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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
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: 0.259 sec
: Elapsed time for training with 1000 events: 0.263 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00361 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: 0.000743 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00497 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: 0.00023 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00126 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 = 31498.1
: --------------------------------------------------------------
: 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 | 33084.9 31125 0.0102173 0.00101227 86909.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32558.3 30539.4 0.010163 0.00100882 87391.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 31819.5 29843.3 0.0103441 0.00101856 85786 0
: 4 Minimum Test error found - save the configuration
: 4 | 31058.4 29187.5 0.0103522 0.00100987 85631.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30301.7 28492.1 0.0103417 0.00103516 85961.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29504.7 27596.3 0.0103524 0.00102978 85813.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28741.2 26910.7 0.0102149 0.000991674 86737.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28250.5 26509.2 0.0103207 0.000987315 85714.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 27884 26182.5 0.0100451 0.000986984 88318.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27561 25881.7 0.0100198 0.000974034 88438.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27255.6 25600.2 0.0100243 0.000975724 88411.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 26966 25331.4 0.0100044 0.000973664 88586.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26689.8 25068.9 0.00999533 0.000975224 88690.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 26422.4 24812 0.00996575 0.000973333 88963.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26157.2 24566 0.0100318 0.00100344 88609.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 25903 24323.8 0.00997183 0.000973554 88905.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25651.1 24089 0.0100751 0.000989515 88051.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25407.6 23856.2 0.0102583 0.000979874 86221.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25166.9 23627.7 0.00996638 0.000973743 88961.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 24931.5 23401.5 0.00998079 0.000973323 88815.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24695.5 23183.8 0.00998717 0.000970434 88723.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24467.7 22967.5 0.00998281 0.000970173 88764.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24242.2 22753.8 0.00997382 0.000977894 88929.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24018.9 22544.1 0.0099744 0.000971334 88858.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23798.7 22337.9 0.00999948 0.000990533 88800.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23584.5 22130.7 0.00996616 0.000971082 88937.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23370.4 21926.6 0.0100461 0.000974064 88183.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23159.3 21725.3 0.0100252 0.000987453 88517.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 22949 21529.2 0.0100222 0.000970233 88378.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22744 21333.8 0.00996877 0.000971084 88911.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22540 21141.2 0.0100222 0.000978674 88460.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22336.6 20953.8 0.00998014 0.000970364 88792.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22142.1 20762 0.0108132 0.0010399 81856 0
: 34 Minimum Test error found - save the configuration
: 34 | 21941.7 20577.6 0.0101226 0.000977403 87477.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21747.3 20394.7 0.010047 0.000982744 88259.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21554 20214.8 0.0100587 0.000995813 88272.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21365.6 20033.4 0.010045 0.000975603 88208.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21177.2 19853.6 0.0101826 0.000984024 86970 0
: 39 Minimum Test error found - save the configuration
: 39 | 20987.2 19679.5 0.0100324 0.000983454 88408.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20805.3 19500.1 0.0100799 0.000983724 87948.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 20616.6 19326.7 0.0101022 0.000987942 87774.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20433.7 19154.3 0.010135 0.000992034 87498.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20259.5 18982.8 0.0101562 0.00100634 87432.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20074 18820.1 0.010295 0.00100167 86083.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 19899.4 18652.7 0.010144 0.000989873 87392 0
: 46 Minimum Test error found - save the configuration
: 46 | 19726.7 18483.4 0.0101867 0.00101362 87211.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19551.8 18318.8 0.0101456 0.00100371 87509.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19377.9 18156.5 0.0101428 0.000995953 87461.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19210.9 17997.5 0.0101615 0.000994873 87273.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19040.8 17841 0.0101488 0.000996424 87408.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18873.1 17679.7 0.0101786 0.000996424 87124.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18705.6 17525.5 0.010214 0.000998794 86812.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18545.3 17365.1 0.0101932 0.00101204 87134.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18378.2 17213.3 0.0102085 0.000998994 86866.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18215.1 17060.4 0.0102106 0.000999564 86852.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18056.4 16904.5 0.0102608 0.00101967 86569.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 17898.1 16752.1 0.0102389 0.00100424 86629.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17737 16600.8 0.0103703 0.00101607 85522.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17579 16450.5 0.0103108 0.0010176 86084.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17422.8 16302.2 0.0102596 0.00100803 86472.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17266.5 16155.1 0.0102969 0.00101143 86156.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17114 16008 0.0102806 0.00101338 86326.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 16961.5 15862.9 0.0102735 0.00100626 86325.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 16809.1 15719.5 0.0102646 0.00100806 86425 0
: 65 Minimum Test error found - save the configuration
: 65 | 16658.1 15577.2 0.0102797 0.00100914 86294.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16508 15434.4 0.0103288 0.00102775 86012.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16361.5 15294.1 0.0103761 0.00106348 85904.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16212.5 15155.5 0.0103241 0.00101639 85950.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16069.9 15014.9 0.0104715 0.00102807 84715 0
: 70 Minimum Test error found - save the configuration
: 70 | 15922.6 14879.3 0.0103066 0.00100835 86038.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15779.5 14744.6 0.0103305 0.00101102 85842.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15638.7 14610.7 0.0102882 0.00101168 86239 0
: 73 Minimum Test error found - save the configuration
: 73 | 15497.4 14478.9 0.0102909 0.00101716 86265.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15359.5 14346.2 0.0103349 0.00102047 85887.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15219.9 14217.1 0.0103053 0.00101002 86064.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15084.5 14087.4 0.0103867 0.00103723 85566.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14948.5 13959.7 0.0103548 0.00101215 85628.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14815.4 13832.2 0.0104401 0.00112206 85854.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14682.5 13704.9 0.0103126 0.00103373 86217.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14548.4 13582.8 0.0103849 0.00103357 85549.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14420.3 13457.9 0.0103095 0.00102967 86208.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14288.5 13338.2 0.0103058 0.00102834 86230.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14161.4 13217.3 0.0103448 0.00101547 85751 0
: 84 Minimum Test error found - save the configuration
: 84 | 14034.5 13097.5 0.0103213 0.00102608 86065.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 13909.1 12977.3 0.0103084 0.00103078 86228.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13783.7 12859.6 0.0103774 0.00104938 85762.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13660.6 12741.5 0.0103108 0.00103549 86250.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13536.3 12627.4 0.010351 0.00104149 85934 0
: 89 Minimum Test error found - save the configuration
: 89 | 13416.4 12512.3 0.0103044 0.00101087 86081.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13294.2 12399.8 0.0103138 0.00101426 86025.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13174.9 12288.7 0.0103357 0.00102316 85905.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13057.6 12176.6 0.0103365 0.00102136 85881.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 12940 12066 0.0103459 0.00101112 85701.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12822.8 11957.6 0.0103243 0.00101133 85901.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12708.3 11848.7 0.0103189 0.00101418 85977.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12593.2 11742.2 0.0103411 0.00103009 85920.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12483 11632 0.0103236 0.00101709 85961.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12367.2 11527.9 0.010408 0.00101544 85173.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12258.2 11421.6 0.0104407 0.00101593 84883.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12145 11320.2 0.010335 0.00101332 85821 0
: 101 Minimum Test error found - save the configuration
: 101 | 12036 11219.2 0.0104374 0.0010149 84903.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 11930.1 11115.5 0.0103231 0.00101173 85916.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 11821.7 11014.1 0.0103362 0.00101178 85796.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11713.9 10915.3 0.0103396 0.00101475 85792.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11609.8 10815.1 0.010353 0.00101355 85658.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11505.2 10716 0.0103655 0.00102798 85675.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11399.4 10620.7 0.0103424 0.00101713 85788.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11297.8 10524.4 0.0103754 0.00101532 85469.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11198.3 10425.5 0.0103494 0.00101331 85689 0
: 110 Minimum Test error found - save the configuration
: 110 | 11094 10332.2 0.0103217 0.00101467 85956.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 10994.4 10238.8 0.0104213 0.00101775 85074.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 10895.6 10145.5 0.0103625 0.00101622 85595.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10796.7 10053.9 0.010358 0.00101506 85626.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10698.8 9963.4 0.0103441 0.00102296 85826.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10602.4 9873.16 0.0103268 0.00101687 85929.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10508.7 9780.58 0.0104341 0.00103544 85118.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10411.2 9692.32 0.0103839 0.00101879 85423.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10318.3 9603.19 0.0103768 0.00101998 85499.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10225.6 9513.65 0.0108011 0.00113184 82736.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10130.3 9429.11 0.0103657 0.001012 85527.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10039.5 9343.9 0.0102965 0.00101369 86180.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 9949.12 9258.46 0.010291 0.00101279 86223.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9858.83 9174.4 0.0103279 0.00101268 85881 0
: 124 Minimum Test error found - save the configuration
: 124 | 9769.94 9090.11 0.0103131 0.00101206 86012.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9681.57 9006.73 0.0103304 0.00101895 85915.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9593.35 8924.3 0.0104187 0.00103546 85258.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9506.14 8842.59 0.0103256 0.00101611 85933.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9419.39 8762.84 0.0103472 0.00104034 85958 0
: 129 Minimum Test error found - save the configuration
: 129 | 9334.08 8683.35 0.0103261 0.00101297 85900.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9250.75 8602.47 0.0103181 0.00101841 86024.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9166.53 8522.6 0.0103481 0.00101947 85757.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9081.93 8445.31 0.0103886 0.00102563 85443.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 8999.01 8369.58 0.0103491 0.00102602 85808.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 8918.23 8292.72 0.0103467 0.00102088 85783.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8837.97 8215.55 0.0103641 0.00102304 85643 0
: 136 Minimum Test error found - save the configuration
: 136 | 8757.39 8139.45 0.0103995 0.00103589 85437.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8676.65 8065.63 0.010333 0.00101696 85873 0
: 138 Minimum Test error found - save the configuration
: 138 | 8598.83 7990.72 0.010333 0.00101836 85886.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8519.17 7918.67 0.0104311 0.00102343 85036.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8442.26 7846.08 0.0103616 0.00101643 85605.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8364.61 7775.2 0.0103297 0.00101662 85900.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8290.32 7702.19 0.0103507 0.0010164 85705.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8213.85 7631.27 0.0103668 0.00101859 85578.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8138.48 7561.26 0.0103503 0.00101341 85681.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8064.31 7491.95 0.0103376 0.00101801 85840.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 7990.69 7423.09 0.0103921 0.0010349 85495.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 7918.7 7353.56 0.0103284 0.0010168 85914.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7845.05 7286.72 0.0103712 0.00102691 85613.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7774.1 7219.22 0.0103528 0.0010153 85676.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7703.11 7152.38 0.010339 0.00102124 85857.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7632.25 7086.83 0.0103976 0.00101707 85283 0
: 152 Minimum Test error found - save the configuration
: 152 | 7562.17 7022.27 0.0103626 0.00102475 85672.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7494.66 6955.95 0.0103513 0.00102013 85734.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7425.13 6891.59 0.0103694 0.00101906 85558.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7356.95 6828.14 0.0103298 0.00101792 85912.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7289.98 6764.86 0.0103793 0.00104935 85745.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7222.78 6702.89 0.0104825 0.00102145 84557.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7157.98 6639.57 0.0103691 0.00101567 85529.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7091.74 6577.87 0.0104623 0.00102461 84766.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7025.54 6518.71 0.0103991 0.0010205 85300.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 6963.5 6456.53 0.0103527 0.00102325 85749.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6897.58 6398.02 0.010347 0.00101463 85723.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6834.65 6339.86 0.0103783 0.00101895 85475.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6773.15 6280.32 0.0104072 0.00101741 85199.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6710.78 6221.3 0.010351 0.00101946 85731.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6648.51 6164.28 0.0103906 0.00106184 85756.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6587.76 6107.24 0.0103856 0.00101862 85406.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6527.87 6049.94 0.0103579 0.00101757 85650.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6467.99 5993 0.0103943 0.00101672 85309.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6407.46 5938.18 0.0103491 0.00101671 85723.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6349.2 5883.02 0.0103459 0.00101521 85738.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6290.85 5828.18 0.0104023 0.00101932 85260.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6232.59 5774.38 0.010358 0.00101935 85665.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6175.87 5720.45 0.0103661 0.00101886 85586.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6118.51 5667.37 0.0103883 0.0010194 85388.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6062.89 5614.04 0.0103781 0.00105145 85775.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6006.19 5562.31 0.0103625 0.00101491 85583.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 5951.57 5510.08 0.0103532 0.00101714 85689.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5895.93 5459.57 0.0104772 0.00103284 84706.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5842.85 5407.64 0.0103814 0.00101789 85438 0
: 181 Minimum Test error found - save the configuration
: 181 | 5789.59 5355.71 0.0103635 0.00101853 85607.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5734.94 5305.93 0.0103651 0.00101395 85551.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5682.54 5256.38 0.0103574 0.00101853 85663.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5628.73 5209.09 0.0103526 0.00101768 85699.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5577.8 5160.82 0.010372 0.00101581 85504.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5526.6 5112.52 0.010417 0.0010542 85444.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5475.64 5064.89 0.0103559 0.00101679 85661.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5425.2 5017.45 0.010368 0.00101832 85564.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5375.27 4970.27 0.0103569 0.00101758 85659.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5325.01 4924.59 0.0103797 0.00101567 85433 0
: 191 Minimum Test error found - save the configuration
: 191 | 5276.45 4878.42 0.0104151 0.00102841 85227.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5227.44 4833.32 0.0103512 0.00101913 85726.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5179.2 4788.74 0.0103554 0.00101472 85647.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5132.45 4742.77 0.0103509 0.0010167 85706.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5083.66 4699.61 0.0103666 0.00101502 85546.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5037.47 4655.9 0.0104191 0.00105272 85412 0
: 197 Minimum Test error found - save the configuration
: 197 | 4991.31 4611.81 0.0104007 0.00101889 85271.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 4944.46 4569.63 0.0103904 0.00102547 85424.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4899.11 4527.27 0.010464 0.00102702 84773.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4853.96 4485.23 0.0104103 0.0010199 85193.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4809.52 4444.02 0.0103754 0.00101668 85481.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4765.38 4401.68 0.0103678 0.00101895 85572.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4721.51 4359.99 0.0104123 0.00102037 85179.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4676.75 4320.72 0.0103812 0.00101999 85458.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 4635.1 4279.78 0.0103925 0.00102579 85408.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4592.18 4239.52 0.0104593 0.00107894 85284.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4549.54 4199.93 0.0103722 0.00102003 85541.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4507.46 4161.6 0.0104106 0.00102148 85204.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4466.16 4122.72 0.0103735 0.00102985 85619.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4425.46 4083.85 0.0104062 0.00102363 85264.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4384.17 4046.34 0.0103849 0.00101962 85422 0
: 212 Minimum Test error found - save the configuration
: 212 | 4344.48 4008.34 0.0104042 0.00102192 85267 0
: 213 Minimum Test error found - save the configuration
: 213 | 4304.45 3970.86 0.0104112 0.00102051 85191.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4264.74 3933.93 0.0103805 0.00101845 85451.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4225.88 3896.95 0.0103829 0.00102128 85455.5 0
: 216 Minimum Test error found - save the configuration
: 216 | 4187.5 3860.23 0.010415 0.00105463 85466.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4148.03 3825.25 0.0104031 0.0010208 85266.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4110.45 3789.52 0.0103975 0.00102824 85386 0
: 219 Minimum Test error found - save the configuration
: 219 | 4073.11 3754.01 0.0104561 0.00102717 84845.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4035.82 3719.09 0.0104111 0.0010204 85190.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 3999 3684.21 0.0104138 0.00102125 85174.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 3961.95 3650.17 0.0104241 0.00102746 85136.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3926.02 3616.41 0.0103934 0.0010223 85369.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3890.04 3582.92 0.0103722 0.00102221 85561.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3856 3547.76 0.0103815 0.00101866 85444.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3818.66 3516.48 0.0104018 0.0010572 85610.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3784.93 3483.75 0.0103854 0.00103365 85545.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3750.52 3450.84 0.0103887 0.00102732 85457.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3716.61 3418.41 0.010415 0.00103474 85285.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3682.04 3386.96 0.0104586 0.00106179 85135 0
: 231 Minimum Test error found - save the configuration
: 231 | 3648.72 3355.64 0.0103981 0.0010237 85338.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3615.39 3324.76 0.0104199 0.0010223 85128.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3583.11 3293.64 0.0103896 0.0010188 85371.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3550.21 3263.09 0.010389 0.00102464 85430.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3517.94 3232.73 0.0103959 0.00102046 85329.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3485.85 3202.97 0.0104219 0.00105265 85385.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3454.65 3172.93 0.0104112 0.00101993 85185.7 0
: 238 Minimum Test error found - save the configuration
: 238 | 3423.09 3143.55 0.0103977 0.00102567 85360.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3391.84 3114.46 0.0105003 0.00102903 84465.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3361.05 3086.3 0.0103982 0.00103522 85442.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3330.18 3058.23 0.0103842 0.00102153 85445.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3300.57 3029.88 0.0104139 0.001022 85180 0
: 243 Minimum Test error found - save the configuration
: 243 | 3271.44 3000.25 0.0103778 0.00102145 85503.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3240.46 2972.67 0.0103803 0.00101887 85456.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3211.3 2945.49 0.0104042 0.00102373 85283.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3182.18 2917.89 0.0104282 0.00106018 85397.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3153.53 2890.64 0.0103906 0.00101928 85366.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3124.34 2864.24 0.0104073 0.00102344 85252.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3096.24 2838.29 0.0104016 0.00103196 85382.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3068.85 2810.9 0.0103919 0.00102792 85433.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3040.2 2785.17 0.0103625 0.00102302 85658.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3012.8 2759.37 0.0104139 0.00102359 85194.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 2985.66 2733.64 0.0103911 0.00102076 85375.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2958.89 2707.91 0.010392 0.00101815 85343.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2931.02 2683.96 0.0104031 0.00101984 85258.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2905.14 2658.61 0.0104757 0.00103915 84776.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2878.8 2634.19 0.010411 0.00103558 85329.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2853.04 2609.43 0.0103721 0.00102012 85543.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2826.38 2586.01 0.0104903 0.00102903 84555.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2801.79 2561.48 0.010392 0.00102303 85388.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2776.2 2537.6 0.0104142 0.00102159 85173.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2750.72 2514.85 0.0103994 0.00102011 85294.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2726.05 2492.55 0.0104001 0.00102033 85289.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2701.21 2469.08 0.0104135 0.00102044 85169.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2677.19 2445.37 0.0104438 0.00102268 84916 0
: 266 Minimum Test error found - save the configuration
: 266 | 2652.7 2423.2 0.0104322 0.00103622 85142.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2628.54 2400.78 0.0104253 0.00102198 85076.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2604.59 2378.81 0.0103991 0.0010188 85285.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2581.88 2355.53 0.0103903 0.00102109 85385.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2557.04 2335 0.0104636 0.001033 84830.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2535.12 2312.71 0.0104154 0.0010259 85201.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2511.31 2292.07 0.0104106 0.00101905 85182.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2488.79 2271.15 0.0104363 0.00102431 84998 0
: 274 Minimum Test error found - save the configuration
: 274 | 2466.65 2250.95 0.0103678 0.00101728 85556.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2444.09 2228.99 0.0104 0.00101914 85280.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2421.35 2209.33 0.0104367 0.00103588 85099.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2399.82 2190.13 0.0104136 0.0010207 85170.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2378.44 2169.06 0.0104281 0.00102288 85059.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2356.36 2148.88 0.0105082 0.00103307 84431.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2334.92 2128.98 0.0104621 0.00102312 84754.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2313 2110.46 0.0104225 0.00102324 85113 0
: 282 Minimum Test error found - save the configuration
: 282 | 2293.05 2090.01 0.0104261 0.00103697 85204.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2270.97 2071.53 0.0103953 0.00102033 85333.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2250.74 2052.54 0.010408 0.00102447 85255.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2230.05 2033.6 0.0104397 0.00102168 84944 0
: 286 Minimum Test error found - save the configuration
: 286 | 2210.27 2014.29 0.0104503 0.00103949 85008.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2189.03 1996.78 0.0104124 0.00102283 85200.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2169.42 1978.49 0.0104391 0.00102103 84942.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2149.29 1960.33 0.0104309 0.00102554 85057.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2129.24 1942.69 0.0104486 0.00103415 84975.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2110.01 1924.74 0.010403 0.00102937 85345.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2091.01 1905.99 0.0104149 0.00104348 85366.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2070.63 1889.34 0.010438 0.00102048 84947.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2052.26 1871.59 0.0104542 0.0010241 84834.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2032.94 1854.68 0.0104072 0.0010234 85253.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2014.37 1838.23 0.0104798 0.00104674 84807.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 1995.6 1820.9 0.0104215 0.00102273 85117.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 1977.05 1804.1 0.0103989 0.0010252 85345.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1958.61 1787.65 0.0104945 0.00102996 84525.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1940.31 1771.62 0.0104226 0.00102327 85112.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1922.71 1755.18 0.0104234 0.00102128 85086.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1904.41 1739.41 0.0104063 0.00102209 85249.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1887.49 1722.51 0.0104134 0.00102459 85207.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1868.84 1708.13 0.0104575 0.00102514 84814.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1852.11 1692.05 0.0105778 0.00102453 83740.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1834.04 1676.42 0.0104736 0.001041 84812.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1817.04 1661.27 0.0104541 0.00102249 84821.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1800.61 1645.52 0.0104076 0.00102341 85249.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1782.79 1631.56 0.0104406 0.00102454 84961.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1766.43 1616.25 0.0104508 0.00102469 84870.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1750.55 1600.62 0.0104427 0.00102944 84986.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1732.9 1586.78 0.0104215 0.00102288 85118.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1716.76 1573.13 0.0104376 0.00102276 84972.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1701.08 1558.22 0.0104182 0.00103112 85223.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1684.54 1543.55 0.0104212 0.00102417 85133 0
: 316 Minimum Test error found - save the configuration
: 316 | 1668.56 1529.45 0.0104848 0.00104624 84758.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1652.77 1515.27 0.010451 0.00102561 84876.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1637.14 1501.35 0.0105192 0.00111163 85038.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1621.57 1487.36 0.0104394 0.00102431 84969.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1605.69 1474.32 0.0104272 0.00102145 85054.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1590.35 1461.19 0.0104073 0.00102354 85253.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1576.13 1447.32 0.0104206 0.0010318 85207.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1560.95 1434.06 0.0104333 0.00102927 85069.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1545.67 1422.47 0.0104023 0.00102509 85313 0
: 325 Minimum Test error found - save the configuration
: 325 | 1531.21 1408.76 0.0104467 0.00102418 84902.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1516.78 1394.75 0.010462 0.00102817 84801.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1501.6 1381.36 0.0104288 0.00102304 85054.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1487.1 1368.99 0.0104301 0.00102279 85040.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1472.77 1356.5 0.0104283 0.00102743 85098.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1458.96 1344.26 0.0104003 0.00102231 85306.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1444.81 1332.07 0.0104053 0.00102104 85248.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1430.79 1319.99 0.0104671 0.00102476 84724.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1417.26 1306.91 0.0104144 0.00102196 85174.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1403.09 1295.57 0.0104506 0.00104241 85032.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1390.18 1283.15 0.0104036 0.00102369 85288.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1376.67 1270.72 0.0104882 0.00103956 84668.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1362.98 1259.61 0.0104253 0.00102578 85110.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1350.18 1247.46 0.0105196 0.00104792 84462.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1336.86 1235.96 0.0104084 0.00102309 85240 0
: 340 Minimum Test error found - save the configuration
: 340 | 1323.91 1224.91 0.0104055 0.00102298 85264.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1311.67 1212.98 0.0104451 0.00104317 85089.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1298.55 1201.85 0.0104091 0.00102333 85235.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1286.08 1190.78 0.0104162 0.00102148 85154.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1273.83 1179.87 0.0104165 0.00102363 85171.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1261.31 1168.68 0.0104311 0.00102866 85083.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1249.27 1157.78 0.0104371 0.00102348 84983.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1237.06 1146.92 0.0104228 0.00102105 85090.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1225.34 1135.82 0.0104005 0.00102051 85288.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1213.68 1124.59 0.010427 0.00102464 85084.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1201.33 1114.26 0.0104483 0.0010357 84992.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1189.84 1104.3 0.0104248 0.00103013 85155 0
: 352 Minimum Test error found - save the configuration
: 352 | 1178.47 1093.6 0.0104872 0.0010336 84623.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1167.02 1083.47 0.0104204 0.00102212 85122.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1155.57 1073.32 0.0104036 0.00102262 85279 0
: 355 Minimum Test error found - save the configuration
: 355 | 1144.43 1063.26 0.0104193 0.00102402 85148.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1133.07 1053.76 0.0104402 0.00102341 84954.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1122.66 1043.55 0.0104398 0.00102352 84959.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1112.07 1032.87 0.0105046 0.00103781 84506.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1100.63 1023.48 0.0104338 0.00102269 85005.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1089.92 1013.7 0.0104134 0.00102243 85188.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1079.25 1004.33 0.0104208 0.0010206 85104.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1068.94 994.916 0.0104547 0.00102508 84839.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1058.79 985.046 0.0104201 0.00102346 85136.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1047.94 976.331 0.0103977 0.0010197 85305.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1038.2 966.182 0.0104051 0.00102216 85260.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1027.57 956.694 0.0106131 0.00102853 83467.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1017.63 947.533 0.0104756 0.00102549 84654.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1007.4 938.941 0.0104501 0.00102596 84888.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 997.744 929.793 0.0104502 0.00102359 84866.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 987.84 920.624 0.0104209 0.00102223 85118 0
: 371 Minimum Test error found - save the configuration
: 371 | 978.345 911.967 0.0104015 0.00103006 85366 0
: 372 Minimum Test error found - save the configuration
: 372 | 968.842 902.941 0.0104233 0.00103019 85169.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 959.044 894.514 0.0104459 0.001036 85017.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 949.744 886.026 0.0105872 0.00102979 83704.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.722 877.193 0.010447 0.00102546 84912.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 931.309 868.809 0.0104778 0.00104956 84851.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 922.013 860.223 0.0104462 0.00102609 84924.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 912.788 851.925 0.0105143 0.00102982 84347.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 903.674 843.477 0.0104127 0.00102611 85227.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 894.635 835.096 0.0103911 0.00102046 85372.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 885.962 827.142 0.0104504 0.00102405 84868.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 877.522 818.791 0.0104237 0.00103146 85176.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 868.424 810.898 0.0104435 0.00102195 84911.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 860.03 803.474 0.0104428 0.0010247 84943 0
: 385 Minimum Test error found - save the configuration
: 385 | 851.516 795.259 0.0104301 0.00102443 85055.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 842.732 787.703 0.0104455 0.00103809 85038.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 834.577 779.42 0.0103898 0.00102162 85395.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 826.132 771.517 0.0104455 0.0010212 84887.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 817.788 764.216 0.0104204 0.001021 85111.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 809.68 756.812 0.0104148 0.00101953 85148.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.614 749.265 0.0104031 0.00102232 85280.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 793.757 741.547 0.0104351 0.00102066 84976 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.382 734.699 0.0104307 0.0010208 85017.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 777.775 727.279 0.0103888 0.00101958 85385.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 769.802 720.501 0.0104077 0.00102022 85219.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.673 713.085 0.0104286 0.00103283 85144.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.817 705.64 0.010421 0.00102932 85181.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 746.882 698.57 0.010508 0.00103057 84410.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 739.35 691.573 0.0104516 0.00102292 84847.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 731.987 684.474 0.0104179 0.00102147 85138.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 724.708 677.462 0.010422 0.00102321 85117.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.389 670.513 0.0103945 0.00102069 85344.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.135 663.474 0.0105215 0.00102396 84232.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.038 656.899 0.0104044 0.00102097 85256.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 695.434 650.19 0.0104009 0.00102229 85300.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 688.887 643.67 0.0104399 0.00102214 84946.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 681.932 637.368 0.0103936 0.00102244 85368.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 674.883 631.086 0.0104547 0.00102823 84867.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 668.329 624.206 0.0104402 0.0010262 84979.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.398 618.05 0.0103798 0.00101706 85445.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.691 611.259 0.0104064 0.00102146 85243.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 647.533 604.962 0.0104376 0.00103002 85037.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 641.307 598.748 0.010421 0.00102193 85114.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 634.731 592.704 0.0104657 0.00102546 84743.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.208 586.401 0.0104251 0.00102025 85062.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.619 580.688 0.0104734 0.00104793 84876.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.431 574.725 0.0104341 0.00102007 84979.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.123 568.553 0.0104929 0.00102792 84522.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 603.026 562.323 0.010409 0.00102282 85231.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.58 556.737 0.0103929 0.00101781 85332.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.353 551.337 0.0104714 0.00108819 85259 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.325 545.303 0.0105468 0.00102566 84023.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.647 539.78 0.0104282 0.00102165 85047.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.419 534.19 0.0104206 0.0010227 85125 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.883 527.776 0.0104436 0.00102424 84931.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.713 522.09 0.0104317 0.00101837 84985.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 554.658 517.034 0.0104013 0.00102037 85279.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.17 511.685 0.0104124 0.00101993 85174.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.5 505.892 0.0104327 0.00102383 85026.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 537.777 500.389 0.0104189 0.00102348 85148.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.208 495.351 0.0104176 0.00102078 85135.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.58 490.051 0.0104247 0.00103247 85177.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.293 484.574 0.0104589 0.00102458 84796.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.198 479.248 0.0103965 0.00102251 85342.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 510.527 474.475 0.0103875 0.0010206 85407.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.329 469.381 0.0104198 0.00101867 85096.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.121 464.19 0.0104222 0.00102375 85120.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 494.748 459.367 0.0105462 0.00103026 84069.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.442 454.866 0.0103983 0.00101975 85301.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.543 449.836 0.0104851 0.00102635 84578.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.67 444.876 0.0104172 0.00102289 85158.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.227 439.902 0.0104446 0.0010545 85196.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.607 435.102 0.0103955 0.00102235 85349.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.769 430.25 0.0103951 0.00102101 85341.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 459.678 425.884 0.0104009 0.00102326 85309.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 454.885 421.406 0.0104235 0.00102126 85086 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.342 416.855 0.0104229 0.00102135 85092 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.347 411.922 0.0104116 0.00102326 85211.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.78 407.442 0.0104215 0.00102141 85105.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.133 403.016 0.0104366 0.00101954 84952.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.624 398.801 0.010387 0.00102245 85429 0
: 452 Minimum Test error found - save the configuration
: 452 | 426.981 394.374 0.0104401 0.00102981 85013 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.612 389.911 0.010407 0.00102018 85225.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.062 385.6 0.0104118 0.00102012 85181.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.53 381.588 0.0104338 0.00102543 85030.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.434 377.204 0.0104262 0.00102889 85130.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.991 372.858 0.0104324 0.00101984 84993 0
: 458 Minimum Test error found - save the configuration
: 458 | 400.888 368.726 0.0104996 0.00103982 84568.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.484 364.711 0.0104074 0.0010211 85230.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.449 361.075 0.0103864 0.00102048 85415.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.578 356.521 0.010436 0.00102207 84980.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.007 352.771 0.010418 0.00102014 85125.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.102 348.595 0.0104095 0.00102147 85215.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 375.77 344.976 0.0104177 0.00101881 85116.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.108 341.277 0.010403 0.00101917 85253.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 367.982 337.487 0.0104265 0.00101993 85047.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.493 333.634 0.0103807 0.00101896 85454.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.143 329.713 0.0103949 0.00101672 85304.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.206 326.05 0.0103986 0.00101864 85288.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.714 322.558 0.0104446 0.0010224 84905.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.16 318.994 0.0104438 0.00102048 84895.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.333 314.997 0.010405 0.00102231 85263.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.571 312.347 0.010441 0.00102008 84917.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.946 308.393 0.0104203 0.00102163 85118.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.411 305.209 0.0104197 0.00102488 85153 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.806 301.548 0.0104096 0.00102184 85217.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.282 298.713 0.0103925 0.00101946 85350.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.845 294.623 0.0105141 0.00102945 84346.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.487 291.217 0.0103965 0.00102035 85322.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.647 288.13 0.0104155 0.00101951 85143.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.106 284.247 0.0104079 0.00102213 85235.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.692 281.006 0.0104553 0.00101819 84771.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.379 277.83 0.0103847 0.00101841 85412.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.002 274.775 0.0104015 0.00101968 85271.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.83 272.008 0.0104213 0.00101838 85080.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.601 268.585 0.0104398 0.00102027 84930.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.52 265.404 0.0104412 0.00101894 84905.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.181 262.391 0.0104127 0.00102192 85190.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.861 259.454 0.0104158 0.00101875 85133 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.992 256.164 0.0104174 0.00102707 85194.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 280.917 253.376 0.0103742 0.00101921 85515.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 277.798 250.648 0.0104235 0.0010208 85081.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.831 247.594 0.0103978 0.00101847 85293.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.065 245.326 0.0104354 0.00101828 84952.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.875 242.297 0.0104081 0.00102207 85232.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.727 238.982 0.010438 0.00102421 84981.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 262.781 236.17 0.0104415 0.00101781 84892 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.174 233.286 0.0105167 0.00102935 84323 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.229 230.908 0.010421 0.00102173 85112.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.232 228.28 0.0103895 0.00101935 85377.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.602 225.589 0.010443 0.00102578 84950.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.629 222.774 0.0104138 0.00101951 85158.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.21 220.286 0.0104164 0.00101826 85123.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.556 217.602 0.0103996 0.00102324 85321.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.701 214.94 0.0104209 0.00101909 85090 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.387 212.115 0.010413 0.0010194 85164.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.387 210.441 0.0103722 0.00101942 85536.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.93 207.478 0.0104065 0.00102086 85237 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.359 205.272 0.0103968 0.00102255 85339.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.989 202.972 0.0104281 0.00101882 85022.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.299 200.547 0.0103935 0.00101998 85346.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.153 197.962 0.0104455 0.00102176 84891.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.44 195.741 0.0104297 0.00103258 85132.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.295 193.483 0.010386 0.00101972 85413.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.599 191.08 0.0104325 0.00105353 85296.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.893 189.25 0.0104008 0.00101892 85270.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.758 186.883 0.0104334 0.00105913 85340.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.403 184.717 0.010619 0.00103058 83434 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.061 182.351 0.0104318 0.00102784 85070.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.745 179.786 0.0104015 0.0010212 85285 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.394 177.84 0.0103901 0.00102107 85388 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.347 175.85 0.0104174 0.00102112 85140.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.935 173.789 0.0104107 0.00102564 85242.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 194.955 171.553 0.0104031 0.00101831 85244.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 192.779 169.523 0.0104399 0.00105833 85273.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.468 167.346 0.010414 0.0010201 85161.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.34 166.011 0.0104359 0.00102393 84998 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.246 163.569 0.0104062 0.00102193 85248.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.134 161.447 0.0104069 0.00102106 85234.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.147 159.544 0.0104173 0.00102212 85150.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.099 158.703 0.010402 0.00102437 85309.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.116 156.099 0.0103916 0.00102067 85370.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.138 154.232 0.0103982 0.00102241 85326.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.738 152.101 0.0104188 0.00102116 85127.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.861 151.017 0.0104183 0.00103947 85298.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.114 148.592 0.0104285 0.00102209 85048.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.578 147.955 0.0104083 0.00101949 85207.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.214 145.367 0.0105365 0.00102975 84151.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.487 143.362 0.0103944 0.00101987 85337.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.234 142.325 0.0103891 0.00101798 85368.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.459 140.146 0.0104065 0.00102242 85250.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.52 138.243 0.0103879 0.00101908 85390 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.695 136.473 0.010415 0.0010186 85139 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.876 134.985 0.0104016 0.00102193 85291 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.258 133.175 0.0104436 0.00103609 85038.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.225 132.024 0.0103968 0.00102267 85341.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.416 130.126 0.0103805 0.001017 85438.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.686 128.366 0.0104159 0.00101975 85141 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.912 126.865 0.010385 0.00101896 85414.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.168 125.673 0.0103918 0.00101764 85341.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.72 123.684 0.0104001 0.00102095 85295.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.872 122.355 0.0104 0.00102268 85312 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.232 121.486 0.0104236 0.00103723 85229.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.737 119.613 0.0104248 0.0010198 85060.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.963 118.421 0.0104376 0.00103763 85107 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.676 116.57 0.0103875 0.00101999 85401.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.798 115.701 0.0103774 0.00102477 85537.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.401 113.731 0.010549 0.00102992 84041.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.628 112.374 0.0104004 0.00102067 85290.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.213 111.165 0.0103977 0.00101758 85286.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.692 109.704 0.0104262 0.00102728 85116.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.271 108.899 0.0104161 0.00101776 85121.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.759 107.155 0.010373 0.00101869 85522.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.255 105.684 0.0104145 0.00102087 85164.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.767 105.54 0.0104735 0.00103713 84778.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.872 103.002 0.0104019 0.00101995 85270.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.015 101.957 0.0104235 0.00102146 85087.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.498 100.827 0.0103981 0.00101873 85293.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.107 99.0975 0.0104207 0.00101879 85089.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.709 99.0263 0.0104073 0.00102048 85225.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.309 96.7099 0.0104103 0.00102252 85216.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.953 95.5988 0.0104187 0.00102502 85164 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.843 95.3536 0.0104068 0.00102083 85233.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.761 93.7028 0.0104485 0.00102899 84929.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.264 92.7338 0.0104357 0.00103619 85110.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.903 91.2362 0.0104035 0.00102484 85300.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.82 90.1487 0.0104202 0.00104676 85347.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.377 88.4128 0.0105233 0.00103665 84329.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.128 87.624 0.0103857 0.00101896 85408.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.984 86.634 0.0103755 0.00101951 85507.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.8576 85.9491 0.0104151 0.00101952 85146.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.5094 83.8323 0.010393 0.00102069 85357.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.1276 83.1276 0.0104053 0.00102099 85248.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.279 82.0536 0.0104051 0.00102133 85253.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.9522 81.5677 0.0104125 0.00102107 85184.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.9349 80.3975 0.0104359 0.00102062 84968.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.1285 79.617 0.0103776 0.00101871 85480.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.0736 77.8377 0.0104099 0.00102005 85198.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.8111 76.9473 0.0103798 0.00101935 85465.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.5894 76.0918 0.0103941 0.00102185 85358.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.3783 75.3864 0.0104006 0.00102196 85299.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.2963 74.0855 0.0103906 0.00101943 85368.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.337 73.0699 0.0104108 0.00101912 85181.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.4479 72.2706 0.0103943 0.00103172 85446.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.6538 71.2078 0.0104083 0.00101913 85205 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.5838 70.2355 0.0104445 0.00102331 84915.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.6081 69.9959 0.0103982 0.00101951 85299.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.4974 68.7816 0.0105308 0.00103159 84217.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.4843 67.6833 0.0104225 0.0010245 85124.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.4468 66.8597 0.0104059 0.00101777 85214.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.5405 66.0385 0.0103891 0.00102369 85420.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.5246 65.168 0.0104481 0.00103162 84957.6 0
: 603 | 76.7193 65.1885 0.0103554 0.000985194 85376.6 1
: 604 Minimum Test error found - save the configuration
: 604 | 75.6765 63.6067 0.0103907 0.00102432 85412.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.0665 62.7151 0.0104287 0.0010206 85032.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.9981 61.7123 0.0103866 0.00101974 85407.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.9783 60.7696 0.0103978 0.00101858 85294.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.2216 60.2366 0.0103904 0.00101738 85351 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.4302 59.8714 0.0103914 0.00102193 85384.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.6329 58.6654 0.0104008 0.00101914 85273.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.6305 58.6643 0.0103885 0.00102003 85393 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.9841 57.0859 0.0104078 0.00102935 85302.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.0631 56.5087 0.0104061 0.0010201 85233.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.1591 55.8852 0.0104027 0.00101804 85245.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.577 55.4125 0.0104485 0.0010293 84933.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.9483 54.5373 0.0103908 0.00102069 85378 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.8629 53.1912 0.0104003 0.00102405 85321.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.8833 53.034 0.0105005 0.00103047 84476.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.2382 52.2633 0.0104015 0.00101902 85265.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.425 51.034 0.0103863 0.001019 85403.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.7357 50.0547 0.0103862 0.00102906 85496.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.1068 49.8263 0.0104239 0.00102088 85079.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.496 49.0237 0.0103922 0.00102136 85370.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.8195 48.5719 0.0103926 0.00102114 85365.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.103 48.3637 0.0104147 0.00102472 85197.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.2213 47.1262 0.0103941 0.0010204 85345 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.4134 46.5595 0.0104067 0.00102332 85257.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.8535 46.3725 0.0103885 0.00101906 85383.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.0004 45.7849 0.0103977 0.00101676 85279 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.4624 44.871 0.0104046 0.00102018 85248 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.9089 44.161 0.0103857 0.00102223 85438 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.0449 43.1762 0.010438 0.00103182 85050.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.5578 43.0873 0.0104416 0.00102089 84919.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.8812 42.4778 0.0104207 0.00101926 85093 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.2006 41.6873 0.0104053 0.00102941 85325.5 0
: 636 | 51.4054 41.9887 0.0103434 0.000985084 85485.7 1
: 637 Minimum Test error found - save the configuration
: 637 | 50.9684 41.0543 0.0104074 0.00102253 85243.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.3762 40.2951 0.0104904 0.00102774 84543.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.6915 40.1601 0.0104117 0.00101902 85172.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.0816 39.1177 0.0104171 0.00102336 85163.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.4003 38.6756 0.0104037 0.00102081 85262 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.8546 37.9224 0.0104147 0.00102269 85179.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.2649 37.5074 0.0103943 0.00101883 85328.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.6463 37.2203 0.0104136 0.00102055 85169.5 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.1481 35.9479 0.0106145 0.00103004 83468.5 0
: 646 | 45.5501 36.1632 0.0104048 0.000991644 84987.3 1
: 647 Minimum Test error found - save the configuration
: 647 | 45.2921 35.5655 0.0104204 0.00102669 85163.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.584 34.8952 0.0104329 0.00102169 85005.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.9053 34.6316 0.010407 0.00102064 85230 0
: 650 | 43.5068 34.9297 0.0104017 0.000979554 84906.3 1
: 651 | 43.1078 34.7613 0.0103873 0.000985395 85089.1 2
: 652 | 42.4823 35.2164 0.0103582 0.000987114 85369 3
: 653 Minimum Test error found - save the configuration
: 653 | 42.0451 33.387 0.0104014 0.00102346 85306.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.4199 32.6475 0.0103972 0.00102118 85323.9 0
: 655 | 41.0238 32.6936 0.0103937 0.000980134 84983.4 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.4907 31.5193 0.0103989 0.00102375 85332 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.8384 31.4575 0.0104083 0.00102654 85272.2 0
: 658 | 39.5113 31.7195 0.0104955 0.000985864 84125.1 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.0961 30.4561 0.0104145 0.00102079 85163.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.5024 29.5383 0.0104537 0.00103158 84906.4 0
: 661 | 37.8913 30.0646 0.0103416 0.000986594 85515.9 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.6108 28.5778 0.010397 0.00102547 85364.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.2825 28.4253 0.0104055 0.00102146 85251.2 0
: 664 | 36.7474 29.262 0.0103516 0.000985923 85418 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.1615 27.797 0.0104509 0.00104583 85060.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.8813 27.5166 0.0103982 0.00102002 85304.4 0
: 667 | 35.283 28.2898 0.0103909 0.000984584 85049.6 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.3045 26.3323 0.0103715 0.00102043 85551.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.6019 25.9195 0.0103834 0.00102246 85461.3 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.0868 25.5633 0.0104255 0.0010231 85084.3 0
: 671 | 33.5396 25.5718 0.0103701 0.000985154 85243 1
: 672 Minimum Test error found - save the configuration
: 672 | 33.1858 25.3358 0.0104134 0.00102091 85174.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.7556 25.1368 0.010391 0.00102041 85373.3 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.5399 24.5231 0.010401 0.00101813 85262.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.2028 24.119 0.01044 0.00103676 85077.1 0
: 676 | 31.6736 24.5997 0.0103752 0.000986894 85212.3 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.2586 23.2712 0.0105066 0.00110744 85113.6 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.7805 22.8387 0.0104288 0.00102234 85047.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.4878 22.5572 0.0104103 0.0010186 85181.4 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.8583 22.2395 0.0104055 0.00102162 85252.3 0
: 681 | 29.556 22.4241 0.0103628 0.000985743 85314.3 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.2074 21.7089 0.0104619 0.00102308 84756.4 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.8749 21.1322 0.010395 0.00101833 85317.7 0
: 684 | 28.7171 22.0162 0.0103844 0.000984452 85106.5 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.5262 20.9102 0.0104238 0.00103596 85216.2 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.0745 20.6378 0.0104068 0.00101777 85206 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.4248 19.9525 0.010472 0.00102031 84640.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.0194 19.7843 0.0104115 0.00101835 85168.9 0
: 689 | 26.7236 20.1735 0.0103931 0.000996304 85135 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.5461 19.6448 0.0104018 0.00102288 85297.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.1746 19.1495 0.010414 0.00101871 85148.6 0
: 692 | 26.0516 19.1679 0.010336 0.000984454 85547.2 1
: 693 | 25.5624 19.4534 0.0103564 0.000982434 85342.7 2
: 694 Minimum Test error found - save the configuration
: 694 | 25.2269 18.1497 0.0104434 0.00103736 85051.8 0
: 695 | 24.5866 18.6176 0.010393 0.000986924 85051.1 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.5435 17.6876 0.0104155 0.00101943 85141.6 0
: 697 | 24.0939 17.844 0.0104412 0.00106598 85331.3 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.0558 16.9527 0.010445 0.00102818 84954 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.5935 16.2928 0.0104179 0.0010239 85160.6 0
: 700 | 23.6336 16.7712 0.010368 0.000984964 85260.1 1
: 701 | 22.9977 17.18 0.0103733 0.000983902 85202.3 2
: 702 Minimum Test error found - save the configuration
: 702 | 22.4265 15.7614 0.0104378 0.00102088 84953.2 0
: 703 | 22.1582 15.8754 0.0103978 0.000985684 84996.7 1
: 704 | 21.8697 16.0921 0.0103668 0.000986304 85283.6 2
: 705 Minimum Test error found - save the configuration
: 705 | 21.6596 14.9721 0.0104246 0.00103964 85243 0
: 706 | 21.3438 15.5164 0.0104081 0.000985034 84898.2 1
: 707 | 20.9871 15.7074 0.0103657 0.000985533 85286.5 2
: 708 | 20.7335 15.1797 0.0103814 0.000983314 85123.6 3
: 709 Minimum Test error found - save the configuration
: 709 | 20.4209 14.4472 0.0104036 0.00102514 85302.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.2699 14.0727 0.0103981 0.00101744 85282.3 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.9635 13.9242 0.0104194 0.00101991 85111 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.705 13.8125 0.0104302 0.00102187 85031.3 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.6015 13.2252 0.0104234 0.00101976 85073.8 0
: 714 | 19.1923 13.7385 0.0103638 0.000987652 85322.6 1
: 715 Minimum Test error found - save the configuration
: 715 | 18.9305 13.1119 0.0104442 0.00103712 85042.6 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.6813 12.9704 0.0103984 0.00101982 85300.8 0
: 717 | 18.3565 13.0096 0.0104428 0.0010663 85320 1
: 718 | 18.1586 13.0235 0.0103798 0.000984453 85148.5 2
: 719 | 17.8656 13.0628 0.0103734 0.000985724 85218.3 3
: 720 Minimum Test error found - save the configuration
: 720 | 17.6141 12.8539 0.0104373 0.00103116 85050.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.3732 11.9886 0.010424 0.00102333 85100.7 0
: 722 | 17.2409 12.7249 0.0103627 0.000986434 85321.8 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.0337 11.9284 0.0104342 0.00102541 85027.1 0
: 724 | 16.6949 12.1894 0.0103682 0.000983193 85241.9 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.5429 11.0917 0.010482 0.00103813 84711.4 0
: 726 | 16.3495 11.6631 0.0103584 0.000986003 85356.6 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.1684 10.8741 0.0104122 0.00102182 85193.6 0
: 728 | 15.8078 11.3814 0.0104061 0.000997763 85031.4 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.6295 10.2533 0.0104081 0.00102152 85227.9 0
: 730 | 15.3916 11.3073 0.0103941 0.000986204 85034.6 1
: 731 | 15.1482 10.4504 0.0103707 0.000983113 85219.1 2
: 732 | 14.91 10.4898 0.0103551 0.000985824 85385.7 3
: 733 | 14.8392 10.4047 0.0103522 0.000984904 85403.3 4
: 734 | 14.8952 12.0041 0.0103596 0.000983983 85327.9 5
: 735 Minimum Test error found - save the configuration
: 735 | 14.9386 10.1695 0.0104419 0.00102599 84962.4 0
: 736 | 14.8616 11.5744 0.010378 0.000986884 85186.9 1
: 737 | 14.6872 10.6549 0.0104595 0.000995544 84530.9 2
: 738 | 14.3191 10.4516 0.010378 0.000985753 85176.8 3
: 739 Minimum Test error found - save the configuration
: 739 | 13.6867 9.39309 0.010434 0.00102577 85032.1 0
: 740 | 13.5797 9.52806 0.0103806 0.000984644 85142.7 1
: 741 | 13.3466 9.63751 0.0103613 0.000984493 85316.7 2
: 742 | 13.132 10.0752 0.010377 0.000986484 85192.3 3
: 743 | 12.9531 9.54098 0.0104027 0.000989713 84989.3 4
: 744 Minimum Test error found - save the configuration
: 744 | 12.9613 9.08665 0.0104926 0.0010253 84501.2 0
: 745 | 12.6878 11.0045 0.0104181 0.000987924 84833.8 1
: 746 | 12.6146 9.51769 0.0103676 0.000986024 85273.2 2
: 747 | 12.5209 10.3077 0.0103963 0.000985934 85012.6 3
: 748 | 12.13 9.1369 0.0103651 0.000984434 85282 4
: 749 Minimum Test error found - save the configuration
: 749 | 11.9707 8.43376 0.0104141 0.00102724 85225.1 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.8911 8.36888 0.0103987 0.00102097 85308.7 0
: 751 | 11.8077 9.8012 0.0103639 0.000988494 85329.7 1
: 752 | 11.5014 9.56215 0.0103783 0.000987613 85190.5 2
: 753 Minimum Test error found - save the configuration
: 753 | 11.4449 8.27556 0.0103999 0.001021 85297.6 0
: 754 | 11.1335 8.82047 0.0103784 0.000986364 85178.6 1
: 755 | 10.9033 9.7331 0.0103873 0.000984764 85083.1 2
: 756 | 10.7851 8.54602 0.0103564 0.000985853 85374.1 3
: 757 | 10.5546 8.86452 0.0104733 0.000996444 84416.3 4
: 758 | 10.4459 8.29733 0.0103666 0.000984633 85270.2 5
: 759 | 10.4224 9.34657 0.0103868 0.000987604 85113.4 6
: 760 | 10.2548 9.48849 0.0103846 0.000988054 85138 7
: 761 | 10.0622 8.30206 0.0103687 0.000987254 85274.7 8
: 762 Minimum Test error found - save the configuration
: 762 | 9.90493 8.10716 0.0104478 0.00103089 84953.3 0
: 763 Minimum Test error found - save the configuration
: 763 | 9.82405 7.8529 0.0104283 0.00103273 85146.3 0
: 764 | 9.72959 8.03762 0.0103849 0.000986282 85119 1
: 765 | 9.52125 8.10605 0.0103903 0.000984584 85054.5 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.36066 7.4632 0.0104085 0.0010326 85325.3 0
: 767 | 9.1712 8.11585 0.0103776 0.000988022 85201.2 1
: 768 | 9.19792 7.5972 0.0103995 0.000985044 84976.1 2
: 769 | 9.08929 7.772 0.0104159 0.000987804 84852.7 3
: 770 | 9.03764 7.54918 0.0103732 0.000984873 85211.9 4
: 771 | 8.82835 9.08168 0.0103901 0.000986853 85077.3 5
: 772 | 8.85888 7.86255 0.0103798 0.000986503 85166.8 6
: 773 Minimum Test error found - save the configuration
: 773 | 8.56377 6.98323 0.0104154 0.0010244 85187.9 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.5384 6.93599 0.0104144 0.00102128 85168.9 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.40237 6.84364 0.0104232 0.00103403 85204.7 0
: 776 | 8.28703 7.66508 0.0103819 0.000988674 85168.1 1
: 777 | 8.18214 7.27001 0.0104621 0.000997603 84526.5 2
: 778 | 8.15055 7.31386 0.0103906 0.00100063 85197 3
: 779 | 7.92948 7.97924 0.0104059 0.000985744 84923.9 4
: 780 | 7.88481 6.90585 0.0103622 0.000985254 85316 5
: 781 | 7.65939 7.62133 0.010379 0.000985483 85165.3 6
: 782 | 7.64467 6.99078 0.0103648 0.000989404 85330.1 7
: 783 | 7.58442 8.20839 0.0103539 0.000985153 85390.2 8
: 784 Minimum Test error found - save the configuration
: 784 | 7.56492 6.49733 0.0104431 0.00103189 85004.6 0
: 785 | 7.56218 7.52178 0.0103742 0.00100326 85369.9 1
: 786 | 7.67557 7.11317 0.0104053 0.000985194 84924.3 2
: 787 | 7.47804 7.32307 0.010386 0.000985714 85103.9 3
: 788 | 7.23374 7.64537 0.0103512 0.000982844 85394 4
: 789 | 7.1052 6.74538 0.0103728 0.000984424 85211.5 5
: 790 | 6.98612 6.70528 0.0103609 0.000987253 85346 6
: 791 | 6.84994 7.05472 0.0103699 0.000980134 85199.2 7
: 792 Minimum Test error found - save the configuration
: 792 | 6.69091 6.41978 0.0104237 0.00102457 85113.9 0
: 793 | 6.72602 7.85387 0.0104998 0.000989384 84118.2 1
: 794 Minimum Test error found - save the configuration
: 794 | 6.61791 5.48394 0.0104461 0.00103955 85047.5 0
: 795 | 6.53436 6.73372 0.0103886 0.000988323 85103.5 1
: 796 | 6.39209 5.84636 0.0104134 0.000987633 84874 2
: 797 | 6.37566 6.537 0.0104844 0.000992333 84281 3
: 798 Minimum Test error found - save the configuration
: 798 | 6.28153 5.29191 0.0104156 0.00102595 85200.5 0
: 799 | 6.47503 6.26373 0.0103678 0.000988513 85294.1 1
: 800 | 6.49445 6.3048 0.0103888 0.000987214 85091.9 2
: 801 | 6.18878 5.4813 0.0103937 0.000989024 85063.8 3
: 802 | 5.8952 6.37828 0.0103754 0.000989234 85231.9 4
: 803 | 5.98619 5.72225 0.0103895 0.000985224 85067.2 5
: 804 | 5.93282 6.48858 0.0103667 0.000986004 85281.4 6
: 805 | 5.65084 5.56836 0.0103603 0.000986494 85343.8 7
: 806 | 5.63107 6.19299 0.0103766 0.000986592 85196.8 8
: 807 Minimum Test error found - save the configuration
: 807 | 5.66163 4.9177 0.010393 0.00102508 85398 0
: 808 | 5.77016 6.59563 0.0103878 0.000985753 85087.8 1
: 809 | 5.45165 5.6414 0.0103785 0.000990383 85213.9 2
: 810 | 5.49141 6.14793 0.0103657 0.000985414 85285.1 3
: 811 | 5.45498 5.79507 0.0103993 0.000988334 85007 4
: 812 | 5.29107 6.5624 0.0103657 0.000985203 85283.2 5
: 813 | 5.26571 5.91459 0.010362 0.000987494 85338.2 6
: 814 | 5.2784 6.22434 0.0103476 0.000983303 85430.4 7
: 815 | 5.01299 6.1711 0.0103532 0.000983824 85384.2 8
: 816 | 5.04448 6.21737 0.0103859 0.000985163 85099.4 9
: 817 | 5.19205 6.64776 0.0104752 0.000993084 84369.5 10
: 818 | 4.93617 5.89496 0.0103881 0.000989683 85120.9 11
: 819 | 4.80582 6.42437 0.0103677 0.000987753 85288.1 12
: 820 | 4.78288 6.56435 0.0104223 0.000995694 84866.3 13
: 821 | 4.86376 7.00672 0.0103786 0.000987354 85185.3 14
: 822 | 4.73741 6.21223 0.0103467 0.000983764 85442.9 15
: 823 | 4.56983 6.4833 0.0103945 0.000985304 85023.4 16
: 824 | 4.53597 5.17917 0.0103828 0.000987144 85145.4 17
: 825 | 4.65564 6.80785 0.010386 0.000987694 85121.8 18
: 826 | 4.53484 6.70921 0.0103915 0.000989063 85084.5 19
: 827 | 4.3486 7.45435 0.0103854 0.000984503 85098.5 20
: 828 | 4.26416 6.24618 0.010399 0.000985313 84982.7 21
:
: Elapsed time for training with 1000 events: 8.61 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: 0.0117 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: 0.813 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.153 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= 3.27682e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05338e+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: 0.03 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: 0.0362 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: 0.00158 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: 0.095 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: 0.88 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: 0.0206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00277 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: 0.037 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00443 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: 0.00238 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000604 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: 0.0954 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.88 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0986 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 : -0.415 0.645 6.67 1.75 | 3.212 3.235
: 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 : 0.507 0.778 2.40 1.16 | 3.351 3.346
: 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.