Logo ROOT  

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

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.265 sec
: Elapsed time for training with 1000 events: 0.269 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00268 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: 0.000757 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00412 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: 0.000197 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000378 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 = 31488.5
: --------------------------------------------------------------
: 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 | 32980.8 31068.2 0.0101871 0.00102849 87349.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32433.7 30484.4 0.0102558 0.00102958 86709.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 31751.3 29840.9 0.0104075 0.00104355 85434.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 31045.5 29225.4 0.0104511 0.00103717 84980.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30342.3 28532.7 0.0104319 0.00103554 85139.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29525 27628.7 0.0104104 0.00105143 85479.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28773.2 26928.1 0.0103042 0.00101526 86123.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28286.4 26540 0.0103089 0.00101962 86121 0
: 9 Minimum Test error found - save the configuration
: 9 | 27917 26219 0.0103885 0.00106181 85775.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27595.1 25919.3 0.0102259 0.0010067 86775.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27293.4 25633.9 0.0101988 0.00100224 86989 0
: 12 Minimum Test error found - save the configuration
: 12 | 27001.2 25364.3 0.0102224 0.00100747 86815.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26723.9 25102.2 0.0102843 0.00101342 86292.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26453.9 24848.6 0.0102334 0.00100498 86688.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26192 24600.6 0.0102134 0.00100355 86863.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 25936.4 24357.4 0.0102002 0.00100073 86961.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25686.4 24118.8 0.0102381 0.0010086 86679 0
: 18 Minimum Test error found - save the configuration
: 18 | 25440.4 23885.8 0.0102141 0.00101215 86938 0
: 19 Minimum Test error found - save the configuration
: 19 | 25198.9 23657.8 0.0103249 0.00103148 86082.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 24962.3 23433.3 0.010236 0.00100771 86690.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24727.8 23214.5 0.0102112 0.00100515 86899.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24501 22995.3 0.0102054 0.00100225 86926.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24273.8 22781.3 0.0101956 0.00100354 87031.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24049.8 22571.7 0.0105331 0.00106814 84522.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23831.4 22362.9 0.010454 0.00103062 84895.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23613.8 22157.7 0.0104715 0.00103399 84768.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23399.6 21955.2 0.0104581 0.00103213 84871.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23186.3 21757.6 0.0105053 0.00103069 84436.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 22980 21558.4 0.0105567 0.00103551 84023.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22771.9 21363.8 0.0104856 0.0010225 84538.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22570.3 21167.9 0.0104804 0.00103803 84724.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22366 20978 0.010485 0.00103988 84699.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22166.2 20790.6 0.0104494 0.00103514 84977.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21971 20602.4 0.0105007 0.00104737 84626.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 21775.2 20417.4 0.0104872 0.00104122 84691.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21580.7 20236.7 0.0104856 0.00103856 84682.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21390.2 20057.5 0.010459 0.00102697 84817.2 0
: 38 Minimum Test error found - save the configuration
: 38 | 21202.9 19877.9 0.0106387 0.00120946 84842.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21015.7 19701.2 0.0105249 0.00103761 84323.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20831.4 19525.8 0.0105165 0.00103818 84403.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20647.9 19353.3 0.0105186 0.00103157 84326.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20466.2 19183.6 0.0106167 0.00103707 83510.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20285.5 19017.6 0.0105996 0.00106876 83938.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20110.4 18848.5 0.0105554 0.00103893 84064.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 19933.1 18679 0.0106163 0.00103611 83505.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 19753.9 18508.8 0.010599 0.0010515 83791.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19576.8 18346.8 0.0105987 0.00102154 83532.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19406.6 18186.2 0.0105947 0.00105355 83847.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19236.5 18024.2 0.0106805 0.00108085 83336.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19065.8 17862 0.0105721 0.001054 84050.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 18899.5 17707.1 0.0105621 0.00104844 84089.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18730.9 17548 0.0105979 0.00105708 83850.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18569.4 17391.7 0.0105722 0.00105949 84097.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18404.1 17236.4 0.0106064 0.00105327 83742.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18240.3 17081.2 0.0106019 0.00106632 83896.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18082.6 16925.1 0.0105928 0.00105912 83913.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 17931.7 16794.5 0.0106421 0.00106206 83507.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17766.9 16627.3 0.0106985 0.00109664 83317.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17602.7 16472.3 0.010669 0.00106856 83329.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17446.5 16324.3 0.0106939 0.00106092 83047.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17294.6 16181.4 0.0107101 0.00108084 83079.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17135.3 16029.9 0.0106615 0.00105807 83303.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 16982.9 15886.1 0.0106926 0.00106296 83076.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 16831.2 15740 0.0107676 0.00105941 82404.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16681.5 15597.6 0.0106913 0.00107095 83156.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16529.1 15457.3 0.0107307 0.00107811 82879.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16381.4 15317.9 0.0107751 0.00107674 82488.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16237.8 15175.5 0.0108465 0.00108656 81967.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16090.6 15034.6 0.0107876 0.00109311 82520.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 15943.6 14900.2 0.0107079 0.00108286 83116.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15800.7 14764.8 0.0107066 0.0010691 83009.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15660.9 14628.9 0.0107599 0.00107734 82622.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15518.4 14496.5 0.0106602 0.00106695 83391.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15379.8 14364.6 0.0107174 0.00106758 82903.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15239.9 14236.2 0.0107711 0.0010799 82549.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15105.1 14106.1 0.0107842 0.00106075 82275.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14968.9 13977.7 0.0106903 0.00106177 83086.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 14834.9 13850 0.0107054 0.00107588 83078.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14700 13725.7 0.0107247 0.00107017 82862.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14569.7 13600.2 0.0107437 0.00107145 82710.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14437 13478.5 0.0107461 0.00106714 82653.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14309.3 13355.7 0.0107574 0.00106776 82562.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14180.4 13234 0.0107134 0.00107123 82969.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14052.2 13115.1 0.0107269 0.00106863 82831 0
: 85 Minimum Test error found - save the configuration
: 85 | 13925.8 12997.4 0.0107943 0.00109727 82499.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13801.8 12879.1 0.0107783 0.00108246 82509.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13677.6 12762.1 0.0109274 0.00117649 82043.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13554.1 12647.5 0.0107888 0.00106796 82297.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13431.8 12534.1 0.0107678 0.00107938 82572.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13314.2 12418.3 0.010725 0.00105162 82701.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13190.7 12308.6 0.0107626 0.00106554 82499.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 13073.8 12197.4 0.0108216 0.00108075 82128.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 12956.1 12087.4 0.0107831 0.00106872 82352.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 12840.9 11976.8 0.0107851 0.00107112 82355.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12723.9 11868.9 0.0107993 0.00109341 82423.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12608.3 11764.6 0.0107577 0.00107319 82606 0
: 97 Minimum Test error found - save the configuration
: 97 | 12496 11659.6 0.010827 0.00108365 82107.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12383.2 11553.8 0.0107987 0.00106363 82176.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12273.9 11447.9 0.0107984 0.00108644 82372.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12160.6 11346.3 0.0107999 0.00106934 82215.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12052.4 11243.4 0.0107951 0.00107626 82314.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 11943.9 11141.2 0.0108333 0.00108991 82107 0
: 103 Minimum Test error found - save the configuration
: 103 | 11835.4 11040.7 0.0107835 0.00106282 82299.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11728.4 10942.6 0.0107677 0.00107333 82521.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11623.4 10844.2 0.0108415 0.00107985 81953.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11519 10745.2 0.0108247 0.00108291 82120.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11414.6 10647.9 0.010912 0.00107752 81346.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11310 10555.2 0.0108267 0.00107896 82070.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11209.6 10459.3 0.0108078 0.00107441 82191.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11108.9 10364.6 0.010798 0.00107208 82254.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11007.6 10270.4 0.0107793 0.00106517 82354 0
: 112 Minimum Test error found - save the configuration
: 112 | 10909.2 10176.4 0.0107563 0.0010831 82702.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10809.5 10084.7 0.0108304 0.00107793 82030.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10711.6 9994.11 0.0108571 0.0010792 81817.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10615.7 9902.02 0.0108538 0.001078 81834.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10519.2 9814.08 0.0108446 0.00109466 82052.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10423.5 9724.03 0.0107985 0.00107722 82293.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10329.6 9635.21 0.0107782 0.00107092 82412 0
: 119 Minimum Test error found - save the configuration
: 119 | 10236.5 9547.59 0.0108186 0.00108735 82209.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10142.9 9460.64 0.0107931 0.00106918 82271.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10050.7 9376.57 0.0108108 0.00107605 82179.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9961.18 9289.64 0.0107806 0.00108002 82468.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9869.55 9205.68 0.011228 0.00109012 78911.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9781.49 9120.32 0.01098 0.00107476 80765.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9690.47 9039.61 0.0108056 0.00107013 82173.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9603.34 8958.04 0.0109437 0.00111399 81386 0
: 127 Minimum Test error found - save the configuration
: 127 | 9518.06 8873.3 0.0107829 0.0010709 82372 0
: 128 Minimum Test error found - save the configuration
: 128 | 9428.64 8793.62 0.0108609 0.00107871 81781.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9345.87 8712.25 0.0108598 0.00109193 81901 0
: 130 Minimum Test error found - save the configuration
: 130 | 9259.48 8631.47 0.010865 0.00109101 81849.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9175.75 8551.91 0.0108708 0.00108539 81754.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9091.81 8474.55 0.0108582 0.00110171 81997 0
: 133 Minimum Test error found - save the configuration
: 133 | 9008.71 8398.04 0.0110968 0.00109102 79954.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 8927.08 8320.94 0.0113522 0.00109244 77974.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8847.78 8243.9 0.0109855 0.00111357 81038.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8765.08 8167.34 0.0109702 0.00108922 80963.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8686.66 8092.59 0.0109305 0.00106235 81069.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8605.57 8022.18 0.0109726 0.00109156 80962.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8529 7943.94 0.0109966 0.0010903 80756.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8450.91 7871.08 0.0109506 0.00108953 81127.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8373.48 7800.99 0.0109722 0.00108792 80936.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8297.47 7727.33 0.0109975 0.00108206 80682 0
: 143 Minimum Test error found - save the configuration
: 143 | 8222.11 7657.1 0.0109894 0.00109416 80847.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8145.91 7586.58 0.010987 0.00110492 80954.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8071.71 7518.45 0.0110387 0.00108678 80386.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 7999.82 7448.46 0.0109643 0.00108089 80943.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 7925.13 7377.64 0.0109769 0.00109063 80920.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7852.53 7312.73 0.0109819 0.00111464 81076.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7782.02 7244.2 0.0109949 0.00109383 80799.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7710.32 7175.39 0.0109944 0.00110443 80890 0
: 151 Minimum Test error found - save the configuration
: 151 | 7639.84 7109.8 0.0110108 0.0010899 80637.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7569.45 7045.77 0.010944 0.00109395 81217.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7502.05 6978.02 0.0109148 0.00108504 81385.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7431.26 6914.89 0.0109339 0.00110799 81417.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7364.05 6849.95 0.010876 0.00109231 81768.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7296.76 6787.97 0.0109067 0.00109004 81493.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7229.74 6724.7 0.0108684 0.00110576 81944.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7162.84 6663.32 0.0108728 0.00109433 81812.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7098.39 6600.15 0.0108671 0.00109283 81847.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7033.18 6540.8 0.0108714 0.00109178 81803.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6968.08 6479.52 0.0108855 0.00107258 81525.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6904.49 6419.45 0.0108601 0.00108535 81843.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6842.03 6359.44 0.0108534 0.00108995 81938.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6777.32 6302.07 0.0109435 0.00109899 81263.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6716.7 6244.14 0.0108604 0.00108825 81865.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6655.07 6185.3 0.0108178 0.00109364 82269.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6592.59 6131.07 0.0108346 0.00108738 82074.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6534.09 6069.45 0.010894 0.00108927 81593.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6472.68 6014.58 0.0108551 0.00107783 81822.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6412.7 5956.03 0.0108478 0.00109147 81998.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6354.87 5903.75 0.0108426 0.00109242 82049.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6296.17 5847.92 0.0108685 0.00109134 81823 0
: 173 Minimum Test error found - save the configuration
: 173 | 6237.73 5793.7 0.0108578 0.00111776 82135.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6181.09 5736.51 0.0108064 0.00107683 82223.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6123.17 5685.64 0.0108531 0.00107794 81840.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6067.46 5631.56 0.0108852 0.00107921 81582.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6011.72 5578.59 0.0108387 0.00109777 82127.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 5954.93 5529.67 0.0107975 0.00107139 82252.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5901.66 5475.4 0.0108712 0.00110349 81902.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5846.69 5425.23 0.0108525 0.00110084 82037.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5793.27 5373.35 0.0108651 0.00108011 81757.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5739.31 5322.27 0.0108466 0.00108396 81945.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 5685.83 5276.56 0.0110063 0.00110602 80805.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5635.37 5224.33 0.0108865 0.00108127 81589.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5581.98 5176.54 0.0108544 0.00109341 81959 0
: 186 Minimum Test error found - save the configuration
: 186 | 5530.52 5127.01 0.0108782 0.00108794 81713.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5479.08 5081.57 0.0109574 0.0010836 81022.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5429.72 5030.88 0.0108626 0.0010889 81852.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5379.04 4983.54 0.0108624 0.00110265 81969.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5329.03 4940 0.0109054 0.0010856 81467.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5279.94 4891.74 0.0108672 0.00107782 81721.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5231.04 4846.54 0.0108638 0.00107865 81756.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5182.98 4801.65 0.0109013 0.00109675 81595 0
: 194 Minimum Test error found - save the configuration
: 194 | 5134.62 4756.92 0.0108595 0.00108234 81823.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5088.08 4711.59 0.0108713 0.00109277 81812.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5040.89 4669 0.0108706 0.00107895 81702.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 4994.29 4625.66 0.0108721 0.00110799 81933.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4947.95 4580.63 0.0108673 0.00107619 81707 0
: 199 Minimum Test error found - save the configuration
: 199 | 4902.75 4541.02 0.0108222 0.00107866 82105.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4857.21 4497.2 0.0108845 0.00108913 81671 0
: 201 Minimum Test error found - save the configuration
: 201 | 4812.18 4454.55 0.0108739 0.00107221 81618.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4767.7 4413.14 0.0109775 0.00110594 81041.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4724.49 4371.5 0.0108642 0.00108763 81828.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4680.47 4330.22 0.0108651 0.00109503 81883 0
: 205 Minimum Test error found - save the configuration
: 205 | 4637.76 4290.52 0.0108519 0.00109723 82011.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4595.55 4248.5 0.0108254 0.00108009 82091 0
: 207 Minimum Test error found - save the configuration
: 207 | 4551.41 4210.93 0.0108727 0.00107836 81680 0
: 208 Minimum Test error found - save the configuration
: 208 | 4510.43 4171.82 0.0109182 0.00109954 81477.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4469.25 4132.04 0.0108888 0.00110203 81743.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4428.19 4092.66 0.010871 0.00106788 81606.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4386.9 4055.23 0.0108346 0.00108217 82030.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4347.39 4017.55 0.0108628 0.00110158 81956.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4307.18 3980.18 0.0108819 0.00109742 81761.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4267.38 3943.06 0.0108206 0.00107484 82086.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4228.74 3904.52 0.0108048 0.0010798 82262.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4189 3869.47 0.0108523 0.00108576 81912.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4150.76 3833.24 0.0119738 0.00112231 73722.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4113.39 3797.21 0.010626 0.00105505 83586.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4075.69 3762.02 0.010594 0.00105404 83858.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4037.96 3727.75 0.0106063 0.00105687 83774.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4001.42 3691.37 0.0107009 0.00115382 83795.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3964.07 3659.01 0.0105879 0.00105488 83919.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3928.57 3623.58 0.0105934 0.00105302 83854.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3892.27 3589.69 0.0105733 0.00105549 84052.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3857.11 3556.66 0.0105751 0.00105155 84002.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3821.85 3522.64 0.0105649 0.0010507 84084.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3786.4 3490.42 0.0105816 0.00105505 83975.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3752.49 3458.52 0.0105745 0.00105384 84027.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3718.45 3425.52 0.0106081 0.00106784 83855.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 3683.91 3394.01 0.010582 0.00105565 83977.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3650.49 3362.5 0.0106277 0.00107345 83732.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3617.05 3331.38 0.010583 0.00105308 83946.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3585.19 3299.13 0.0105914 0.00106045 83936.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3551.92 3268.36 0.0105666 0.00105029 84066 0
: 235 Minimum Test error found - save the configuration
: 235 | 3519.77 3237.41 0.0105843 0.00105441 83946.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3487.41 3208.5 0.0105933 0.00105623 83883.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3456.32 3177.93 0.0106043 0.00105561 83780.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3424.42 3148.96 0.010571 0.00105121 84035.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3393.52 3119.67 0.0105826 0.00105222 83942.2 0
: 240 Minimum Test error found - save the configuration
: 240 | 3362.49 3090.85 0.0105878 0.00105233 83896.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3332.45 3061.14 0.0107005 0.00107604 83121.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3301.92 3033.01 0.0106074 0.00105269 83728.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3271.14 3006.12 0.0105856 0.00105352 83927.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3242.28 2977.96 0.0105868 0.00105658 83943.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3212.42 2950.59 0.0105957 0.00105111 83816.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3183.51 2922.77 0.0105984 0.00105454 83823.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3154.45 2895.31 0.0106302 0.00105969 83590.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3126.24 2867.64 0.0108666 0.0010652 81621.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3097.86 2840.17 0.0106136 0.00105856 83725.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3069.11 2814.38 0.0105884 0.00105411 83908.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3040.91 2788.98 0.0106288 0.00107515 83737.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3013.73 2763.13 0.0106028 0.00105517 83790.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 2986.19 2738.39 0.0106156 0.00105398 83668.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2960.06 2712.06 0.0105998 0.00105416 83807.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2933.03 2686.87 0.0105765 0.00105579 84027.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2905.55 2662.4 0.0105855 0.0010565 83954 0
: 257 Minimum Test error found - save the configuration
: 257 | 2880.13 2637.82 0.0105772 0.0010543 84007.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2853.39 2612.72 0.0105857 0.00105364 83927.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2827.46 2590.04 0.0105671 0.00105463 84099.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2802.68 2565.62 0.0106735 0.00116361 84122.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2776.91 2541.64 0.0106145 0.00106009 83731.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2752.02 2517.68 0.0105756 0.00105653 84041.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2726.92 2494.43 0.0106061 0.0010567 83775 0
: 264 Minimum Test error found - save the configuration
: 264 | 2702.03 2471.52 0.0105871 0.00105335 83912.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2677.66 2449.2 0.0107391 0.00105572 82616.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2653.34 2427.48 0.0105784 0.0010545 83999.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2630.25 2403.08 0.010581 0.00106217 84044.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2605.15 2381.55 0.0105596 0.00105269 84149.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2581.53 2360.06 0.0105852 0.00105587 83951.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2558.48 2338.46 0.0106388 0.00107253 83627.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2535.32 2316.79 0.0106143 0.00105482 83686.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2513 2294.65 0.0105923 0.00106048 83929.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2489.75 2273.39 0.0105809 0.0010537 83969.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2466.4 2253.16 0.0105943 0.00105237 83840.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2444.83 2231.98 0.0105791 0.00105417 83990.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2421.92 2212.15 0.0106115 0.00105492 83711.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2400.46 2191.38 0.0105962 0.00105939 83885.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2377.81 2172.54 0.010584 0.00105175 83925.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2358.01 2151.37 0.0105968 0.00105166 83812 0
: 280 Minimum Test error found - save the configuration
: 280 | 2334.75 2131.51 0.0107053 0.00107486 83070.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2313.7 2112.27 0.0105956 0.0010544 83847.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2292.99 2092.47 0.0106254 0.00105514 83592.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2271.48 2073.5 0.0105902 0.0010598 83942.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2251.06 2054.48 0.010604 0.00105246 83756.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2230.59 2035.19 0.010599 0.00105316 83806.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2209.74 2016.75 0.010607 0.00105502 83752.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2189.57 1998.77 0.0105838 0.0010548 83954.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2169.83 1980.07 0.0106763 0.00105571 83155.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2149.47 1961.84 0.0105974 0.0010538 83825.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2129.9 1943.08 0.0106456 0.00107899 83624.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2109.58 1926 0.0106692 0.00108844 83500.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2090.68 1908.8 0.0106214 0.00105833 83654.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2071.91 1890.23 0.010604 0.00107212 83928.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2051.54 1874.03 0.0106117 0.00105679 83726.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2033.59 1856.17 0.0106239 0.0010554 83607.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2014.36 1838.92 0.0106019 0.00105471 83794 0
: 297 Minimum Test error found - save the configuration
: 297 | 1995.79 1823.07 0.0105872 0.00105081 83889.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 1977.44 1805.19 0.0105955 0.00105248 83830.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1958.82 1789.31 0.010596 0.00105555 83853.1 0
: 300 Minimum Test error found - save the configuration
: 300 | 1940.25 1772.94 0.0107349 0.00108088 82867.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1923.04 1756.13 0.0106044 0.00105927 83812.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1904.46 1740.49 0.010584 0.00105299 83936.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1886.57 1724.97 0.0105882 0.00105463 83913.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1869.14 1709.07 0.0105952 0.00105412 83848 0
: 305 Minimum Test error found - save the configuration
: 305 | 1851.72 1693.43 0.010602 0.00105453 83791.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1834.35 1677.74 0.0106103 0.00106222 83786.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1817.45 1661.67 0.0105787 0.00105556 84005.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1799.9 1646.95 0.0106011 0.00105414 83796 0
: 309 Minimum Test error found - save the configuration
: 309 | 1783.24 1631.78 0.0106081 0.00108122 83972.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1766.23 1617.52 0.0106108 0.00105371 83707.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1749.91 1602.42 0.0106292 0.00107301 83715.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1732.78 1587.8 0.0105983 0.0010521 83803.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1716.67 1573.5 0.010626 0.00105221 83561.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1700.95 1558.7 0.0106002 0.00105649 83824.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1684.04 1544.64 0.010613 0.00105668 83714.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1668.35 1530.5 0.010611 0.0010513 83684.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1652.8 1516.28 0.0106062 0.00105441 83753.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1636.73 1502.5 0.010596 0.00105364 83837.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1621.16 1488.93 0.0107142 0.00107642 83006.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1606.08 1475.03 0.0106135 0.00106399 83774 0
: 321 Minimum Test error found - save the configuration
: 321 | 1590.36 1461.6 0.0106197 0.00105286 83621.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1575.57 1448.37 0.0106155 0.00105792 83702.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1560.07 1435 0.0106068 0.00105439 83748.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1545.61 1421.86 0.0106377 0.00105622 83494.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1531 1408.15 0.0106141 0.00105524 83692.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1515.76 1395.74 0.010608 0.00105479 83741.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1501.39 1382.85 0.0106307 0.00105819 83572.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1487.39 1369.43 0.0105873 0.00105841 83955.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1472.62 1357 0.0106579 0.00107181 83453.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1458.52 1344.99 0.010608 0.00105516 83744.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1444.64 1333.44 0.0106068 0.00105577 83761 0
: 332 Minimum Test error found - save the configuration
: 332 | 1431.22 1319.78 0.0106363 0.00105413 83488.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1416.67 1308 0.0106144 0.00105403 83679 0
: 334 Minimum Test error found - save the configuration
: 334 | 1403.66 1295.4 0.0106056 0.00105428 83757.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1389.69 1283.67 0.0106225 0.00105488 83615.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1375.96 1272.4 0.0106071 0.00105479 83749.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1363.62 1260.05 0.0106117 0.00105424 83704 0
: 338 Minimum Test error found - save the configuration
: 338 | 1349.94 1248.78 0.0106122 0.00105591 83714.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1337.25 1236.9 0.0107257 0.00107779 82919.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1324.37 1225.08 0.0106089 0.00105409 83727.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1311.45 1214.13 0.0106091 0.00105759 83756.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1298.88 1202.56 0.0106106 0.00105764 83743.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1286.19 1191.09 0.0108862 0.00106284 81438.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1273.9 1180.02 0.0106566 0.00105579 83326.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1261.29 1169.37 0.0105873 0.00105545 83929 0
: 346 Minimum Test error found - save the configuration
: 346 | 1249.47 1158.19 0.0106046 0.00105602 83781.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1237.43 1147.41 0.0106396 0.00105726 83486.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1225.38 1136.59 0.0106219 0.00105619 83632.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1213.16 1126.36 0.010651 0.00107297 83524.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1201.76 1115.7 0.0105952 0.00105579 83862.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1190.08 1105.46 0.0108627 0.00107208 81710.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1178.81 1095.25 0.0106104 0.00105661 83736.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1167.39 1084.32 0.0106289 0.00105583 83567.9 0
: 354 Minimum Test error found - save the configuration
: 354 | 1155.8 1074.29 0.0106052 0.00105533 83771.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1144.49 1064.33 0.010634 0.00106246 83581.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1133.76 1054.07 0.0106132 0.00105641 83709.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1122.8 1043.59 0.0106124 0.00105783 83729.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1111.68 1033.68 0.0107436 0.00107822 82769.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1100.7 1024.38 0.0106093 0.0010556 83737.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1090.29 1014.54 0.0106055 0.00105465 83762 0
: 361 Minimum Test error found - save the configuration
: 361 | 1079.13 1005.08 0.0106386 0.00106227 83539.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1069.15 995.304 0.0106122 0.00105695 83724 0
: 363 Minimum Test error found - save the configuration
: 363 | 1058.6 986.166 0.0106301 0.00105784 83574.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1048.56 976.094 0.010606 0.00105262 83739.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1038.18 966.511 0.0106153 0.00105475 83677.4 0
: 366 Minimum Test error found - save the configuration
: 366 | 1027.36 958.173 0.0105992 0.00105462 83817.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1018.14 948.38 0.0106168 0.001059 83701.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1007.86 939.615 0.0106342 0.00107149 83657.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 998.024 930.487 0.0106002 0.00106083 83863.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 988.337 921.715 0.0105859 0.00105418 83930.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 978.665 912.806 0.0106526 0.00106781 83465.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 969.197 904.156 0.0106336 0.00105328 83504.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 959.627 895.332 0.0106397 0.00105496 83466.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 950.187 886.298 0.0106326 0.00105406 83519.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.468 878.279 0.0106216 0.00105546 83628.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 931.563 869.327 0.0106061 0.0010541 83751.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 922.253 860.888 0.0106095 0.00106701 83835.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 913.153 852.661 0.0107029 0.00108668 83192.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 904.19 844.185 0.0106057 0.00105457 83759.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 895.191 836.554 0.0106042 0.00105307 83759.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 886.388 828.042 0.0106064 0.00106062 83806.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 877.51 820.377 0.0106823 0.00105767 83120.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 869.007 811.896 0.0106812 0.00105649 83119.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 860.229 804.102 0.010603 0.00105401 83778.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 851.547 796.25 0.0105987 0.00105708 83843.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 843.257 788.426 0.0106176 0.00105801 83685.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 835.026 780.194 0.0106166 0.0010552 83670 0
: 388 Minimum Test error found - save the configuration
: 388 | 826.332 772.68 0.010661 0.00108176 83513.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 818.284 764.939 0.0106553 0.00107007 83462 0
: 390 Minimum Test error found - save the configuration
: 390 | 810.013 757.442 0.0106525 0.00105851 83385.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 802.156 750.32 0.0106543 0.00106216 83401.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 794.489 742.725 0.0106196 0.00106022 83687.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.812 735.094 0.0106205 0.00105792 83659.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 777.924 728.035 0.0106166 0.00105801 83694.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 770.406 720.607 0.0106144 0.00105374 83676.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.761 713.452 0.0106387 0.0010579 83500.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 755.166 705.917 0.010721 0.0011561 83638.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 747.542 698.9 0.0106194 0.00105845 83673.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 740.066 692.241 0.0106117 0.00105775 83735.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 732.486 685.196 0.0105929 0.00106001 83919.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 725.119 677.911 0.0106034 0.00105678 83799.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.576 671.48 0.0106068 0.00105704 83771.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.721 664.543 0.0105993 0.00105456 83815.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.314 657.827 0.0106139 0.00105633 83703.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 696.333 651.665 0.0106266 0.00108058 83804.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 689.658 645.1 0.0106078 0.00105598 83753.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 682.629 637.43 0.0106525 0.00107276 83509.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 675.213 631.781 0.0106285 0.00106261 83630.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 668.617 625.357 0.0106755 0.00112484 83763.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.919 618.647 0.0106474 0.00105784 83424.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 655.033 612.207 0.0106306 0.00106432 83626.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 648.416 605.76 0.0106322 0.0010575 83554 0
: 413 Minimum Test error found - save the configuration
: 413 | 641.523 600.098 0.0106343 0.00106658 83614.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 635.27 593.402 0.010591 0.00105443 83887.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.759 587.685 0.0106114 0.00105468 83711 0
: 416 Minimum Test error found - save the configuration
: 416 | 622.24 581.596 0.0106009 0.00105406 83797.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 616.001 575.375 0.0107234 0.00107686 82931.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.934 568.988 0.0106393 0.0010597 83511 0
: 419 Minimum Test error found - save the configuration
: 419 | 603.072 563.087 0.0106491 0.00105868 83417 0
: 420 Minimum Test error found - save the configuration
: 420 | 597.068 557.406 0.0106404 0.00105903 83495.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 591.084 552.018 0.0106655 0.00105711 83260.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.926 545.788 0.0106166 0.00105713 83687.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.989 540.21 0.0106087 0.00106241 83802.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.971 534.371 0.0106161 0.00106493 83759.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.695 529.668 0.0106006 0.00105992 83851.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 561.446 523.151 0.0106201 0.00105945 83676 0
: 427 Minimum Test error found - save the configuration
: 427 | 555.181 517.668 0.0106463 0.00107085 83547.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.453 512.487 0.0106302 0.00105686 83565.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 544.022 507.021 0.0106716 0.00105574 83195.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 538.177 501.535 0.010619 0.00105571 83653.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.531 496.273 0.0106197 0.00105547 83645.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 527.098 491.074 0.0106428 0.00106446 83521.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.707 485.643 0.0106412 0.00105697 83470.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.18 480.622 0.0106683 0.00106158 83275.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 510.833 476.241 0.0106369 0.00105629 83501.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.741 470.547 0.0106262 0.0010614 83640.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.468 465.38 0.011281 0.00109044 78504.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 495.025 460.402 0.0106425 0.00106093 83493.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 490.029 455.454 0.0106442 0.00105661 83441.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.69 450.474 0.010628 0.00105669 83582.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 480.015 445.265 0.0106242 0.00105778 83626.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.352 440.805 0.0106449 0.00105535 83424.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 470.051 436.392 0.0106307 0.00105695 83561.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.55 431.575 0.0106213 0.00105504 83627.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.422 426.809 0.0106237 0.00105463 83602.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 455.24 422.053 0.0106392 0.00107953 83684.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.397 417.528 0.0106178 0.0010563 83668.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.518 413.038 0.0106427 0.00107116 83580.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 441.318 408.643 0.0106165 0.00105726 83688.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.367 404.285 0.0106219 0.00105566 83627.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.943 399.524 0.0106061 0.00105302 83742.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.449 394.959 0.0106362 0.00107054 83632.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.782 391.008 0.0106288 0.00105679 83576.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.524 386.114 0.0106225 0.00106291 83685.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.909 382.265 0.0106222 0.00105917 83655.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.658 378.336 0.0107273 0.00106306 82779.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.699 373.927 0.0106125 0.0010569 83720.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 401.063 370.07 0.0106459 0.00105483 83411 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.884 365.357 0.0106266 0.00105778 83605 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.63 361.481 0.0105951 0.00105599 83865.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.615 357.519 0.0106332 0.00105687 83539.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.566 353.31 0.0106305 0.00105771 83570.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.291 349.413 0.0106228 0.00105564 83619.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.017 345.988 0.0106366 0.00105841 83523.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.308 342.118 0.0106268 0.00105814 83606 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.329 338.386 0.0106514 0.00107248 83516.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.457 334.165 0.010629 0.00105564 83565.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.769 329.971 0.0106209 0.0010585 83661.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.499 327.424 0.0106397 0.0010697 83594.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.035 323.174 0.0106447 0.00105541 83426.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.257 319.149 0.0106555 0.00106795 83441.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.47 315.647 0.0106229 0.00106746 83722.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.766 312.28 0.0106138 0.00105676 83707.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.152 309.012 0.0106203 0.00105635 83647.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.755 305.759 0.0106351 0.00105858 83538.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.825 301.705 0.0108354 0.00108656 82061 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.467 299.121 0.0106463 0.00106267 83476 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.947 295.057 0.010629 0.00105986 83602.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.408 291.194 0.010646 0.00107201 83559.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.746 288.63 0.0106234 0.00105833 83637.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.247 285.065 0.0106438 0.00106169 83489.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.385 282.352 0.0106426 0.0010645 83524.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.828 277.93 0.0106491 0.00106167 83442.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.316 275.536 0.0106603 0.00106177 83345.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.968 271.825 0.0106476 0.0010738 83561 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.769 269.052 0.0106236 0.00105735 83627.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.778 265.644 0.0106294 0.00105903 83591.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.573 262.875 0.0106057 0.00105474 83761.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.187 259.548 0.010623 0.00105731 83632.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.441 257.136 0.0106302 0.00105573 83555.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.239 254.068 0.0106348 0.00106069 83558.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.028 250.869 0.0106283 0.00105342 83551.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.894 247.749 0.0106684 0.00107606 83400 0
: 494 Minimum Test error found - save the configuration
: 494 | 271.898 245.019 0.0106411 0.00105575 83460.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.976 241.99 0.010745 0.00106024 82603.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.983 239.135 0.0106358 0.00105733 83520.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.987 236.337 0.0106192 0.00105748 83667.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.443 233.639 0.0106459 0.0010546 83408.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.399 230.952 0.0105991 0.00105505 83821.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.994 229.404 0.0106046 0.00105534 83776.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.033 226.293 0.0106186 0.00105448 83645.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.035 223.384 0.0106066 0.00105462 83752.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.46 220.345 0.0106209 0.0010551 83631.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.806 218.106 0.0106193 0.00105451 83640 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.902 215.387 0.0106591 0.0010783 83500.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.319 212.659 0.0141104 0.00111057 61539.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.538 210.795 0.0106245 0.00106026 83644.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.239 207.885 0.0106053 0.00105454 83762.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.456 205.286 0.0105964 0.00105801 83871.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.014 202.677 0.0106175 0.00107188 83807.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.477 201.363 0.0106063 0.00105546 83762.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.161 198.81 0.0106179 0.00105585 83663.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.594 195.692 0.010621 0.00106744 83738.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.81 193.565 0.0107075 0.00106315 82950.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.768 191.678 0.0106234 0.00106093 83660.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.318 189.23 0.0106047 0.00105231 83748.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.879 186.706 0.010621 0.00105896 83664.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.729 184.468 0.0106252 0.00105522 83594.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.195 182.404 0.0106207 0.00106305 83702.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.707 180.187 0.0105987 0.00105325 83809.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.672 178.372 0.010617 0.00105206 83638.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.46 176.327 0.010617 0.00105527 83666.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.442 173.833 0.0106047 0.00105463 83769 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.035 172.146 0.0106656 0.00107494 83414.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.028 170.386 0.0106288 0.00105522 83562.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.689 167.743 0.0107349 0.00105581 82652.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.539 166.026 0.0106034 0.00105717 83802.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.243 164.212 0.0106319 0.00105266 83513.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.668 162.587 0.0106355 0.00105333 83488.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.616 161.112 0.0106288 0.00106374 83637.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.266 158.648 0.0106144 0.00105538 83690.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.223 156.178 0.0106423 0.00105513 83445.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.06 154.361 0.0106245 0.00105478 83597.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.031 152.732 0.0107222 0.00106455 82836.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.248 150.88 0.0106211 0.00105228 83605 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.301 149.042 0.0106158 0.00105123 83641.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.214 147.286 0.0106228 0.00105779 83638.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.389 145.999 0.0106276 0.00105197 83545.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.265 143.364 0.0106046 0.00105357 83761 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.257 142.469 0.010594 0.00105546 83870.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.422 141.227 0.0106208 0.001058 83657.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.734 139.415 0.0107499 0.00106343 82589.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.994 138.24 0.0106165 0.00105457 83664.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.288 136.063 0.0106759 0.00107911 83361.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.143 134.054 0.0105968 0.00105057 83802.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.375 132.62 0.0106126 0.00104858 83647.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.479 131.345 0.0105979 0.00104883 83778.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.232 130.581 0.0105953 0.00105227 83831.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.497 129.294 0.0106005 0.00104979 83763.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.519 126.991 0.0105996 0.00105606 83826.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.73 124.984 0.0106245 0.00105411 83591.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.168 124.645 0.0106254 0.00106174 83650.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.46 123.037 0.0107393 0.00118468 83729.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.718 121.858 0.01062 0.00105374 83627.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.011 120.084 0.0106006 0.00105269 83788.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.735 118.259 0.0106069 0.0010565 83766.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.22 116.481 0.0107271 0.001172 83724.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.615 115.042 0.0107078 0.00108303 83118.6 0
: 559 | 130.105 115.112 0.0105696 0.00101934 83767.1 1
: 560 Minimum Test error found - save the configuration
: 560 | 128.389 113.921 0.0105913 0.00105253 83868.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.865 112.725 0.0105814 0.00105191 83950.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.535 110.691 0.0106305 0.00106518 83635.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.693 109.367 0.0106371 0.00107259 83642.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.304 108.303 0.0105962 0.00105928 83884.4 0
: 565 | 120.919 108.342 0.0105706 0.00101924 83757.6 1
: 566 Minimum Test error found - save the configuration
: 566 | 119.866 106.496 0.0105949 0.00105349 83845 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.2 104.827 0.010593 0.00105367 83863.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.46 103.044 0.0106034 0.00104923 83732.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.157 102.13 0.0105837 0.0010514 83925.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.808 100.984 0.0106061 0.001056 83768.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.616 100.701 0.0106044 0.00105557 83779.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.383 99.5139 0.0108312 0.0010894 82120.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.462 98.5466 0.0107614 0.0010806 82638 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.061 95.9512 0.0107637 0.00118635 83530.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.407 95.4937 0.0107373 0.0010809 82847 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.116 94.167 0.0116308 0.00107971 75821.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.744 93.4935 0.0106386 0.00106629 83574.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.469 91.0844 0.0106249 0.00105694 83612 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.353 90.4276 0.0105985 0.00105139 83795.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.878 89.7581 0.0105926 0.00105171 83850 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.6002 88.7519 0.0105932 0.00105732 83894 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.5153 87.7259 0.0105954 0.00105475 83851.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.6074 86.3049 0.0106381 0.00108407 83734.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.1768 86.0871 0.01064 0.00105413 83456.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.1003 84.6977 0.0106332 0.00105441 83517.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.9132 83.2342 0.0105963 0.00105534 83848.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.9125 82.0607 0.0106293 0.0010625 83622.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.736 81.2833 0.0106322 0.00105406 83523.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.7672 80.5274 0.0106385 0.00105436 83471 0
: 590 | 89.8233 81.5373 0.0105739 0.00101953 83731.2 1
: 591 Minimum Test error found - save the configuration
: 591 | 88.6528 78.2871 0.0106216 0.00106472 83709.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.9123 76.6158 0.0107328 0.00116543 83617.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.535 76.3809 0.0106196 0.00105732 83661.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.4473 75.2702 0.0106166 0.00106111 83721.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.4296 74.2646 0.01062 0.00105455 83634.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.3427 73.7966 0.0106195 0.0010524 83620 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.4286 72.2815 0.0106089 0.00105449 83730.6 0
: 598 | 81.2686 72.6561 0.0105707 0.00101875 83752.2 1
: 599 Minimum Test error found - save the configuration
: 599 | 80.4899 72.2281 0.0106251 0.00105645 83606.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.7923 70.208 0.0106138 0.00105836 83722.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.6032 69.5917 0.0106374 0.00108756 83770.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.5746 68.0421 0.0107015 0.00107081 83067.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.6522 67.3503 0.010617 0.00105906 83700.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.7254 66.8268 0.0106035 0.00105194 83756.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.8653 65.9447 0.0105875 0.00105081 83886.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.9853 64.433 0.0106136 0.0010526 83673.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.0915 63.9207 0.0106011 0.00105447 83799.6 0
: 608 | 72.0988 64.1383 0.010554 0.00102144 83923.3 1
: 609 Minimum Test error found - save the configuration
: 609 | 71.237 63.0878 0.0105995 0.00105466 83815.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.6829 61.7504 0.0105923 0.00105151 83850.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.5817 60.8882 0.0106056 0.00105307 83747.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.8217 59.8419 0.0107127 0.00107229 82983.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.0477 59.5311 0.0106006 0.00105318 83792.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.3051 58.3101 0.0105917 0.00105079 83849.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.4095 58.2589 0.0106125 0.00108031 83926.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.6553 56.8524 0.0106087 0.00105364 83725.2 0
: 617 | 64.8796 56.9286 0.0105771 0.00102089 83715.3 1
: 618 Minimum Test error found - save the configuration
: 618 | 64.0951 55.1057 0.0106154 0.00105364 83666.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.238 54.8761 0.0107784 0.00106511 82361.6 0
: 620 | 62.5522 55.3332 0.0107056 0.00102435 82633.8 1
: 621 Minimum Test error found - save the configuration
: 621 | 61.6655 53.6136 0.010635 0.00106375 83583.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.9115 52.7331 0.0106356 0.00107411 83669 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.2236 52.579 0.0106508 0.00105082 83333.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.8915 52.1401 0.0106074 0.00105172 83719.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.9305 51.1094 0.0106074 0.00105307 83732.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.067 50.7225 0.0106164 0.00105402 83660.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.2969 49.6484 0.010637 0.00106902 83611.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.6963 48.8121 0.0105845 0.00105142 83918.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.0128 47.8972 0.0106983 0.00106188 83018.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.2342 47.09 0.0106341 0.00106203 83576.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.7626 46.9596 0.0107821 0.00106223 82305.8 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.0592 46.0837 0.0107421 0.00107267 82734.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.3892 45.5978 0.0105994 0.0010525 83797.1 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.6643 45.1808 0.0106073 0.00105096 83714.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.1323 43.8695 0.0106424 0.0010541 83434.7 0
: 636 | 51.4454 44.4018 0.0105531 0.00101902 83909.4 1
: 637 Minimum Test error found - save the configuration
: 637 | 50.7858 43.5229 0.0106311 0.00105824 83570 0
: 638 | 50.3487 43.524 0.0107464 0.00102881 82324.9 1
: 639 | 49.9681 43.7291 0.0105657 0.00102442 83846.4 2
: 640 Minimum Test error found - save the configuration
: 640 | 49.2546 41.4913 0.0106176 0.00105571 83665.8 0
: 641 | 48.477 41.7984 0.0105755 0.00101986 83720.3 1
: 642 Minimum Test error found - save the configuration
: 642 | 47.8295 40.5982 0.0106081 0.00105782 83767.3 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.3478 40.3881 0.0105946 0.00105317 83844.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.7075 40.2491 0.0106072 0.00105123 83717.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.1794 39.7423 0.0106502 0.00105268 83354.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.5487 39.4861 0.0106187 0.00105458 83646 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.1037 38.9523 0.0106171 0.00104965 83616.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.4878 37.8563 0.0106666 0.00105652 83246.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.863 37.5611 0.0106032 0.00106018 83830.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.571 37.5194 0.0106233 0.00105149 83578.8 0
: 651 | 42.843 37.6614 0.010634 0.00101768 83191.8 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.3389 35.6139 0.0105936 0.00105549 83874.3 0
: 653 | 41.9183 35.851 0.010564 0.00102008 83823.3 1
: 654 Minimum Test error found - save the configuration
: 654 | 41.3618 34.8767 0.0106022 0.00105209 83768.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.9812 34.7458 0.0106056 0.0010522 83740.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.4589 33.8755 0.0106196 0.00105306 83625.1 0
: 657 | 40.0127 33.9385 0.0105689 0.00101757 83758 1
: 658 Minimum Test error found - save the configuration
: 658 | 39.3594 33.1839 0.0106056 0.00105344 83751 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.8631 33.096 0.0106143 0.00105185 83661 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.7525 32.7276 0.0105966 0.00104937 83793.7 0
: 661 | 38.0205 33.1271 0.0105972 0.00102007 83532.7 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.662 32.0898 0.0106117 0.00105487 83709.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.0707 31.3597 0.0107132 0.00105997 82873.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.5856 30.8092 0.0106158 0.00105218 83650.3 0
: 665 | 36.2148 31.0778 0.0105798 0.00101886 83673.6 1
: 666 Minimum Test error found - save the configuration
: 666 | 35.8511 30.565 0.0106344 0.00105192 83485.5 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.4385 30.177 0.0106176 0.00105134 83627.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.8786 28.9599 0.0106079 0.00105289 83726.1 0
: 669 | 34.541 29.761 0.0105739 0.00101897 83726.2 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.1038 28.8963 0.0106035 0.00105173 83754.5 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.7852 28.6301 0.0107075 0.00105726 82899.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.3347 27.6158 0.01062 0.00105231 83614.6 0
: 673 | 32.9389 28.3997 0.0105769 0.00102655 83766.2 1
: 674 | 32.5429 27.6666 0.0105697 0.00102194 83789.7 2
: 675 Minimum Test error found - save the configuration
: 675 | 32.2399 26.8137 0.0106098 0.0010519 83700.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.7209 26.5002 0.010596 0.00105828 83877.5 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.3812 24.8736 0.0106408 0.0010541 83448.8 0
: 678 | 31.135 26.3932 0.0105896 0.00101894 83588.4 1
: 679 | 30.5044 25.783 0.0105818 0.00101781 83647.5 2
: 680 | 30.0425 25.4994 0.0106136 0.00103071 83482.2 3
: 681 Minimum Test error found - save the configuration
: 681 | 29.7436 24.6365 0.0106211 0.00105963 83669.5 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.4089 23.657 0.0106097 0.00105319 83712.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.9763 23.264 0.0106207 0.00105747 83653.6 0
: 684 | 28.4908 23.48 0.0105768 0.00102016 83711.9 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.2462 22.9203 0.0106222 0.00105292 83600.7 0
: 686 | 27.7488 23.6655 0.0105851 0.00101843 83624.1 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.3956 22.1999 0.0106162 0.00105119 83638.2 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.1318 22.1835 0.0106125 0.00105208 83678.6 0
: 689 | 26.7424 22.55 0.0105722 0.00101959 83746.7 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.3498 21.798 0.0107136 0.00107576 83005.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.9359 21.213 0.0107998 0.00106054 82141.7 0
: 692 | 25.6667 21.4946 0.0105898 0.00101998 83596.5 1
: 693 | 25.3946 21.5976 0.010578 0.00101968 83696.8 2
: 694 | 25.0599 21.4464 0.0106353 0.00101869 83189.1 3
: 695 | 24.7778 21.3025 0.0105766 0.00101979 83709.9 4
: 696 Minimum Test error found - save the configuration
: 696 | 24.4697 20.2046 0.0106305 0.00105622 83557.4 0
: 697 | 23.9493 20.3827 0.0105851 0.00102612 83690.9 1
: 698 Minimum Test error found - save the configuration
: 698 | 23.774 20.1407 0.0106328 0.00105215 83501.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.4996 19.3359 0.0106167 0.0010509 83631.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.9857 19.0657 0.0106279 0.00105772 83592.6 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.6849 18.4685 0.0106246 0.00105583 83605 0
: 702 | 22.3525 18.7834 0.0105946 0.00101873 83543.5 1
: 703 | 22.192 19.6026 0.0105803 0.00101985 83678.4 2
: 704 Minimum Test error found - save the configuration
: 704 | 21.8362 17.7782 0.0106416 0.00105531 83452.8 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.8839 17.6511 0.0106077 0.00105286 83727.1 0
: 706 | 21.7637 18.7197 0.0105721 0.00101965 83748.3 1
: 707 | 21.0258 18.0314 0.0105819 0.00101862 83653.4 2
: 708 | 20.7285 17.8424 0.0105453 0.0010189 83977.3 3
: 709 Minimum Test error found - save the configuration
: 709 | 20.4274 17.4437 0.0106307 0.00105914 83581.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.2417 16.8094 0.0107102 0.00107489 83027.6 0
: 711 | 19.7746 17.2127 0.0105736 0.00101992 83737.1 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.5383 16.238 0.0106085 0.00105522 83741 0
: 713 | 19.3711 16.2785 0.0105716 0.00101955 83751.8 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.1221 15.6237 0.0106413 0.0010567 83467.6 0
: 715 | 18.9612 16.8904 0.010554 0.00101985 83908.7 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.7286 15.5546 0.0106176 0.0010554 83662.8 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.4845 14.8923 0.0106145 0.00105484 83684.8 0
: 718 | 18.0294 15.2272 0.0105589 0.0010189 83857.7 1
: 719 | 17.951 16.1932 0.0106175 0.00102204 83372.7 2
: 720 Minimum Test error found - save the configuration
: 720 | 17.9045 14.5539 0.0106503 0.00107548 83552.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.4121 14.2901 0.0106017 0.00106071 83848.9 0
: 722 | 17.1181 14.4495 0.0105659 0.00101887 83795.7 1
: 723 | 16.9892 14.3976 0.0105627 0.00101918 83826.6 2
: 724 Minimum Test error found - save the configuration
: 724 | 16.6889 14.0723 0.0105894 0.00105545 83910.5 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.4695 13.7326 0.0107793 0.00106687 82368.6 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.245 13.5401 0.0107353 0.00106192 82701.1 0
: 727 | 15.889 14.2786 0.0105912 0.00102005 83584.8 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.8058 13.4346 0.010612 0.00105625 83719 0
: 729 | 15.545 13.5489 0.0106648 0.00109933 83634.2 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.3489 13.2258 0.0106165 0.00105781 83693.5 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.2908 13.0208 0.010626 0.00105188 83558.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.9803 12.0977 0.0107265 0.00105821 82745 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.8213 12.0321 0.0106272 0.00105324 83560.3 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.7311 11.1744 0.0106135 0.00104987 83650.7 0
: 735 | 14.6241 12.4069 0.0105795 0.00102051 83691.3 1
: 736 | 14.3092 12.7798 0.0105885 0.00101783 83588.6 2
: 737 | 13.9485 11.9843 0.0105744 0.00101887 83721.3 3
: 738 | 13.8162 11.2614 0.0105962 0.00104237 83736.4 4
: 739 | 13.7122 12.3486 0.010628 0.0010218 83279.5 5
: 740 | 13.3591 11.2299 0.0106198 0.00102021 83336.6 6
: 741 | 13.3622 12.2701 0.010604 0.00102269 83496.3 7
: 742 | 13.3074 11.8356 0.0106003 0.00102021 83506.2 8
: 743 Minimum Test error found - save the configuration
: 743 | 12.9153 10.2167 0.0106231 0.00105926 83648.8 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.682 10.0881 0.0106228 0.00105296 83595.8 0
: 745 | 12.5577 10.3504 0.0105996 0.00102701 83571.7 1
: 746 | 12.3004 11.1514 0.0105889 0.0010187 83592.6 2
: 747 | 12.2102 10.5986 0.0105836 0.00101838 83636.6 3
: 748 | 11.9954 10.4845 0.0105832 0.00101677 83626.1 4
: 749 Minimum Test error found - save the configuration
: 749 | 11.7908 9.73087 0.0107594 0.00106633 82533 0
: 750 | 11.7155 11.4017 0.0106149 0.00101939 83372.3 1
: 751 | 11.938 10.3618 0.0105827 0.00102055 83663.4 2
: 752 | 11.806 10.2919 0.0105817 0.00102169 83681.7 3
: 753 Minimum Test error found - save the configuration
: 753 | 11.3753 9.58327 0.0106195 0.00105687 83659.2 0
: 754 | 11.1278 9.95524 0.0105797 0.00102071 83690.7 1
: 755 | 10.9908 9.86767 0.0105996 0.00102018 83512.8 2
: 756 Minimum Test error found - save the configuration
: 756 | 10.938 9.46668 0.0106771 0.00105917 83177.7 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.6781 9.24506 0.0106623 0.00105497 83270.2 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.6648 9.0115 0.0106401 0.00104934 83413.6 0
: 759 | 10.373 9.22385 0.0106134 0.00102579 83440.7 1
: 760 | 10.1995 9.3363 0.0105751 0.00102229 83745.2 2
: 761 | 10.0631 9.02839 0.0106676 0.00103019 83010.1 3
: 762 | 10.016 9.15919 0.0105645 0.0010221 83836.7 4
: 763 Minimum Test error found - save the configuration
: 763 | 10.0242 8.63214 0.0106372 0.00105948 83527 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.77443 8.37688 0.0106113 0.00105269 83694.2 0
: 765 | 9.64706 9.42583 0.0105901 0.00101934 83588.3 1
: 766 | 9.68351 8.38969 0.0105918 0.00102326 83607.6 2
: 767 | 9.3308 8.39314 0.0105781 0.00102879 83775.8 3
: 768 | 9.37948 8.4283 0.0105814 0.00101874 83658.9 4
: 769 Minimum Test error found - save the configuration
: 769 | 9.3403 8.0034 0.0107217 0.00108302 82998.9 0
: 770 | 8.99945 8.16648 0.0105725 0.00101834 83733.2 1
: 771 | 8.8111 8.02338 0.0105685 0.00101945 83778 2
: 772 | 8.69564 8.41433 0.010589 0.00101996 83603.1 3
: 773 Minimum Test error found - save the configuration
: 773 | 8.53861 7.61045 0.0106543 0.00105705 83357.3 0
: 774 | 8.50108 8.33389 0.0105872 0.00101812 83602.3 1
: 775 | 8.43024 7.72471 0.0105765 0.0010193 83706.2 2
: 776 | 8.32881 8.24245 0.010591 0.00101929 83579.9 3
: 777 | 8.35684 8.42826 0.0105693 0.0010177 83755.3 4
: 778 | 8.42688 8.37377 0.010592 0.00101886 83567 5
: 779 | 8.0001 8.21575 0.010569 0.00102141 83790.7 6
: 780 | 7.89049 7.89975 0.0105538 0.00102095 83920.2 7
: 781 | 7.98507 8.42539 0.0105798 0.00102015 83684.9 8
: 782 | 7.79229 8.77845 0.0105652 0.00102069 83817.7 9
: 783 | 7.71734 8.403 0.0105523 0.00101883 83914.7 10
: 784 Minimum Test error found - save the configuration
: 784 | 7.52768 7.32816 0.0106102 0.00105997 83768 0
: 785 | 7.35748 8.44452 0.0105857 0.00101891 83622.3 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.271 6.79906 0.0106715 0.00105249 83168.6 0
: 787 | 7.48569 7.15729 0.0106071 0.00101955 83441.4 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.15161 6.72421 0.0107377 0.00106287 82688.6 0
: 789 | 7.17155 7.76601 0.0106085 0.00102007 83433.7 1
: 790 | 7.13616 7.48401 0.0105855 0.00101894 83624.5 2
: 791 | 6.96156 6.96417 0.010584 0.00101973 83644.9 3
: 792 | 6.87091 7.40976 0.0105863 0.00101925 83620.5 4
: 793 Minimum Test error found - save the configuration
: 793 | 6.77467 6.51902 0.0106276 0.00106324 83643.6 0
: 794 | 6.53329 6.70795 0.0105906 0.00102102 83597.9 1
: 795 | 6.51924 7.03932 0.0105952 0.00101807 83532.4 2
: 796 | 6.31492 6.75164 0.0105917 0.0010199 83579.3 3
: 797 | 6.25377 6.68548 0.0105929 0.00101795 83551.1 4
: 798 | 6.35087 7.51732 0.0106076 0.0010201 83442.1 5
: 799 | 6.22441 6.55385 0.0106036 0.00101995 83475.2 6
: 800 Minimum Test error found - save the configuration
: 800 | 6.0692 5.98919 0.0106223 0.00105778 83642.4 0
: 801 | 6.02428 7.0805 0.0105756 0.00101703 83694.8 1
: 802 | 6.02506 7.0416 0.0105779 0.00102106 83709.8 2
: 803 | 5.99865 7.00239 0.010581 0.00101938 83667.5 3
: 804 | 5.92015 6.66903 0.010595 0.00101852 83537.9 4
: 805 | 5.84308 6.21733 0.0105837 0.00101952 83645.2 5
: 806 | 5.77334 7.94762 0.010587 0.00101954 83616.4 6
: 807 | 5.68105 6.68922 0.0105947 0.00102048 83557.8 7
: 808 | 5.52645 6.72542 0.0107014 0.00102214 82650.6 8
: 809 | 5.49407 7.42201 0.0105645 0.00101966 83814.6 9
: 810 | 5.53509 7.31815 0.0105676 0.00102032 83793.2 10
: 811 | 5.35297 6.71081 0.0105915 0.00103164 83683.6 11
: 812 | 5.25256 6.39136 0.0105998 0.00102058 83514.3 12
: 813 | 5.19259 6.33441 0.0105767 0.00102254 83733.2 13
: 814 | 5.11817 6.20674 0.0106066 0.00102129 83461.2 14
: 815 | 5.13205 8.3473 0.0105981 0.00103765 83677.9 15
: 816 | 5.31887 6.80482 0.010571 0.00102006 83761.7 16
: 817 | 5.24527 7.81982 0.0105909 0.0010206 83591.8 17
: 818 | 5.02689 6.37768 0.0105897 0.00101874 83585.8 18
: 819 | 5.04416 6.59339 0.0106117 0.00102394 83440.1 19
: 820 | 4.87935 8.06118 0.0105905 0.00101916 83583.3 20
: 821 | 4.73595 6.08347 0.0105802 0.00101822 83664.8 21
:
: Elapsed time for training with 1000 events: 8.76 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0112 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.815 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.163 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= 3.27988e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05926e+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: 0.0342 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: 0.0363 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00153 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0958 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: 0.875 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: 0.0205 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00274 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: 0.0375 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00454 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: 0.00235 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000632 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: 0.0961 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 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: 0.872 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0971 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 : -0.670 0.352 6.24 1.57 | 3.195 3.223
: 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 : 0.0922 0.377 2.46 1.08 | 3.365 3.361
: 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.