 4942.89 4565.4 0.0102019 0.00101617 87091.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 4896.85 4522.62 0.010175 0.00101411 87328.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4850.82 4481.72 0.0101645 0.00101495 87436.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4806.97 4439.61 0.0101686 0.00101808 87426.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4763.46 4396.45 0.0102094 0.00102254 87081.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4718.69 4355.54 0.0101971 0.00102428 87214.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4674.25 4315.74 0.0101897 0.00102251 87267.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4631.83 4275.74 0.0102006 0.00103279 87261.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4589.13 4235.29 0.0102078 0.0010285 87152.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4546.2 4196.92 0.0102038 0.00102197 87128.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4504.51 4158.07 0.0101848 0.00102127 87302.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4464.08 4118.38 0.0102506 0.00103524 86811.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4422.77 4079.02 0.0103258 0.00109917 86705.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4381.43 4041.03 0.0102797 0.00103925 86576.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4340.4 4004.61 0.0109299 0.0013897 83855.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4301.17 3967.11 0.0116378 0.00105429 75589.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4261.95 3929.69 0.0101854 0.00101902 87275.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4222.27 3893.42 0.0103271 0.00103136 86060.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4183.9 3856.5 0.0111003 0.00106538 79721.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4145.49 3820.38 0.0103333 0.00103158 86005.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4106.74 3785.73 0.0134901 0.00152746 66874.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4070.15 3749.56 0.0114199 0.00105801 77205.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4032.77 3713.7 0.0102572 0.00102369 86640.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 3994.44 3680.46 0.0103271 0.00103143 86061.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 3959.22 3645.38 0.0102585 0.0010329 86715.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3922 3612.43 0.0101938 0.00101624 87169.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3887 3577.93 0.0131769 0.00156209 68877.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3850.75 3545.3 0.01028 0.00102729 86460.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3815.82 3512.24 0.0102532 0.00104694 86897.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3781.17 3479.35 0.0102359 0.00102721 86874.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3746.22 3447.07 0.0102152 0.00101942 86996.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3712.52 3414.76 0.0102425 0.00102253 86767.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3678.08 3383.55 0.0102117 0.00102885 87118.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3644.87 3352.05 0.0107906 0.00105104 82139 0
: 231 Minimum Test error found - save the configuration
: 231 | 3611.97 3320.46 0.0102144 0.00102419 87048.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3579 3289.36 0.010256 0.00106542 87045.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3546.29 3258.53 0.0105053 0.00105503 84653.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3514.43 3227.54 0.0109774 0.0010637 80696.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3481.67 3198.08 0.0105716 0.00103998 83931.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3450.56 3168.39 0.0105944 0.00105075 83825.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3418.38 3140.02 0.0103341 0.001038 86057.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3387.85 3110.39 0.0105533 0.00106116 84280.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3357.29 3080.93 0.0106489 0.00103765 83236.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3326.69 3051.98 0.0103592 0.00103596 85806.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3296.01 3023.75 0.010345 0.00103795 85956.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3266.14 2995.86 0.0111399 0.00106983 79443.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3236.54 2968.19 0.0106035 0.00104879 83728.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3207.32 2940.19 0.0105186 0.00107044 84672.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3178 2913.22 0.0107348 0.00104911 82596 0
: 246 Minimum Test error found - save the configuration
: 246 | 3149.14 2885.82 0.0118709 0.00125346 75347.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3120.08 2859.44 0.0105798 0.0010803 84214.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3092.25 2832.71 0.0114534 0.00140522 79616.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3063.91 2806.44 0.0108289 0.0010744 82013.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3036.34 2780.47 0.0104599 0.00105917 85099.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3008.26 2755.28 0.0105722 0.00103441 83876.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 2981.36 2729.16 0.010649 0.00103386 83202.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 2954.17 2703.82 0.0105658 0.00104969 84067.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 2927.14 2678.98 0.0103805 0.00104378 85683.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2901.15 2653.84 0.0102873 0.00103566 86471.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2874.69 2629.63 0.0102632 0.00103508 86691.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2849.09 2604.69 0.0102827 0.00104609 86612.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2822.16 2580.89 0.0107365 0.0010503 82591.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2797.01 2557.46 0.0106322 0.00106053 83579.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2771.88 2533.58 0.0105688 0.00106766 84200.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2746.61 2510.29 0.0103948 0.00104106 85527 0
: 262 Minimum Test error found - save the configuration
: 262 | 2721.41 2487.73 0.0103572 0.00107131 86151.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2697.51 2465.37 0.0102917 0.00103707 86442.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2673.16 2441.04 0.010225 0.00103427 87044.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2647.97 2419.3 0.0102413 0.00104223 86965.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2624.77 2396.19 0.0105316 0.00111842 84987.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2600.65 2373.73 0.0108048 0.00117922 83111.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2576.92 2352.32 0.0105047 0.00113165 85351.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2553.79 2330.16 0.0104791 0.0010367 84724.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2530.77 2308.28 0.0103386 0.00103327 85972.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2507.07 2287.53 0.012405 0.00106496 70546.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2484.32 2266.98 0.010411 0.00103529 85326.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2462.43 2245.83 0.0140161 0.00168326 64867.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2439.89 2225.11 0.014862 0.00106001 57962.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2418.02 2204.03 0.0102937 0.00103389 86394.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2395.07 2184.73 0.0113405 0.00129034 79600.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2374 2165.23 0.0117582 0.00146632 77730.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2352.35 2144.45 0.012041 0.00154111 76191 0
: 279 Minimum Test error found - save the configuration
: 279 | 2330.63 2125.2 0.0118909 0.00119795 74815.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2309.39 2105.85 0.0121982 0.00158894 75406 0
: 281 Minimum Test error found - save the configuration
: 281 | 2288.74 2086.51 0.0110137 0.00113619 80991.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2267.25 2067.26 0.0128651 0.00109707 67980.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2246.92 2047.7 0.0102939 0.00102541 86313.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2225.88 2028.95 0.0102725 0.00102445 86505.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2205.18 2011.1 0.010209 0.00101884 87049.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2185.4 1992.35 0.010256 0.00102748 86688.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2165.59 1973.97 0.0102717 0.00102325 86501 0
: 288 Minimum Test error found - save the configuration
: 288 | 2144.89 1956.23 0.0103093 0.00104353 86339 0
: 289 Minimum Test error found - save the configuration
: 289 | 2125.49 1938.22 0.0102881 0.00103665 86473 0
: 290 Minimum Test error found - save the configuration
: 290 | 2106.46 1919.36 0.0103276 0.00107387 86451.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2085.76 1902.54 0.0103422 0.00103035 85911.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2067.51 1884.82 0.0103355 0.00104103 86072.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2048.05 1867.65 0.0103154 0.00105473 86387.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2029.09 1850.29 0.0103231 0.00104545 86228.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2009.95 1833.88 0.0103699 0.00107673 86084.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 1991.63 1816.8 0.0103247 0.00103121 86081.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 1972.78 1800.38 0.0102583 0.00102544 86646.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1955 1783.53 0.0102348 0.00102968 86908.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1936.77 1766.56 0.0102805 0.00102832 86466.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1917.69 1751.61 0.0102997 0.001025 86255.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1900.38 1735.71 0.0102211 0.00102075 86953.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1883.19 1719.62 0.0102338 0.00102867 86907.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1865.47 1703.63 0.010275 0.00101955 86435.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1847.57 1688.21 0.0102851 0.00102131 86358.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1830.7 1672.49 0.0102496 0.00102216 86697.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1813.09 1657.15 0.0103529 0.00104274 85927.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1796.31 1642.19 0.0102743 0.00102511 86494.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1779.54 1627.57 0.0102273 0.00102379 86923.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1763.35 1612.09 0.0102406 0.0010252 86811.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1745.87 1597.25 0.0102386 0.001027 86847.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1729.42 1582.89 0.0102275 0.00102028 86888.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1713.02 1568.17 0.0102581 0.00102755 86668.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1696.71 1554.07 0.0102519 0.00103455 86792.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1680.57 1540.08 0.010243 0.0010308 86841 0
: 315 Minimum Test error found - save the configuration
: 315 | 1665.1 1525.61 0.0102991 0.00106998 86682.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1648.95 1511.85 0.0103116 0.00103582 86245.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1633.55 1497.57 0.0102938 0.00102316 86293.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1617.62 1484.58 0.010247 0.00102412 86740.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1602.6 1470.56 0.0102647 0.0010238 86572 0
: 320 Minimum Test error found - save the configuration
: 320 | 1587.45 1456.58 0.0102709 0.00103444 86613.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1571.82 1443.72 0.0103074 0.00102388 86174 0
: 322 Minimum Test error found - save the configuration
: 322 | 1556.96 1430.55 0.0102832 0.00107989 86924.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1542.43 1417.03 0.0102381 0.00103049 86884.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1527.43 1403.84 0.0102326 0.00102035 86841 0
: 325 Minimum Test error found - save the configuration
: 325 | 1512.75 1391.52 0.0102204 0.00102422 86992.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1498.4 1378.01 0.0102466 0.00102671 86769.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1483.93 1365.4 0.0102936 0.00102607 86323.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1469.53 1352.66 0.0102192 0.00102115 86974.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1455.19 1340.52 0.010208 0.00102091 87078.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1441.82 1328.2 0.0102768 0.00105446 86746.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1427.88 1315.48 0.0104388 0.00105788 85279.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1414.16 1303.05 0.0103095 0.0010342 86250.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1400.46 1291.17 0.0105391 0.00107646 84543.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1386.79 1279.29 0.0108151 0.00104131 81851.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1373.39 1267.59 0.0104852 0.00105738 84854.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1360.16 1256.2 0.0112108 0.00110316 79148.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1347.76 1243.59 0.0105265 0.00108828 84761.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1334.33 1232.32 0.010592 0.00106329 83957.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1321.11 1221.29 0.0140276 0.0013754 63229.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1308.9 1209.67 0.0134111 0.00150824 67210.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1295.97 1198.81 0.0119815 0.00107116 73324.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1283.59 1187.56 0.0103843 0.00104599 85668.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1271.18 1176.52 0.0114492 0.00167506 81848.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1258.97 1165.15 0.0114883 0.00111164 77096.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1246.53 1154.7 0.0105158 0.00105309 84542.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1235.07 1143.23 0.0106164 0.0010744 83840.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1222.44 1132.77 0.0103696 0.00103301 85684.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1211.22 1121.87 0.0105311 0.00104885 84367.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1199.16 1111.87 0.0104005 0.00103058 85379.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1187.81 1100.98 0.0103246 0.00103082 86079.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1175.97 1091.15 0.0108024 0.00103604 81913.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1164.76 1080.52 0.015183 0.00179182 59741 0
: 353 Minimum Test error found - save the configuration
: 353 | 1153.2 1070.38 0.011446 0.00105464 76987.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1142.27 1060.24 0.0103259 0.0010288 86048.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1130.95 1050.61 0.0102672 0.0010239 86549.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1120.42 1040.04 0.0102622 0.00103119 86664.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1109.02 1030.63 0.0102768 0.00102355 86456.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1098.42 1021.37 0.0102473 0.00102849 86779.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1087.82 1011.19 0.0102675 0.00102215 86530.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1076.71 1002.1 0.0102199 0.00102173 86973.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1066.91 991.826 0.0102165 0.00102305 87018.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1056.15 982.412 0.0102367 0.00102224 86820.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1045.54 973.566 0.0102242 0.00102677 86981.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1035.85 963.903 0.0102477 0.00102661 86757.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1025.89 954.342 0.0102171 0.00102148 86998.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1015.19 946.326 0.0102148 0.00102314 87035.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1005.63 936.864 0.0102243 0.00102124 86927.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 995.754 927.867 0.0102143 0.00101859 86996.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 986.056 918.499 0.0102169 0.00102337 87018 0
: 370 Minimum Test error found - save the configuration
: 370 | 976.177 909.789 0.010211 0.00102155 87056.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 966.665 901.257 0.0102282 0.00103304 87002.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 957.188 892.286 0.010213 0.00101961 87019.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 947.54 883.778 0.0102326 0.00102348 86870.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 938.346 875.133 0.0102285 0.00102488 86922.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 929.097 866.706 0.0102488 0.00102457 86728.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 919.967 858.412 0.0102589 0.00102208 86609.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 910.668 850.394 0.0102416 0.00102661 86815.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 902.331 842.006 0.0102776 0.00103257 86533.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 892.771 833.799 0.0102875 0.00103985 86508.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 884.643 825.089 0.0104204 0.00111868 86005.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 875.181 817.097 0.0103356 0.00105112 86165 0
: 382 Minimum Test error found - save the configuration
: 382 | 866.522 809.767 0.0104273 0.00105733 85379.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 858.246 801.64 0.0105077 0.0010851 84902.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 849.866 793.134 0.0110306 0.00108514 80438.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 841.166 785.739 0.0103447 0.00103125 85897.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 832.57 778.269 0.010253 0.00102416 86684.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 824.697 770.794 0.0103003 0.00103299 86324.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 816.52 762.627 0.010304 0.0010327 86288 0
: 389 Minimum Test error found - save the configuration
: 389 | 807.792 755.497 0.0103577 0.00103061 85771.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 800.481 747.161 0.01037 0.00104417 85783.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 791.768 740.267 0.0102671 0.00103257 86631.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 784.003 733.085 0.0103197 0.00104375 86244.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 776.364 725.879 0.0108978 0.00110784 81716.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 768.569 718.287 0.0109905 0.00106689 80615.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 761.086 711.051 0.0104576 0.00104082 84954.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 753.385 704.041 0.0104 0.0010384 85455.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 745.764 696.808 0.011138 0.00105905 79373.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 738.293 690.011 0.0105144 0.00104425 84475.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 730.829 682.638 0.010346 0.00103606 85929.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 723.033 676.276 0.0105314 0.00107206 84572.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 716.547 669.484 0.0107445 0.00105248 82542.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 709.008 661.887 0.0106253 0.00103642 83430.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 701.459 655.965 0.0102669 0.00102531 86565 0
: 404 Minimum Test error found - save the configuration
: 404 | 694.52 649.025 0.0103336 0.00103011 85989.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 687.641 642.472 0.0102914 0.00102848 86366.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 680.701 635.715 0.0102666 0.00105629 86858.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 673.603 629.51 0.0103 0.00104911 86478.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 666.92 622.936 0.0102848 0.00106316 86752.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 660.266 616.137 0.0104638 0.00105471 85023.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 653.263 610.39 0.0103292 0.00105488 86259.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 646.827 603.453 0.0103211 0.00104455 86239.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 639.907 598.187 0.0103506 0.00107117 86212.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 633.636 593.122 0.0103053 0.00103651 86310.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 627.315 585.889 0.0104045 0.00104864 85508.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 621.003 579.163 0.0102699 0.00102959 86577.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 614.381 573.164 0.010348 0.00103371 85889.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 608.003 567.378 0.0103591 0.00103518 85800.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 601.65 561.859 0.0104383 0.00104397 85157.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 595.674 555.663 0.0103116 0.00105185 86395.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 589.542 549.556 0.0102847 0.00105301 86658.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 583.349 544.232 0.0102991 0.00103248 86331 0
: 422 Minimum Test error found - save the configuration
: 422 | 577.502 538.192 0.010316 0.00103569 86204.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 571.668 532.597 0.0104537 0.00104157 84997.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 565.377 527.249 0.010375 0.00103298 85634.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 559.546 521.323 0.0104764 0.00104538 84826.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 553.907 516.046 0.0103792 0.00105903 85835.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 548.14 510.602 0.010317 0.00102406 86086.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 542.386 504.958 0.0103377 0.00103998 86043 0
: 429 Minimum Test error found - save the configuration
: 429 | 536.993 499.612 0.0103113 0.00102569 86154.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 531.338 494.838 0.0103304 0.00102548 85976.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 525.904 489.074 0.01119 0.00129743 80869 0
: 432 Minimum Test error found - save the configuration
: 432 | 520.457 483.755 0.010316 0.00103424 86191 0
: 433 Minimum Test error found - save the configuration
: 433 | 514.94 478.813 0.0103335 0.00102979 85987.5 0
: 434 Minimum Test error found - save the configuration
: 434 | 509.642 473.669 0.0102618 0.00102577 86617.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 504.343 468.826 0.0102352 0.00101909 86804.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 499.069 463.396 0.0102497 0.00102547 86728.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 493.909 458.242 0.0102481 0.00102624 86750.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 488.572 453.63 0.0103996 0.00103676 85444.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 483.418 448.998 0.0102504 0.00102279 86696 0
: 440 Minimum Test error found - save the configuration
: 440 | 478.55 444.102 0.0102782 0.00103313 86532.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 473.675 439.041 0.010416 0.00104507 85370 0
: 442 Minimum Test error found - save the configuration
: 442 | 468.614 434.101 0.0103317 0.00105352 86223.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 463.83 429.675 0.01043 0.0010374 85173.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 458.82 425.082 0.0103451 0.00105705 86131.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 453.925 420.627 0.0103317 0.00102832 85990.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 449.253 415.684 0.0104961 0.00105595 84744.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 444.551 411.449 0.0103878 0.00102838 85475.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 439.883 406.902 0.0102758 0.0010228 86458.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 435.596 402.583 0.0102404 0.00102938 86852.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 430.838 398.579 0.0102993 0.00102531 86262.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 426.319 393.779 0.010289 0.00102716 86375.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 422.317 389.394 0.0102878 0.0010484 86586.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 417.298 384.637 0.010286 0.00103397 86467.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 412.884 380.674 0.0102767 0.00103409 86556 0
: 455 Minimum Test error found - save the configuration
: 455 | 408.646 376.434 0.0102595 0.00102233 86606.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 404.506 372.532 0.010308 0.00102579 86186.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 400.102 368.554 0.0103599 0.00104755 85907.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 395.969 364.071 0.0104271 0.00105514 85360.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 391.862 359.935 0.0102738 0.00102529 86500 0
: 460 Minimum Test error found - save the configuration
: 460 | 387.744 356.083 0.0103439 0.00104423 86024.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 383.342 352.482 0.0103139 0.00102634 86136.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 379.54 348.07 0.0103329 0.00106457 86315.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 375.254 344.839 0.0103941 0.00103481 85476.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 371.655 340.457 0.0102789 0.00102574 86457.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 367.526 336.906 0.0102322 0.00102381 86877.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 363.567 332.608 0.010297 0.00105049 86519.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 359.589 329.174 0.0102779 0.00102702 86478.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 356.198 326.199 0.0102462 0.00102061 86714.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 352.355 321.975 0.0102401 0.00103611 86918.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 348.402 317.894 0.0102551 0.00102384 86662.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 344.666 314.845 0.0103607 0.00103419 85777.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 341.039 311.101 0.0103717 0.00104502 85775.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 337.556 307.355 0.0102475 0.00102154 86711.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 333.528 303.953 0.0102625 0.00102777 86629.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 329.936 300.844 0.0102984 0.00104513 86455.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 326.573 296.863 0.0103123 0.00102635 86151.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 322.833 293.729 0.0103042 0.00103285 86287.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 319.605 290.532 0.0103899 0.00104831 85638.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 315.946 287.09 0.0102837 0.00102668 86420.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 312.688 283.891 0.0106089 0.00105396 83726.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 309.062 280.872 0.0104109 0.0010559 85515.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 306.103 277.333 0.0103337 0.00103035 85990.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 302.455 274.073 0.0102824 0.00102964 86461 0
: 484 Minimum Test error found - save the configuration
: 484 | 299.218 271.176 0.0103284 0.00102675 86006.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 296.521 267.968 0.0103352 0.00103318 86002.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 293.009 265.022 0.0102992 0.00102398 86251.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 289.658 261.934 0.0102226 0.00102272 86957.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 286.939 258.601 0.0102278 0.00102139 86895.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 283.535 255.995 0.0102686 0.00102606 86556.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 280.364 253.165 0.0102721 0.00103455 86602.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 277.565 250.216 0.0102695 0.00103569 86637.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 274.677 247.082 0.0103754 0.00103555 85654.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 271.382 244.248 0.0103183 0.00105753 86385.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 268.557 241.687 0.0102902 0.0010271 86364.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 265.892 238.511 0.0104196 0.00105057 85387.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 262.702 235.566 0.0104206 0.00104453 85324 0
: 497 Minimum Test error found - save the configuration
: 497 | 259.56 233.261 0.0102825 0.00103178 86479.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 257.095 230.596 0.0103432 0.00110352 86583.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 253.966 227.533 0.010245 0.00102981 86813.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 251.586 224.665 0.0102771 0.0010433 86638.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 248.348 222.458 0.0102526 0.0010284 86728.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 245.808 220.333 0.0102769 0.001022 86440.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 243.04 217.522 0.0103396 0.0010348 85977.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.631 214.715 0.0102402 0.00102021 86768.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 237.706 211.929 0.0102985 0.00102783 86293.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 235.223 209.763 0.0103454 0.00103347 85911.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 232.471 207.269 0.0102537 0.00102587 86694.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 230.05 204.844 0.0102951 0.0010292 86338.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 227.485 202.933 0.0102607 0.00102613 86631.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 224.933 199.94 0.010355 0.00103142 85804.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 222.56 197.662 0.0103774 0.00103777 85656.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.896 195.525 0.0103991 0.00106904 85744.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.584 193.165 0.0104832 0.00106039 84900.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 215.189 191.366 0.0102654 0.00103831 86701.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 213.005 188.513 0.0103271 0.00103939 86135.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.832 186.262 0.0102931 0.00102398 86307.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 208.198 184.211 0.0102698 0.00102944 86576.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 206.026 181.786 0.0103785 0.00103916 85658.8 0
: 519 Minimum Test error found - save the configuration
: 519 | 203.525 179.581 0.0103859 0.00102838 85492.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 201.289 177.526 0.0102959 0.00102682 86308.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 199.177 175.897 0.0103166 0.00104103 86247.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 197.119 173.946 0.0103219 0.00103159 86111.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.656 171.53 0.0103428 0.00104313 86024.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.434 169.278 0.0102523 0.00102585 86707.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 190.438 168.201 0.0103407 0.00103044 85926.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 188.986 165.156 0.0102264 0.00102233 86918.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 186.283 163.221 0.0104976 0.0010797 84944.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 184.018 162.102 0.0106039 0.00117218 84819.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 181.954 160.127 0.0103499 0.00103121 85849.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.933 157.691 0.0104013 0.00110575 86062.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.792 155.667 0.0103253 0.00105677 86313.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.762 153.885 0.0103901 0.00104454 85601.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.057 152.043 0.0102915 0.00102957 86375 0
: 534 Minimum Test error found - save the configuration
: 534 | 172.145 150.623 0.010304 0.00104049 86360.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.895 148.568 0.0103167 0.00103022 86147.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 167.998 146.65 0.0102607 0.00102543 86624.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 166.094 144.767 0.0104619 0.0010523 85019.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 164.121 143.784 0.0102871 0.0010241 86365.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 162.472 142.417 0.0103921 0.00104725 85608.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 160.504 140.435 0.0102859 0.00103223 86452.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 158.725 138.795 0.0107481 0.00105092 82497.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.519 136.642 0.0102656 0.00102178 86544.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.851 135.314 0.0104667 0.00105593 85009.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.296 134.427 0.0121167 0.00105551 72324.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 151.393 132.396 0.0114185 0.00106259 77250.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 149.616 130.252 0.0103788 0.00106961 85936.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.895 128.466 0.0102889 0.00103076 86410.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.949 127.401 0.0103364 0.00106879 86322.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 144.239 125.845 0.0103275 0.00102943 86039.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 142.449 124.001 0.0102869 0.0010283 86406.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.769 122.743 0.0103988 0.00103806 85463.3 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.383 121.413 0.0102725 0.00102313 86492 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.914 120.247 0.0103331 0.00107949 86453 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.253 118.577 0.0103137 0.00103499 86218.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 134.407 116.799 0.010281 0.0010274 86452.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.058 116.078 0.0103227 0.00103062 86095.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.497 114.105 0.010262 0.00102622 86619.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.88 112.61 0.0103952 0.00109774 86044.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.266 111.46 0.0103139 0.00103553 86222.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 126.912 110.197 0.0102758 0.00102747 86501.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.478 109.531 0.0103962 0.00103344 85444.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.132 107.729 0.0102213 0.00102082 86951.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.252 106.139 0.0103557 0.00104134 85888.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.913 104.812 0.0103231 0.00103582 86139.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.293 103.529 0.0102158 0.00101833 86980.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.028 102.231 0.0102449 0.00102796 86796.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 116.367 101.225 0.0102333 0.00102408 86869.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.397 99.6715 0.0102739 0.00103517 86591.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.828 98.7259 0.0102437 0.0010224 86755.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.559 97.2328 0.0102616 0.00105951 86936.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.211 95.8772 0.0106602 0.00104778 83225.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.185 94.5485 0.0102656 0.00103966 86712.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.474 93.557 0.0102878 0.00104369 86541.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.11 92.5819 0.0103477 0.00103662 85919.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.287 91.9654 0.0102184 0.00102264 86996.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.973 90.2439 0.0102499 0.00102579 86729.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.554 88.5361 0.0102215 0.00102115 86953.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.047 87.6659 0.0103459 0.0010354 85924.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.946 86.6356 0.0103576 0.00103316 85796.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.7457 85.9016 0.0103023 0.00106047 86562.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.5916 84.8363 0.0102867 0.00102854 86410.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.7594 83.3558 0.0102236 0.00101976 86920.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.2415 82.1908 0.0102618 0.00102488 86609.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.0969 81.4186 0.0102493 0.00102325 86711.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.8171 80.1378 0.0102648 0.00102654 86596.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.7783 79.4763 0.0102364 0.00102361 86836.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.8363 78.315 0.0102457 0.00105547 87048.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.0201 77.3661 0.0102303 0.00102293 86886.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.237 75.9867 0.0102457 0.00102142 86727.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.0982 75.5085 0.0102596 0.00103107 86687.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.4874 74.0477 0.0102181 0.0010193 86967.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.2942 73.3133 0.0102531 0.00103057 86744.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.4641 72.5926 0.010222 0.00102025 86939.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.5542 71.1689 0.0102542 0.00102921 86721.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.6054 70.6567 0.0102625 0.00102626 86615.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.7124 69.5873 0.0102301 0.00102328 86891.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.6473 68.8357 0.0102761 0.00102657 86490.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.5579 67.5624 0.0102131 0.00101912 87013.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.7412 67.2607 0.0103209 0.00102819 86089.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.0147 66.1563 0.0102674 0.00103507 86652.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.8217 65.0653 0.0102264 0.00101932 86889.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.9793 64.0714 0.0102758 0.00103025 86528.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.0032 63.6059 0.0102111 0.00101908 87032.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.1413 62.9503 0.0102548 0.00103132 86735.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.7481 62.6932 0.0102568 0.00102791 86684.8 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.5158 61.2383 0.0102773 0.00102754 86489.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.6803 60.4304 0.0102768 0.00102808 86498.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.5426 59.521 0.0103242 0.00102829 86059.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.7172 58.5625 0.0102693 0.00102856 86573.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.8343 58.1212 0.0102747 0.00102766 86514 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.637 57.4096 0.010227 0.00102007 86890.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.4992 56.5877 0.0102677 0.00102778 86581.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.4271 55.3044 0.0102236 0.00102318 86952.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.662 54.9736 0.0102449 0.00102147 86735.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.9732 54.2222 0.0103298 0.00103104 86032.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.078 53.6952 0.0102465 0.00102368 86741.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.3657 52.6262 0.0103135 0.00102742 86150.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.3729 51.7914 0.01031 0.00103508 86253.9 0
: 619 | 62.708 51.7941 0.0104094 0.00103531 85342 1
: 620 Minimum Test error found - save the configuration
: 620 | 62.0165 50.431 0.0104349 0.00104591 85206.2 0
: 621 | 61.393 50.5473 0.0102877 0.00099584 86096.9 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.0477 49.6104 0.0103862 0.00104359 85629.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.8931 48.4937 0.0104564 0.00110819 85578.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.1113 48.4484 0.0104381 0.00105533 85262.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.4415 47.7154 0.0104205 0.00104406 85320.5 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.898 46.9275 0.010436 0.00104147 85156.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.0537 46.3737 0.0103728 0.00104127 85731.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.3208 45.348 0.0104009 0.00103424 85408.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.5233 45.0752 0.0103052 0.00103605 86308.1 0
: 630 | 55.0111 45.4383 0.0102801 0.000989779 86110.9 1
: 631 Minimum Test error found - save the configuration
: 631 | 54.5011 44.9494 0.0104459 0.00105412 85181.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.8312 43.4225 0.0102669 0.00102789 86589.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.0528 42.2877 0.0103961 0.00104121 85516.8 0
: 634 | 52.4262 42.4257 0.0103753 0.00099831 85315.7 1
: 635 Minimum Test error found - save the configuration
: 635 | 51.8642 41.7404 0.0103399 0.00104322 86052 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.0706 40.467 0.0104711 0.0010439 84860.6 0
: 637 | 50.4983 40.5504 0.010312 0.00101444 86044 1
: 638 Minimum Test error found - save the configuration
: 638 | 49.8804 39.8455 0.0103847 0.0010425 85633 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.2711 39.5364 0.0103912 0.00103687 85521.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.6086 39.2542 0.0103751 0.00104149 85711.6 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.1207 38.1228 0.0104008 0.00105338 85585.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.5781 37.3938 0.0103752 0.00103557 85656.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.8623 37.1395 0.0104207 0.00104139 85294.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.3696 36.7329 0.0104042 0.00104073 85438.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.7929 35.8789 0.0103351 0.0010366 86035.5 0
: 646 | 45.3876 35.8891 0.0103478 0.000994279 85529.4 1
: 647 Minimum Test error found - save the configuration
: 647 | 44.8939 35.6806 0.0103013 0.00103824 86364.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.5239 35.0115 0.0103783 0.0010642 85891.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.8335 34.2772 0.0104133 0.00104145 85362 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.3719 33.5244 0.0102711 0.00103953 86659.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.5609 33.073 0.0103443 0.00106424 86206.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.0057 32.3838 0.0105682 0.00107349 84257.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.6285 32.3385 0.0105178 0.00106618 84641.4 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.0877 31.6816 0.0103759 0.00104652 85750.4 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.5822 31.0675 0.0104034 0.00104192 85456.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.133 30.846 0.0103643 0.00104661 85858.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.6838 30.117 0.0103961 0.00104406 85543 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.0758 29.4394 0.0104324 0.00104016 85176.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.6492 29.3689 0.0103901 0.00104404 85597.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.3058 28.6457 0.0103643 0.00103405 85742.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.7539 28.4697 0.0104227 0.00104952 85349.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.2644 27.9436 0.0104861 0.00104681 84752 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.7241 27.5305 0.010407 0.00104277 85431.6 0
: 664 | 36.3004 27.6023 0.0104093 0.00100743 85089.3 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.1019 27.0463 0.0104294 0.00106392 85420 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.661 26.479 0.0104055 0.00104189 85437 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.0213 26.1633 0.0105712 0.0010682 84184.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.7432 25.4479 0.0105855 0.00105467 83938 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.2619 25.1579 0.0103726 0.00104386 85756.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.831 24.6879 0.0103482 0.00103542 85903.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.2432 24.1692 0.0103504 0.00103483 85878.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.8991 23.9589 0.0118572 0.00121701 75186.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.5457 23.821 0.0102941 0.00103516 86402.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.124 22.9747 0.0102551 0.00102036 86629.6 0
: 675 | 31.8966 23.9014 0.0102057 0.000998189 86885.5 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.8197 22.6031 0.0102821 0.00103816 86542.8 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.2748 22.2536 0.0103188 0.00104738 86286.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.5794 22.0088 0.0103275 0.00104928 86223.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.214 21.351 0.0102661 0.00105555 86856.6 0
: 680 | 29.8597 21.8048 0.0102767 0.00101297 86358.7 1
: 681 Minimum Test error found - save the configuration
: 681 | 29.4397 20.8769 0.01043 0.00104856 85274.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.3608 20.6916 0.010356 0.00103706 85846.4 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.9012 20.1417 0.0103429 0.00104987 86086.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.503 20.0594 0.0105478 0.00105279 84255.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.2538 19.7053 0.0104135 0.00104988 85437.2 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.5852 19.1027 0.0107244 0.00103865 82595.8 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.254 18.9941 0.0103598 0.00104038 85842 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.9581 18.8608 0.0103942 0.00104349 85554.6 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.9033 18.2419 0.0104374 0.00105534 85269.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.2858 17.8093 0.0104057 0.00104503 85463.8 0
: 691 | 26.0996 18.1773 0.0103623 0.000993358 85388.4 1
: 692 Minimum Test error found - save the configuration
: 692 | 25.6579 17.3145 0.0103762 0.00103916 85679.9 0
: 693 | 25.3253 17.7779 0.0103136 0.00099672 85865.6 1
: 694 Minimum Test error found - save the configuration
: 694 | 24.9715 16.939 0.0103226 0.00104034 86186.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.9028 16.7342 0.0103288 0.00102839 86017.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.4159 16.0002 0.0104005 0.00106863 85727.4 0
: 697 | 23.9289 16.1484 0.0104376 0.000994688 84719.3 1
: 698 Minimum Test error found - save the configuration
: 698 | 23.6103 15.9491 0.0103447 0.00104467 86020.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.2805 15.5264 0.0103257 0.00103435 86102 0
: 700 | 22.9106 15.6503 0.0104213 0.00100869 84992.5 1
: 701 | 22.7883 15.5675 0.0103658 0.000997959 85399 2
: 702 Minimum Test error found - save the configuration
: 702 | 22.5582 15.0415 0.0109162 0.0013298 83451.2 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.1694 15.0134 0.0109211 0.0010598 81125.1 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.8912 14.6946 0.0103589 0.00103885 85836.9 0
: 705 | 21.7992 15.286 0.0104178 0.00101716 85100.4 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.2763 14.5386 0.0105679 0.00108565 84368.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.9977 14.3737 0.0104325 0.00108166 85554.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.7278 13.7394 0.0103077 0.00103767 86299.6 0
: 709 | 20.6007 13.9448 0.0102463 0.00099651 86488.2 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.6296 13.3005 0.0103927 0.00104516 85584.2 0
: 711 | 20.295 14.1589 0.0103332 0.000995189 85671.8 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.8022 13.2537 0.0103083 0.00103061 86228.4 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.4871 12.8049 0.0103158 0.00103146 86166.3 0
: 714 | 19.1685 13.4998 0.0102421 0.000990759 86473.7 1
: 715 | 19.1673 12.8618 0.0102637 0.000995009 86312.1 2
: 716 | 18.5867 13.1901 0.0103947 0.000999149 85147.1 3
: 717 | 18.6794 13.2509 0.0103564 0.000992469 85434.4 4
: 718 | 18.5363 13.045 0.0102435 0.00100226 86568.9 5
: 719 Minimum Test error found - save the configuration
: 719 | 18.0482 11.5768 0.0103917 0.00104938 85631.6 0
: 720 | 17.7797 12.0215 0.0105595 0.001035 83994.3 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.4726 11.4467 0.0103921 0.00104063 85547.9 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.161 11.2034 0.0103554 0.00103526 85835.4 0
: 723 | 17.0217 11.6905 0.0102898 0.00099962 86112.9 1
: 724 | 16.8816 11.3526 0.0104385 0.00104419 85158.3 2
: 725 | 16.6926 11.4875 0.0104196 0.0010061 84984.7 3
: 726 Minimum Test error found - save the configuration
: 726 | 16.4001 10.756 0.0103581 0.0010409 85863 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.2547 10.5841 0.0103573 0.00103551 85820.5 0
: 728 | 15.9132 10.702 0.0103124 0.000997029 85879.6 1
: 729 | 15.6275 10.7864 0.010409 0.00100962 85111.8 2
: 730 | 15.4413 11.6776 0.0113467 0.00100443 77352.3 3
: 731 | 15.4504 10.7661 0.0104069 0.00100702 85107.7 4
: 732 Minimum Test error found - save the configuration
: 732 | 14.9782 10.5521 0.0104723 0.00104811 84887.6 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.949 10.0735 0.0103985 0.00103705 85456.6 0
: 734 | 14.7338 10.582 0.0103907 0.00106112 85749.1 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.8933 9.88191 0.0105081 0.0010756 84813.6 0
: 736 | 14.4426 10.1807 0.0103668 0.0010047 85451.2 1
: 737 | 14.1415 10.0554 0.0103006 0.00100932 86102.7 2
: 738 Minimum Test error found - save the configuration
: 738 | 13.9765 9.86885 0.010274 0.00102822 86526.3 0
: 739 | 13.7083 9.97105 0.0102496 0.00099117 86407.9 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.6736 9.76967 0.0103315 0.00103461 86050.2 0
: 741 | 13.4431 10.1203 0.0103639 0.0010012 85445.5 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.1747 9.3261 0.0103705 0.00102948 85643.5 0
: 743 Minimum Test error found - save the configuration
: 743 | 12.9113 9.20126 0.0102722 0.00103161 86574.4 0
: 744 | 12.7409 9.20844 0.0105827 0.00105227 83941.8 1
: 745 Minimum Test error found - save the configuration
: 745 | 12.7505 9.08004 0.0105999 0.00106702 83920.4 0
: 746 | 12.4702 9.13455 0.0107779 0.00100282 81841.1 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.3265 8.41189 0.0105114 0.00105983 84642 0
: 748 | 12.3874 8.7481 0.0106828 0.0010069 82679.5 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.1304 8.27213 0.0103342 0.0010404 86078.8 0
: 750 | 11.8704 8.54311 0.0103644 0.00105652 85948.5 1
: 751 | 11.6769 9.87357 0.0105074 0.00100233 84165.7 2
: 752 | 11.8319 8.72446 0.0105503 0.00102433 83980.9 3
: 753 | 11.3317 8.7681 0.0104963 0.00100826 84316.8 4
: 754 | 11.2515 8.90955 0.010721 0.00109254 83086.6 5
: 755 | 11.2503 8.59726 0.0106571 0.00100463 82880.2 6
: 756 | 11.0845 8.64772 0.0104521 0.00104903 85078.3 7
: 757 Minimum Test error found - save the configuration
: 757 | 10.6982 8.17194 0.010752 0.00107126 82638.1 0
: 758 | 10.5133 8.73738 0.0104425 0.00101092 84821.7 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.4827 8.07848 0.0104809 0.00108973 85186.6 0
: 760 | 10.2871 8.39331 0.0105123 0.00100938 84184.9 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.2761 7.63411 0.0105433 0.00107168 84463.3 0
: 762 | 9.98709 7.82313 0.0105403 0.00105726 84360.9 1
: 763 Minimum Test error found - save the configuration
: 763 | 9.85796 7.3153 0.0105631 0.00105778 84163.2 0
: 764 | 9.71132 7.5144 0.0105263 0.00101947 84150.2 1
: 765 | 9.71978 8.53842 0.0103374 0.000995949 85640.2 2
: 766 | 9.78512 8.26234 0.0103193 0.0010036 85877 3
: 767 | 9.704 7.97534 0.0103153 0.0009942 85826.9 4
: 768 Minimum Test error found - save the configuration
: 768 | 9.49332 7.05162 0.0104043 0.00104015 85432.6 0
: 769 | 9.21538 7.66337 0.0102682 0.000990699 86230.5 1
: 770 | 9.15681 7.18369 0.0103084 0.000995139 85898.6 2
: 771 | 9.07537 8.15933 0.010322 0.00102647 86062.5 3
: 772 | 9.00141 7.49561 0.0102938 0.00099634 86045.3 4
: 773 Minimum Test error found - save the configuration
: 773 | 8.8131 6.7381 0.0103635 0.00106656 86049.7 0
: 774 | 8.65278 6.75812 0.0103591 0.000995359 85436.4 1
: 775 | 8.45956 6.88216 0.010332 0.00099207 85653.6 2
: 776 Minimum Test error found - save the configuration
: 776 | 8.25416 6.45448 0.0103523 0.00104683 85970.6 0
: 777 | 8.29299 6.48019 0.0102456 0.000990418 86438.2 1
: 778 | 8.12739 6.76783 0.0110625 0.00117994 80950.3 2
: 779 | 8.26937 6.53968 0.0120353 0.00130828 74578 3
: 780 Minimum Test error found - save the configuration
: 780 | 7.99416 6.34795 0.0127275 0.00118079 69283.6 0
: 781 | 8.10915 6.78078 0.0120234 0.000998429 72562.3 1
: 782 | 7.92514 6.4246 0.010295 0.000994898 86020.5 2
: 783 Minimum Test error found - save the configuration
: 783 | 7.6956 5.93509 0.0104986 0.00104077 84586.3 0
: 784 | 7.48927 6.28767 0.0102974 0.000998949 86035.8 1
: 785 | 7.36252 6.12396 0.0103399 0.000990549 85567.1 2
: 786 | 7.2641 6.188 0.0105173 0.00120546 85912.3 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.14918 5.92801 0.0103696 0.00105026 85843.2 0
: 788 | 7.18116 6.51145 0.0103008 0.000999599 86010.7 1
: 789 Minimum Test error found - save the configuration
: 789 | 7.12998 5.19639 0.0103061 0.00102866 86230.5 0
: 790 | 7.08854 6.8925 0.0103111 0.000995479 85877.7 1
: 791 | 7.20268 5.74428 0.010335 0.00100039 85702.3 2
: 792 | 6.9212 6.21013 0.0103266 0.00100125 85787.3 3
: 793 | 6.68631 5.76343 0.0102527 0.000988568 86354.5 4
: 794 | 6.70681 5.66842 0.010309 0.00100529 85987.6 5
: 795 Minimum Test error found - save the configuration
: 795 | 6.56905 5.18803 0.0104209 0.00105429 85410 0
: 796 | 6.49445 5.70773 0.0103614 0.00101144 85562.2 1
: 797 | 6.49339 5.31445 0.0103738 0.0009931 85281.1 2
: 798 | 6.95211 6.04944 0.0102682 0.000993829 86259.7 3
: 799 | 6.37935 5.24911 0.0103114 0.0010068 85979.3 4
: 800 | 6.24201 5.72104 0.0102736 0.000997618 86243.9 5
: 801 | 6.24518 5.5856 0.0103033 0.000997979 85972.3 6
: 802 Minimum Test error found - save the configuration
: 802 | 6.23441 5.10852 0.0103774 0.00104423 85715.7 0
: 803 | 5.98609 5.61592 0.010382 0.00100339 85300.6 1
: 804 | 6.09267 5.72941 0.0103696 0.00102136 85578 2
: 805 | 5.98367 5.79763 0.0104323 0.001037 85148.8 3
: 806 | 5.77559 5.35019 0.0103564 0.00102376 85720.6 4
: 807 | 5.62237 5.23141 0.0103585 0.000998039 85466 5
: 808 | 5.56918 6.31389 0.010382 0.000996439 85237.2 6
: 809 | 5.8961 5.65074 0.0103767 0.00101261 85432.6 7
: 810 Minimum Test error found - save the configuration
: 810 | 5.63514 4.92638 0.0103564 0.00103864 85857.5 0
: 811 | 5.62059 5.84345 0.0105319 0.00103544 84242.3 1
: 812 | 5.46994 5.51204 0.0105552 0.0010031 83751.3 2
: 813 | 5.24758 6.17017 0.010609 0.00103771 83583.2 3
: 814 | 5.31095 5.27541 0.011703 0.00110711 75501.2 4
: 815 | 5.16062 5.24343 0.0104807 0.000999068 84374.1 5
: 816 | 5.06835 4.9578 0.0104957 0.00101302 84364.7 6
: 817 | 5.04223 5.96963 0.0104369 0.00103149 85057.4 7
: 818 | 4.99271 5.33723 0.0108722 0.00111298 81973.8 8
: 819 | 4.9185 5.36129 0.0107807 0.00100342 81822.5 9
: 820 | 4.93798 6.7148 0.0106994 0.00101788 82631.9 10
: 821 | 5.05007 5.44728 0.010684 0.00101472 82736.2 11
: 822 | 5.03306 5.41658 0.0104477 0.000999179 84669.4 12
: 823 | 4.63564 5.76715 0.01046 0.00101668 84716 13
: 824 | 4.76878 6.50893 0.0103742 0.00102601 85577.8 14
: 825 | 4.79798 5.13614 0.0103359 0.00100433 85730.3 15
: 826 | 4.63619 5.57312 0.0103225 0.00100551 85864.2 16
: 827 | 4.5668 5.58244 0.0102792 0.000997608 86192.1 17
: 828 | 4.52014 6.42036 0.0102928 0.000992139 86015.4 18
: 829 | 4.67158 6.1073 0.0104845 0.00100222 84367.6 19
: 830 | 4.47787 5.8877 0.0103377 0.00099644 85641.9 20
: 831 | 4.54192 6.02789 0.0103014 0.00100923 86094.4 21
:
: Elapsed time for training with 1000 events: 8.69 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: 0.011 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: 0.834 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.157 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= 3.25123e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.02892e+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: 0.036 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: 0.0365 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: 0.00142 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: 0.105 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: 0.914 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: 0.0202 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00259 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: 0.0368 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0044 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: 0.00182 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000338 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: 0.0953 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0109 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: 0.894 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.103 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.541 0.376 5.98 1.69 | 3.199 3.214
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.193 0.420 2.34 1.27 | 3.337 3.319
: 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.