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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.246 sec
: Elapsed time for training with 1000 events: 0.249 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00239 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: 0.000723 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00393 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: 0.000177 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00028 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 = 31541.7
: --------------------------------------------------------------
: 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 | 33100 31225.4 0.00995266 0.00102932 89652.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32672.4 30733.5 0.0100633 0.00102121 88475.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 32025.7 30075.4 0.0101844 0.00102341 87326.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31280.4 29412.2 0.0102253 0.00102344 86939.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30524.4 28685.4 0.0102365 0.00102873 86883.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29748 27844.7 0.0102079 0.00102838 87150.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 29073.1 27249.5 0.010135 0.00102633 87828.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28622.8 26876.2 0.00999619 0.000992658 88854 0
: 9 Minimum Test error found - save the configuration
: 9 | 28267.6 26554.6 0.00997029 0.000990827 89092.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27947.8 26254.3 0.00999167 0.000989617 88868.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27643.5 25971.7 0.00991339 0.000978088 89532.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27354.1 25700.7 0.00986359 0.000978198 90035.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 27072.7 25442.3 0.00999391 0.000990066 88850.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26806.8 25184.6 0.00987359 0.000967828 89829.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26544.2 24933.1 0.00988275 0.000981878 89878.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26285 24690.4 0.00989272 0.000981578 89775.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 26030.7 24456.3 0.00987887 0.000978558 89884.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25787 24221.7 0.00990737 0.001003 89843.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25545.7 23989.8 0.00987445 0.000979718 89940.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 25308.3 23761.4 0.0098838 0.000982388 89873.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25072.6 23539.3 0.00988883 0.000980957 89808.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24839 23324.9 0.00987665 0.000977387 89895.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24615.7 23107.5 0.00989968 0.000982548 89715 0
: 24 Minimum Test error found - save the configuration
: 24 | 24390.1 22895.2 0.00988837 0.000980618 89809.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24171 22683 0.00989794 0.000981218 89719.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23949.9 22477.7 0.00987903 0.000981367 89911.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23736.8 22271.7 0.00988523 0.000981677 89851.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23519.3 22075 0.00990026 0.000998988 89874.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 23313.3 21873.9 0.0099039 0.000986587 89713.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 23104 21677.1 0.00992025 0.000985538 89538.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22897.7 21483.5 0.00988718 0.000982398 89839.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22697.1 21288.6 0.00989065 0.000982137 89801.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22493.2 21100 0.00993107 0.000984987 89424.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22296.1 20911.3 0.00999028 0.000987727 88863.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 22098.3 20726.5 0.00993542 0.000985267 89383.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21903 20544.7 0.00987194 0.000979948 89968.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21711.3 20363.6 0.00992417 0.000989778 89541.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21522.4 20182 0.00990048 0.000985726 89738.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21333.6 20003 0.00994442 0.000999697 89438.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 21146.2 19827.3 0.00993678 0.00100964 89614.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20963.8 19650.7 0.00991615 0.000986877 89592.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20777.2 19481.7 0.00991786 0.000982918 89536.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20598.2 19311.9 0.00990836 0.000984188 89644.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20419.6 19143.4 0.00995737 0.000985846 89171 0
: 45 Minimum Test error found - save the configuration
: 45 | 20244 18974.5 0.00992053 0.000996558 89646.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 20065.7 18811.9 0.00992995 0.000984739 89433.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19894.8 18647.1 0.00992405 0.000986366 89508.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19721.3 18486.5 0.00991785 0.000983448 89541.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19550.9 18328.3 0.00996908 0.00100939 89288.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19387.1 18165.2 0.00990332 0.000985346 89706.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 19215.9 18010.6 0.00994748 0.000986939 89280.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 19052.6 17855.2 0.00992471 0.000984147 89479.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18889.1 17701.7 0.00991591 0.000984567 89572.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18727.2 17550 0.00993048 0.000983718 89417.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18564.8 17403 0.0100377 0.000993998 88459.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18409 17252.1 0.00997546 0.000988888 89021.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 18252.3 17097.4 0.01 0.000991997 88809.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 18086.2 16944.3 0.0101677 0.000997267 87237.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17949.9 16799.4 0.00996941 0.000993548 89128 0
: 60 Minimum Test error found - save the configuration
: 60 | 17781.9 16663.8 0.0100005 0.00100987 88981.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17629.6 16518 0.0100005 0.000991887 88804.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17472.8 16369.3 0.00998312 0.000994047 88997 0
: 63 Minimum Test error found - save the configuration
: 63 | 17314.4 16215.8 0.009986 0.000994517 88973 0
: 64 Minimum Test error found - save the configuration
: 64 | 17176.4 16065.3 0.0100288 0.000996598 88571.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 17040 15960.9 0.0100074 0.000996459 88780.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16886 15819.8 0.0100298 0.000999118 88586.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16730.4 15655 0.010045 0.00102208 88663 0
: 68 Minimum Test error found - save the configuration
: 68 | 16569.3 15499.1 0.0100604 0.00100439 88339.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16418.6 15357.5 0.0100842 0.00100284 88092.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16273.1 15215.7 0.0101029 0.00102808 88156.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 16127.9 15074.8 0.0101276 0.00101039 87746.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15981 14940.5 0.0101165 0.00101053 87854.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15841 14805 0.0100946 0.00101025 88063.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15698.8 14673.9 0.0100972 0.00100925 88028.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15557.2 14538.5 0.0101924 0.00110783 88061.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15420.2 14403.6 0.0101409 0.00101023 87616.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15279.4 14272.9 0.0101301 0.00100985 87716.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 15141.1 14142.5 0.0100972 0.00100929 88029.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 15006 14013.1 0.0101 0.0010071 87980.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14868.2 13885.2 0.0101566 0.00102828 87639.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14734.7 13757.4 0.0101191 0.00101778 87899.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14600.5 13633.5 0.0101385 0.00103487 87877 0
: 83 Minimum Test error found - save the configuration
: 83 | 14468.8 13506.5 0.0101372 0.00101653 87712.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14338.8 13380.8 0.0101039 0.00100917 87963.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 14207.1 13261 0.0101195 0.00100967 87817.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 14080.4 13140.7 0.0101361 0.00101173 87676.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13954 13018.5 0.0101461 0.00102276 87686.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 13826.7 12900.6 0.0101125 0.00101807 87966.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13704.2 12781 0.0101104 0.0010101 87908.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13578.2 12667.1 0.0101479 0.00104081 87843.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13456.6 12552.8 0.0101334 0.00101251 87710.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 13337.4 12437.4 0.0101361 0.00101762 87734.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13216.2 12325.1 0.0101173 0.00101443 87884 0
: 94 Minimum Test error found - save the configuration
: 94 | 13099.7 12210.2 0.0101209 0.00101042 87811.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12979.7 12100.2 0.0101135 0.00100853 87863.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12862.9 11990.8 0.0102695 0.00102043 86495 0
: 97 Minimum Test error found - save the configuration
: 97 | 12745.6 11885.7 0.0101199 0.00101882 87901.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12634.5 11775.7 0.0101511 0.00101147 87531.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12519.2 11669.2 0.0101515 0.0010135 87546.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12407.9 11561.6 0.0101316 0.00101364 87739 0
: 101 Minimum Test error found - save the configuration
: 101 | 12295 11457.4 0.0102002 0.00103474 87284 0
: 102 Minimum Test error found - save the configuration
: 102 | 12184.8 11352.8 0.0101337 0.00101634 87744.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 12075.3 11249.3 0.0101326 0.00101024 87696.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11965.4 11148.4 0.0101367 0.00100944 87649.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11860.1 11045 0.0101354 0.00101069 87674 0
: 106 Minimum Test error found - save the configuration
: 106 | 11750.4 10946.9 0.0101778 0.00102006 87357.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11646.8 10846.1 0.0102311 0.0010233 86882.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11540.8 10748.1 0.0101476 0.00101434 87592.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11436.5 10651.3 0.0101311 0.00101059 87714.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11333.1 10555.9 0.0101448 0.00101566 87631 0
: 111 Minimum Test error found - save the configuration
: 111 | 11232.2 10459.4 0.010189 0.00103256 87369.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 11131.2 10363.3 0.0101682 0.00102595 87506.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 11031.3 10267.9 0.010155 0.00101484 87526.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10929.9 10175.6 0.0101515 0.0010126 87538.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10830.9 10085.1 0.0101525 0.00102033 87602.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10735.2 9991.97 0.0102851 0.00103052 86443.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10638 9900.14 0.0101539 0.00102499 87633.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10541.6 9809.79 0.010156 0.00101361 87504.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10445.6 9721.5 0.010155 0.00100943 87474.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10351.8 9633.12 0.0101548 0.00101851 87563.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10258 9545.68 0.0102131 0.00103582 87171.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10166.1 9457.88 0.0101622 0.00101859 87492.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 10073.3 9371.96 0.0101744 0.00101545 87346.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 9983.68 9284.81 0.0101675 0.00101786 87435.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9892.01 9200.42 0.0101553 0.0010186 87559 0
: 126 Minimum Test error found - save the configuration
: 126 | 9801.62 9118.05 0.0101704 0.00101967 87424.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9714.44 9033.89 0.0101638 0.00102177 87507.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9626.27 8950.73 0.0101494 0.00101662 87597 0
: 129 Minimum Test error found - save the configuration
: 129 | 9538.16 8869.62 0.0101802 0.00101842 87319.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9452.44 8788.24 0.0101669 0.00101868 87449 0
: 131 Minimum Test error found - save the configuration
: 131 | 9365.9 8708.68 0.0102165 0.00103459 87128.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9283.27 8626.61 0.0102072 0.00102599 87134.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9195.8 8549.99 0.0101553 0.00101777 87551.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 9113.95 8471.75 0.010144 0.00101755 87657 0
: 135 Minimum Test error found - save the configuration
: 135 | 9031.01 8394.37 0.010173 0.00101313 87337.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8948.99 8317.71 0.0101756 0.0010175 87354.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8866.87 8243.13 0.0102788 0.00103855 86578 0
: 138 Minimum Test error found - save the configuration
: 138 | 8788.5 8165.78 0.010173 0.00101692 87373.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8707.73 8090.52 0.0101576 0.00101523 87504.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8628.11 8016.67 0.010151 0.00101586 87573.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8549.97 7942.94 0.0101761 0.00102127 87385.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8472.44 7869.64 0.0101969 0.0010335 87303.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8394.51 7798.2 0.0102054 0.00102115 87105.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8318.54 7726.76 0.0101626 0.00101379 87443.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8242.79 7655.91 0.0101591 0.0010129 87467.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 8169.23 7583.63 0.0101794 0.00101512 87295.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 8093.01 7514.59 0.010155 0.00102341 87608.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 8019.26 7446.14 0.0102219 0.00103936 87121.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7946.48 7377.79 0.0101776 0.00101426 87304.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7874.54 7309.26 0.0101688 0.00101589 87404.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7801.76 7242.81 0.0101851 0.00102141 87300.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7730.87 7176.48 0.0101903 0.00103208 87353.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7661.56 7108.9 0.0101528 0.00101464 87545 0
: 154 Minimum Test error found - save the configuration
: 154 | 7590.33 7043.9 0.0101723 0.00101771 87387.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7521.26 6979.03 0.0101771 0.0010127 87294.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 7452.2 6915.31 0.010404 0.00102522 85299 0
: 157 Minimum Test error found - save the configuration
: 157 | 7384.93 6850.95 0.0102679 0.00102826 86583.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7316.51 6788.71 0.0101654 0.00101514 87428.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7251.28 6724.61 0.0102173 0.0010338 87112.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7183.47 6663.35 0.0102169 0.00101646 86952 0
: 161 Minimum Test error found - save the configuration
: 161 | 7118.31 6601.87 0.0101903 0.0010197 87235.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 7054 6539.67 0.0102262 0.00105016 87183.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6988.61 6479.39 0.0101781 0.0010207 87361.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6924.64 6419.79 0.0101652 0.00101648 87443.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6861.15 6360.77 0.0101649 0.00102011 87481.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6799.23 6301.12 0.0102069 0.00102017 87081.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6736.1 6243.2 0.0101767 0.00101993 87366.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6674.22 6186.1 0.0101892 0.00101467 87197.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6613.91 6128.16 0.0101594 0.00101406 87476 0
: 170 Minimum Test error found - save the configuration
: 170 | 6553.18 6071.09 0.0101827 0.00101926 87303.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6492.47 6015.23 0.0101978 0.0010196 87163.1 0
: 172 Minimum Test error found - save the configuration
: 172 | 6433.45 5959.24 0.0102179 0.0010373 87140.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6373.93 5904.37 0.0102029 0.00101914 87110.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6316.13 5848.98 0.0101716 0.00101546 87373 0
: 175 Minimum Test error found - save the configuration
: 175 | 6256.98 5795.87 0.0101564 0.00101744 87537.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6200.16 5742.33 0.0101876 0.0010193 87257.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6144.21 5687.69 0.0101578 0.00101789 87528.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6086.73 5634.94 0.0103069 0.00102374 86177.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 6030.19 5583.68 0.0101757 0.00101713 87350.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5976.44 5530.21 0.0101856 0.00101817 87265.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5920.46 5478.81 0.0102009 0.00102443 87179.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5865.61 5428.67 0.0101948 0.00103517 87339.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5812.42 5377.39 0.0101784 0.00101714 87324.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5757.14 5329.77 0.0101918 0.00101869 87211.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5707.02 5278.04 0.010171 0.00101533 87377.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5653.1 5228.88 0.0102055 0.00102982 87187.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5601.21 5179.88 0.0101624 0.00101853 87490.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5549.12 5132.15 0.0101933 0.00101744 87185.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5498.39 5084.28 0.0101819 0.0010174 87293.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5447.5 5037.41 0.0101777 0.00101905 87349.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5397.26 4990.87 0.0101957 0.00101909 87177.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5348.24 4943.61 0.0101601 0.00101901 87516.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5298.19 4898.09 0.0102171 0.0010337 87113.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5250.33 4851.78 0.0101821 0.00101639 87282.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5200.76 4807.61 0.0101833 0.00101694 87275.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5153.69 4762.4 0.0102387 0.00101869 86767.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 5105.95 4718.01 0.0101952 0.00102296 87219.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 5059.11 4673.95 0.0103104 0.00103424 86242.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 5012.99 4629.47 0.0101761 0.00101719 87347 0
: 200 Minimum Test error found - save the configuration
: 200 | 4966.3 4586.24 0.0101757 0.00101971 87374.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4919.34 4545.35 0.010203 0.00101833 87101.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4875.82 4501.88 0.010164 0.00101614 87452.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4830.16 4460.24 0.0102598 0.00104059 86775.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4785.84 4418.77 0.0101872 0.00102203 87287.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4742.05 4377.55 0.0102403 0.00101839 86749.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 4697.71 4337.38 0.0102336 0.00102215 86848 0
: 207 Minimum Test error found - save the configuration
: 207 | 4654.54 4297.76 0.010196 0.00102556 87236.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4612.49 4257.32 0.0101915 0.00101952 87222.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4569.94 4217.38 0.0101982 0.00103012 87259.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4527.37 4178.66 0.0101788 0.00101805 87328.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4486.74 4139.12 0.0102307 0.0010202 86857.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4444.41 4101.55 0.0101966 0.00102371 87213.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4404.53 4063 0.0102464 0.00103715 86869.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4363.55 4025.39 0.010186 0.00101927 87272.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4324.45 3986.99 0.0101825 0.00102888 87397.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4284.77 3949.11 0.0101769 0.00102116 87377 0
: 217 Minimum Test error found - save the configuration
: 217 | 4244.06 3913.5 0.0102247 0.00102783 86986.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4205.52 3878 0.0102998 0.00103581 86356.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4167.77 3841.96 0.0101845 0.00101761 87270.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4129.27 3806.2 0.0101781 0.0010191 87346.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4091.67 3770.97 0.0102105 0.00102751 87117.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 4054.4 3735.42 0.0102013 0.00102592 87190 0
: 223 Minimum Test error found - save the configuration
: 223 | 4017.12 3700.66 0.0102299 0.00103675 87021.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3980.24 3666.41 0.0101957 0.00101765 87164.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3944.5 3631.46 0.0101756 0.00102044 87382.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3908.12 3597.87 0.0102114 0.00101713 87010.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3872.23 3564.77 0.0101923 0.00102328 87250.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3836.96 3532.08 0.0101932 0.0010198 87208.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3802.69 3498.87 0.010197 0.00102934 87263.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3767.42 3466.73 0.0101998 0.00101943 87142.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3733.46 3433.99 0.0102142 0.0010211 87021.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3699.72 3401.62 0.0101893 0.00102343 87280.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3665.12 3370.65 0.0103324 0.00104562 86144.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3632.61 3338.98 0.0102181 0.00102149 86988.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3598.54 3309.17 0.0101896 0.00101732 87219.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3566.58 3278.37 0.0102129 0.0010215 87038.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3534.7 3247.86 0.0102134 0.00102674 87082.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3502.84 3216.5 0.0101946 0.00101568 87156.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3469.65 3187.31 0.0103092 0.00103637 86273.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3439.22 3157.35 0.0101913 0.00101811 87211.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3406.67 3129.17 0.0102437 0.00103397 86864.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3377.08 3099.42 0.0101917 0.00102433 87265.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3346.15 3070.71 0.0102197 0.00105069 87250.8 0
: 244 Minimum Test error found - save the configuration
: 244 | 3315.11 3043.12 0.0101888 0.00102211 87272.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3285.56 3015.28 0.0102082 0.00102058 87074.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3256.26 2986.14 0.0102008 0.0010194 87133.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3226.76 2957.79 0.0101917 0.00102639 87285.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 3195.9 2931.85 0.0102046 0.00102016 87104.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3167.96 2904.47 0.0101905 0.0010201 87237.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3139.5 2877.47 0.010195 0.00101787 87173.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3111.05 2850.13 0.0102808 0.00103535 86529.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3082.54 2823.75 0.010246 0.00102335 86743.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3054.74 2797.28 0.0101931 0.00101712 87184.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3026.38 2772.27 0.0104516 0.0010471 85066 0
: 255 Minimum Test error found - save the configuration
: 255 | 2999.76 2746.54 0.0102059 0.00102084 87098.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2972.39 2721.05 0.0102139 0.00102216 87034.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2945.73 2695.5 0.010227 0.0010253 86940.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2918.52 2670.84 0.0102203 0.00102273 86979.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2892.06 2646.42 0.0102967 0.00102719 86304.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2866.71 2621.46 0.0102015 0.00102145 87145.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2840.48 2596.88 0.010241 0.00102809 86834.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2814.06 2573.64 0.0102144 0.00102036 87013 0
: 263 Minimum Test error found - save the configuration
: 263 | 2789.08 2549.68 0.0102079 0.00102004 87071.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2763.23 2527.17 0.0102359 0.00103805 86977 0
: 265 Minimum Test error found - save the configuration
: 265 | 2739.51 2502.92 0.0102023 0.00101815 87106.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2714.29 2479.78 0.010211 0.00102166 87056.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2689.58 2456.52 0.0101959 0.00101765 87162.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2664.81 2434.71 0.0101963 0.0010207 87188.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2641.55 2411.87 0.0102035 0.00102202 87132.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2617.14 2389.96 0.0102182 0.00101888 86963.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2593.79 2367.43 0.0102251 0.00101981 86906.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2570.31 2345.61 0.0102235 0.00102442 86965.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2546.74 2323.98 0.0102027 0.00102197 87139.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2523.42 2303.16 0.0102336 0.00104898 87101.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2500.64 2282.09 0.0102078 0.00101871 87059.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2478.38 2261.02 0.0102178 0.00102272 87002.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2455.23 2240.93 0.0102195 0.00102693 87026.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2434.01 2219.67 0.010212 0.00102431 87073 0
: 279 Minimum Test error found - save the configuration
: 279 | 2411.7 2198.78 0.0103283 0.00103594 86092.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2389.58 2178.59 0.0102456 0.00102196 86734.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2368.08 2158.25 0.0102556 0.0010223 86642.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2346.13 2139.02 0.0102661 0.00102079 86530.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2324.86 2119.41 0.0102426 0.00101758 86720.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2303.58 2100.77 0.0102745 0.00103669 86600.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2283.01 2081.11 0.0102678 0.00102477 86551.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2261.59 2062.39 0.0102746 0.00102336 86474.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2241.26 2044.36 0.0102639 0.00102045 86547.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2221.24 2024.16 0.0102197 0.00102161 86975 0
: 289 Minimum Test error found - save the configuration
: 289 | 2199.92 2006.36 0.0101969 0.00102269 87200.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2180.66 1987.22 0.0102199 0.00102674 87021.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2159.75 1970.56 0.0102068 0.00101879 87070.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2140.63 1951.34 0.0102988 0.00103638 86370.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2120.54 1933.27 0.010236 0.00102104 86815.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2101.42 1915.55 0.0102705 0.00104132 86681.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2081.18 1898.86 0.0102087 0.00101887 87052.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2062.43 1881.02 0.0102383 0.00102261 86808.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2042.97 1864.48 0.0102194 0.00101908 86953.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 2024.96 1846.57 0.0102047 0.00101617 87065.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 2005.69 1829.94 0.010227 0.00101924 86883.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1987.04 1813.21 0.0103007 0.00102613 86256.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1968.37 1796.77 0.0102066 0.00101936 87077 0
: 302 Minimum Test error found - save the configuration
: 302 | 1950.29 1780.6 0.0101954 0.0010183 87173.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1932.82 1763.56 0.0102398 0.00102487 86816 0
: 304 Minimum Test error found - save the configuration
: 304 | 1914.2 1747.5 0.010228 0.0010392 87062.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1896.08 1731.86 0.0102172 0.00101678 86952.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1878.66 1716.02 0.0102194 0.00102118 86973.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1861.51 1699.98 0.0102155 0.00102126 87011.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1844.06 1684.16 0.0102152 0.00101727 86976.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1826.23 1668.97 0.0104659 0.00101939 84687.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1809.11 1653.85 0.0103206 0.00103642 86168.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1793 1637.87 0.0102803 0.00102384 86426.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1775.09 1623.62 0.0102264 0.00102152 86910.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1759.22 1608.48 0.010192 0.00102097 87230.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1742.2 1594.33 0.0102355 0.00105093 87102.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1725.93 1579.32 0.0102141 0.00102102 87022.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1709.42 1565.05 0.0102254 0.00101952 86900.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1693.54 1550.41 0.0101991 0.00101869 87141.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1677.17 1536.65 0.0102038 0.00101928 87103 0
: 319 Minimum Test error found - save the configuration
: 319 | 1661.64 1522.89 0.0102193 0.00101724 86937.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1645.93 1508.5 0.0103209 0.00102645 86073 0
: 321 Minimum Test error found - save the configuration
: 321 | 1629.8 1495.22 0.0102574 0.00102627 86663.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1615.25 1480.95 0.0102168 0.00101909 86978.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1599.08 1468.32 0.0102144 0.00103335 87136.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1584.36 1454.39 0.010203 0.00102393 87155 0
: 325 Minimum Test error found - save the configuration
: 325 | 1568.85 1441.28 0.0102475 0.0010381 86868.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1553.97 1427.49 0.0102446 0.00102297 86752.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1539.01 1414.57 0.0102485 0.00102328 86719.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1524.28 1401.23 0.0102126 0.00102426 87067.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1509.73 1388.4 0.0102284 0.00102853 86958 0
: 330 Minimum Test error found - save the configuration
: 330 | 1495.35 1375.19 0.010188 0.001019 87250.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1480.37 1363.29 0.0102453 0.00102268 86743.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1466.97 1350.81 0.0102355 0.00101789 86790.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1452.75 1337.84 0.0101951 0.00102654 87254.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1438.55 1325.68 0.0102095 0.00101964 87052.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1424.93 1313.14 0.0102465 0.00103896 86885.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1411.8 1300.28 0.0102567 0.00102289 86638.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1396.83 1289.8 0.0102113 0.00102269 87064.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1384.84 1276.55 0.0102058 0.00101803 87072.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1370.19 1265.72 0.0102352 0.001024 86850.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1357.83 1253.54 0.0103206 0.00102887 86098.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1344.66 1242.11 0.0102277 0.00102463 86927.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1331.77 1230.55 0.0102106 0.0010197 87042.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1318.79 1218.73 0.0102113 0.00101964 87035.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1306.11 1207.44 0.0102087 0.00102063 87069.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1293.7 1196.13 0.0102592 0.0010416 86790.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1280.83 1185.45 0.0102319 0.00102303 86872.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1268.92 1173.61 0.0102037 0.00101984 87109.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1255.98 1163.38 0.0102424 0.0010231 86774.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1244.7 1152.23 0.0102014 0.00101961 87129.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1232.27 1141.39 0.0102183 0.00102784 87046.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1220.34 1130.65 0.0130298 0.00104681 66761.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1208.38 1120.06 0.0124018 0.00177204 75260.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1196.44 1109.84 0.0122105 0.00103811 71604.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1185.51 1098.99 0.0102994 0.00106187 86603 0
: 355 Minimum Test error found - save the configuration
: 355 | 1173.69 1088.94 0.0102197 0.00102311 86988.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1162.34 1078.6 0.0102061 0.00102108 87098.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1150.81 1068.81 0.0102066 0.00101927 87076.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1139.85 1058.96 0.0102401 0.00102623 86825.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1129.12 1048.14 0.0102584 0.00102437 86635.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1117.87 1038.18 0.0103369 0.00102836 85942.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1107.15 1028.09 0.0102309 0.00102243 86876.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1096.14 1018.5 0.0102193 0.00102152 86977.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1085.13 1009.37 0.0102041 0.0010223 87128.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1075.03 999.268 0.0102146 0.00101855 86994.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1064.49 989.915 0.0102468 0.00103789 86872.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1054.15 980.6 0.0102327 0.00102268 86861.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1043.88 971.351 0.0102212 0.00102048 86949.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1033.43 962.016 0.0102254 0.00101834 86889.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1023.35 953.033 0.010229 0.00102157 86886.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 1013.36 944.05 0.0101978 0.00102036 87170.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 1003.78 934.548 0.0102113 0.00102751 87110.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 993.519 925.774 0.010332 0.00103079 86010.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 983.957 916.964 0.0102185 0.00101964 86967.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 974.272 908.357 0.0102307 0.00102298 86883.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 965.101 899.108 0.0102489 0.00103747 86848.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 955.192 890.485 0.0102167 0.00101959 86983.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 946.186 881.892 0.0102306 0.00102984 86949.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 936.66 872.836 0.0102344 0.00101869 86808.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 927.286 864.663 0.0101993 0.00102036 87156.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 918.001 856.598 0.010322 0.00103165 86111 0
: 381 Minimum Test error found - save the configuration
: 381 | 908.965 848.426 0.0102389 0.0010174 86754 0
: 382 Minimum Test error found - save the configuration
: 382 | 900.161 840.253 0.0102022 0.00101873 87112.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 891.274 832.398 0.0102129 0.00102085 87031.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 882.641 823.716 0.0102176 0.00102583 87034.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 873.596 815.439 0.0102404 0.00103805 86934.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 864.947 807.945 0.010241 0.00103026 86855.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 856.775 799.915 0.0102068 0.00102103 87091.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 847.946 792.215 0.0102181 0.00102971 87066.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 839.597 784.282 0.0101993 0.00102019 87154.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 831.116 776.372 0.0102277 0.00102179 86900.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 822.913 768.494 0.0102306 0.00102108 86866.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 814.852 760.824 0.0102143 0.00101935 87004.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 806.288 754.022 0.010208 0.00102063 87076.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 798.615 747.246 0.0102164 0.00101907 86981.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 790.68 738.561 0.0102707 0.00103572 86626.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 782.309 731.613 0.0102218 0.0010234 86971.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 774.853 724.124 0.0102244 0.00101919 86907.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 767.176 716.536 0.0102143 0.00101995 87009.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 759.346 709.91 0.0102205 0.00102119 86962.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 751.544 702.837 0.0102745 0.00102433 86485.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 744.287 695.555 0.0103242 0.00102725 86049.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 736.666 688.485 0.0102116 0.00102345 87068.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 729.12 681.446 0.0102347 0.00102638 86877.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 721.878 674.902 0.0102003 0.00102374 87179 0
: 405 Minimum Test error found - save the configuration
: 405 | 714.487 667.944 0.0102407 0.00103589 86911.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 707.552 661.67 0.0102103 0.00102296 87075.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 700.646 654.212 0.0102318 0.00102451 86887.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 693.083 648.198 0.0102244 0.00101951 86910.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 686.357 642.091 0.0102079 0.00101736 87046 0
: 410 Minimum Test error found - save the configuration
: 410 | 679.236 634.885 0.0102363 0.00102362 86837 0
: 411 Minimum Test error found - save the configuration
: 411 | 672.638 628.088 0.0102247 0.00102073 86918.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 665.45 621.574 0.0102375 0.00101851 86777.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 658.782 615.637 0.01039 0.00103021 85471.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 652.181 608.85 0.0102548 0.00102532 86678.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 645.517 602.885 0.0104115 0.00104597 85419.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 638.956 596.573 0.010435 0.00105887 85322.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 632.71 590.018 0.0104569 0.0010576 85112.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 625.867 584.734 0.0103075 0.00102824 86213.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 619.613 579.179 0.0103876 0.00105692 85738.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 613.653 571.892 0.0103753 0.00102397 85549.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 606.994 565.872 0.0104066 0.00106823 85667.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 600.482 560.349 0.0104135 0.00107196 85638.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 594.5 555.241 0.0104492 0.00105585 85166.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 588.926 548.734 0.0104819 0.00106313 84937.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 582.511 543.55 0.0103578 0.00104958 85945.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 576.306 537.361 0.0104429 0.00105566 85222 0
: 427 Minimum Test error found - save the configuration
: 427 | 570.444 531.597 0.0105056 0.00104094 84525 0
: 428 Minimum Test error found - save the configuration
: 428 | 564.313 526.551 0.0102821 0.00102784 86446.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 558.723 520.785 0.0103813 0.00104395 85677.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 553.082 514.957 0.0104467 0.00105207 85154.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 547.412 509.404 0.0104146 0.00106654 85579.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 541.504 504.079 0.0103416 0.00103867 85994.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 535.984 499.118 0.0104474 0.00105838 85205.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 530.509 493.769 0.0104531 0.00103618 84953.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 525.11 488.51 0.0103782 0.0010758 85999.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 519.457 483.037 0.0102483 0.00102525 86739.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 514.078 477.954 0.0103578 0.00103226 85785.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 508.738 473.011 0.0103315 0.00105584 86246.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 503.703 467.601 0.0103089 0.00103363 86250.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 498.39 462.325 0.0103135 0.00102942 86168.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 492.731 457.712 0.0104313 0.00103116 85105 0
: 442 Minimum Test error found - save the configuration
: 442 | 487.818 453.812 0.0103645 0.00102978 85702 0
: 443 Minimum Test error found - save the configuration
: 443 | 482.887 447.734 0.0103164 0.00104877 86321.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 477.586 442.709 0.0102717 0.00102601 86526.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 472.623 439.011 0.010356 0.00107917 86236 0
: 446 Minimum Test error found - save the configuration
: 446 | 468.089 433.779 0.0103408 0.00104125 86025.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 463.109 429.09 0.0103616 0.00103272 85755.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 458.156 424.148 0.0103328 0.00103135 86008.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 453.315 419.597 0.0103101 0.00102833 86190.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 448.978 415.316 0.0102864 0.00103185 86444 0
: 451 Minimum Test error found - save the configuration
: 451 | 443.545 411.007 0.0102404 0.00102377 86799.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 439.293 405.985 0.0102365 0.001035 86942.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 434.697 401.805 0.0102212 0.00102112 86956 0
: 454 Minimum Test error found - save the configuration
: 454 | 430.283 397.239 0.0102335 0.00102185 86846.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 425.498 392.541 0.0102846 0.00103987 86536 0
: 456 Minimum Test error found - save the configuration
: 456 | 420.941 389.277 0.0102817 0.00103944 86559 0
: 457 Minimum Test error found - save the configuration
: 457 | 416.505 384.341 0.0102526 0.00102222 86670.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 412.204 379.974 0.0102157 0.00101967 86994.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 407.86 375.549 0.0102856 0.00103075 86441.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 403.67 371.412 0.0102234 0.00101999 86923.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 399.159 367.525 0.010316 0.00103269 86175.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 395.099 363.818 0.0102453 0.00102253 86741.7 0
: 463 Minimum Test error found - save the configuration
: 463 | 390.868 359.567 0.0102425 0.00101988 86743.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.833 355.553 0.0102372 0.00102091 86803.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 382.901 351.256 0.0102799 0.00102487 86439.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 378.401 348.593 0.010261 0.00104024 86760.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 374.745 343.701 0.010334 0.00103322 86013.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 370.718 339.882 0.0102235 0.00102158 86937.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 366.895 336.554 0.0102054 0.00102284 87121.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 362.988 332.168 0.0102929 0.00101986 86271.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 358.825 328.79 0.0102467 0.0010216 86720.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 355.448 324.586 0.010235 0.00102131 86827.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 351.315 321.463 0.0102263 0.00102247 86920.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 347.718 317.731 0.0105666 0.00104754 84041.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 343.895 313.748 0.0103355 0.00103528 86019.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 340.107 310.101 0.0103322 0.00104933 86179.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 336.41 306.634 0.0102756 0.00102174 86450.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.822 303.34 0.0102228 0.00102003 86930.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 329.377 300.065 0.0102109 0.00102257 87066.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.71 296.519 0.0102419 0.00101869 86738 0
: 481 Minimum Test error found - save the configuration
: 481 | 322.234 293.423 0.0103427 0.00102972 85901.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 318.735 289.738 0.0102459 0.00102356 86745.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 315.64 286.69 0.0102363 0.00102548 86854.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 312.066 283.294 0.0103234 0.00102697 86054.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 308.602 280.013 0.010225 0.00102034 86912.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 305.51 277.044 0.0102576 0.00104398 86827.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.864 274.359 0.0102095 0.00103149 87164.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.776 270.379 0.0102198 0.00102316 86987.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 295.317 267.207 0.0102115 0.00101923 87030.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 292.044 264.91 0.0102229 0.00101954 86924.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 289.004 261.349 0.0102132 0.0010203 87023.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.642 258.645 0.0102207 0.00102357 86983.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.705 255.346 0.0102165 0.00102108 87000.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.689 252.153 0.0102644 0.00105874 86902.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.529 250.66 0.0102204 0.00101806 86934.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.816 247.124 0.0102972 0.0010444 86460.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.66 243.438 0.0103235 0.00103101 86091.1 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.582 240.777 0.0102302 0.00101998 86859.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.477 238.381 0.0102292 0.00101881 86858.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.712 235.096 0.0102268 0.00102196 86910.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.821 232.548 0.0103128 0.00111077 86937.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 256.235 230.147 0.0102489 0.00102601 86740.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.519 227.756 0.0102136 0.00101911 87008.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.766 225.089 0.0102688 0.00102744 86567.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.985 222.19 0.0102338 0.00102297 86854.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 245.147 219.533 0.010264 0.00104218 86750.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 242.369 216.575 0.0102319 0.00102347 86876.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.643 214.367 0.010277 0.00102659 86483 0
: 509 Minimum Test error found - save the configuration
: 509 | 237.068 211.826 0.0102289 0.00102384 86908.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.465 209.433 0.0102095 0.00102549 87107.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.838 207.151 0.0102199 0.00101978 86955.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 229.318 205.146 0.0102014 0.00101971 87130.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.905 202.551 0.0102566 0.00104659 86862.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.499 199.852 0.0102269 0.00103219 87006.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.827 198.603 0.0102273 0.00102287 86914.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.336 196.799 0.0102497 0.00103909 86856.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 217.058 194.846 0.0102288 0.00102085 86881.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 215.248 191.978 0.0102594 0.00103306 86708.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 212.242 188.843 0.0102325 0.00102634 86898.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.854 187.519 0.0102361 0.00102135 86817.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.501 184.555 0.0102311 0.00102646 86912.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 205.211 182.335 0.0103208 0.00102833 86091.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 203.086 179.999 0.0102401 0.00101979 86765.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 201.12 178.532 0.0102126 0.00102246 87050 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.542 177.287 0.0102346 0.00101955 86814.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 196.5 174.589 0.0102426 0.00105933 87115.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 194.169 172.865 0.0102097 0.0010223 87075.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.931 170.703 0.0102407 0.00102284 86788 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.93 169.168 0.0102453 0.00104107 86916.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.749 167.62 0.0102668 0.00102305 86544.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.698 163.839 0.0102176 0.00102217 86999.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.493 162.613 0.0102218 0.00102223 86960.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 181.751 161.462 0.010237 0.0010224 86819 0
: 534 Minimum Test error found - save the configuration
: 534 | 179.425 158.824 0.0102148 0.00102065 87012 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.552 158.116 0.010232 0.00102553 86895.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.284 155.202 0.0101992 0.00101686 87123.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.361 154.1 0.0102633 0.0010408 86744.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.593 152.216 0.0102416 0.00102354 86786.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.891 151.669 0.0102727 0.00102427 86501.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 168.031 150.134 0.0102418 0.00102288 86777.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.859 147.708 0.0102161 0.00102398 87031 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.842 145.885 0.0103152 0.00102537 86115.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 162.014 143.022 0.010366 0.00104904 85864.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.833 141.662 0.0102474 0.00102728 86766.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 158.45 141.534 0.0103195 0.00103526 86167.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 156.422 138.707 0.0102675 0.00102117 86520.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.449 136.852 0.0102699 0.00104857 86755.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 153.058 136.246 0.0102535 0.00102872 86722.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 151.063 133.758 0.0102164 0.00102167 87006.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.961 133.018 0.0102222 0.00102102 86945.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.635 131.587 0.0102225 0.00102112 86943.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.698 129.166 0.0102099 0.00101686 87022.3 0
: 553 | 144.233 129.773 0.0101925 0.000991978 86951.5 1
: 554 Minimum Test error found - save the configuration
: 554 | 142.531 125.836 0.0102229 0.00102858 87009.8 0
: 555 | 141.056 126.267 0.010195 0.000989168 86901.5 1
: 556 Minimum Test error found - save the configuration
: 556 | 139.586 125.074 0.0102319 0.00101916 86836.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.374 122.136 0.0102832 0.0010413 86562.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.742 121.924 0.0102264 0.00102124 86908.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 134.418 121.611 0.0102352 0.00102452 86856 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.811 119.225 0.010292 0.0010315 86388.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.132 116.42 0.0105995 0.00108494 84081.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.51 116.28 0.0109164 0.00106386 81197.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 128.145 114.557 0.0106875 0.00103212 82855.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.714 112.471 0.0102577 0.00102088 86610.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 125.157 111.476 0.0102351 0.00102089 86822 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.718 110.036 0.0102055 0.00101861 87080.5 0
: 567 | 122.249 110.559 0.0101908 0.000981187 86865.6 1
: 568 Minimum Test error found - save the configuration
: 568 | 120.777 108.263 0.0102152 0.00101841 86987.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.351 107.862 0.0102084 0.0010189 87056.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 118.091 105.051 0.0102711 0.00102333 86507.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 116.562 104.645 0.0102079 0.00101865 87058.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 115.095 103.191 0.0102276 0.00102087 86893.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.578 101.798 0.0102125 0.00101972 87024.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.38 101.366 0.0102103 0.00101961 87044.2 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.923 99.765 0.0102606 0.00104224 86783.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.61 98.6703 0.0102232 0.00101866 86913.3 0
: 577 | 109.743 98.7958 0.0101749 0.000985276 87054.8 1
: 578 Minimum Test error found - save the configuration
: 578 | 107.677 96.2884 0.0102134 0.00101974 87016.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 106.123 95.427 0.0102167 0.00101634 86952.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.584 93.5306 0.0102346 0.00101883 86808.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.498 92.4431 0.010225 0.00101992 86908.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 102.112 90.481 0.0102226 0.00101806 86913.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 101.032 89.7661 0.0103131 0.00102478 86129.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.7074 88.6907 0.0102075 0.00102137 87087.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.6013 88.1215 0.0102051 0.00101625 87061.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.5745 86.3521 0.0101982 0.00101846 87148 0
: 587 Minimum Test error found - save the configuration
: 587 | 96.4361 85.9043 0.0102502 0.00103767 86838.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 95.1112 85.1575 0.0102102 0.00101681 87019.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.9114 83.3981 0.0102185 0.00101964 86967.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.864 82.9652 0.0102254 0.00102078 86913.2 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.7775 81.4675 0.0101976 0.00101761 87145.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.8077 80.3407 0.0102016 0.0010209 87138.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.605 79.2685 0.0102196 0.00101936 86954 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.4336 78.3165 0.0102061 0.00101893 87077.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.6746 77.32 0.0102473 0.00101936 86693 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.5413 76.8168 0.0102054 0.00103022 87191.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.5518 75.5015 0.0102575 0.00103412 86736 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.4907 75.023 0.010215 0.00102169 87019.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.4411 74.2466 0.0102027 0.00101722 87094.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.7744 73.2793 0.0102143 0.00102749 87081.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.7154 71.5875 0.0101977 0.00101959 87164 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.6278 70.8108 0.0102525 0.00102353 86683.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.4806 70.2576 0.0103213 0.00102763 86079.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.6138 69.1687 0.0102032 0.00102078 87122.6 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.8735 68.6399 0.0102226 0.00101854 86918.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 77.0314 67.6838 0.010216 0.00101894 86984.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.9572 66.713 0.0102033 0.00101986 87113.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 75.0751 66.5377 0.0102572 0.00103854 86780.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 74.5633 64.9088 0.0102153 0.00101817 86983.9 0
: 610 | 73.8378 66.0636 0.0101874 0.000984528 86929.8 1
: 611 Minimum Test error found - save the configuration
: 611 | 73.2259 63.4891 0.0102386 0.00102109 86791.6 0
: 612 | 72.2655 63.8568 0.010159 0.000984418 87197.1 1
: 613 Minimum Test error found - save the configuration
: 613 | 71.1595 63.0021 0.0101945 0.00101915 87189.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 70.3005 61.4252 0.0102197 0.00102017 86960.9 0
: 615 | 69.2096 61.5094 0.0101889 0.000986297 86931.5 1
: 616 Minimum Test error found - save the configuration
: 616 | 68.5487 60.2453 0.010205 0.00101748 87074.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 68.0981 59.0831 0.010219 0.00102516 87014.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 67.3764 58.7145 0.0102337 0.00103409 86960.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 66.313 58.4854 0.0102271 0.0010317 87000.1 0
: 620 Minimum Test error found - save the configuration
: 620 | 65.4776 57.9338 0.0102196 0.00101824 86944.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.6777 56.395 0.010216 0.00102006 86994.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.9067 55.4011 0.0102114 0.00101969 87034.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 63.0329 55.2407 0.0103502 0.00102656 85803.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 62.0523 53.646 0.0102328 0.00103698 86995.9 0
: 625 | 61.4426 53.675 0.0101614 0.000986768 87196.5 1
: 626 Minimum Test error found - save the configuration
: 626 | 60.837 52.3491 0.0101997 0.00101902 87139.8 0
: 627 Minimum Test error found - save the configuration
: 627 | 60.072 51.7849 0.0102072 0.00102104 87087.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 59.4844 50.994 0.0102582 0.00103843 86769.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.5441 50.5957 0.0102357 0.00102264 86833 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.8673 50.283 0.0102354 0.0010202 86812.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 57.0893 49.2999 0.0102086 0.00102157 87078.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.3487 49.2251 0.0102197 0.00102035 86962.4 0
: 633 | 56.1753 49.5276 0.0101709 0.000986567 87105.3 1
: 634 Minimum Test error found - save the configuration
: 634 | 55.3307 47.8357 0.0102241 0.00102707 86984.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.5892 47.2517 0.0102072 0.00102037 87081.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.7431 46.4293 0.0102249 0.00102131 86922.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 53.1102 46.3848 0.0102218 0.00101802 86920.6 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.456 45.6101 0.0102547 0.00103566 86776.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.8906 45.1638 0.0102186 0.00103071 87070.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 51.3035 44.6777 0.0102239 0.00102336 86951.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.9263 43.2281 0.0102343 0.00102612 86879.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.9207 43.0869 0.0102182 0.00101835 86958.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.5241 43.0118 0.0102073 0.00102186 87094.6 0
: 644 | 48.9032 43.3668 0.0102976 0.000995708 86003.8 1
: 645 Minimum Test error found - save the configuration
: 645 | 48.3182 42.1512 0.0102429 0.00102596 86796.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.7405 41.7539 0.0102118 0.00102247 87057.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 47.2549 41.2479 0.0102231 0.00102216 86947.5 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.6105 40.5161 0.0102377 0.00104126 86989.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 46.1879 40.2739 0.0102187 0.00102128 86980.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.8029 39.906 0.0102329 0.00102021 86836.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.8575 38.9634 0.0101998 0.00102072 87154.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 44.3745 38.345 0.010211 0.00101889 87031.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 44.0769 38.2571 0.0102176 0.0010299 87072.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.5233 38.0091 0.0102252 0.00102297 86935.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.9801 36.7159 0.0102274 0.00102253 86910.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.3637 36.6998 0.0102312 0.00101893 86840.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.8921 36.622 0.0102054 0.00101964 87091.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 41.379 35.5003 0.0102585 0.00103984 86780.1 0
: 659 | 40.7813 35.5746 0.0101831 0.000987817 87001.2 1
: 660 Minimum Test error found - save the configuration
: 660 | 40.5242 34.8155 0.0103605 0.00116264 86977.1 0
: 661 | 40.2627 34.9491 0.0102998 0.000991437 85944.1 1
: 662 Minimum Test error found - save the configuration
: 662 | 39.5382 34.687 0.0102251 0.00102753 86979.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 39.0835 33.5896 0.0102186 0.00102144 86983.7 0
: 664 | 38.5183 33.9659 0.0103025 0.000988598 85893.5 1
: 665 Minimum Test error found - save the configuration
: 665 | 38.0629 32.8978 0.0102077 0.00102306 87101.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.6136 32.8191 0.0102313 0.00101878 86838.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 37.0474 32.0067 0.0101899 0.00101788 87221.7 0
: 668 | 36.9246 33.0424 0.0101872 0.000986198 86947.1 1
: 669 Minimum Test error found - save the configuration
: 669 | 36.4331 31.7348 0.0102639 0.00104312 86760.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.7333 30.9711 0.0102317 0.00101947 86841.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.3174 30.8342 0.0102136 0.00101915 87008.7 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.8075 30.093 0.0102189 0.00102197 86985.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.506 29.5462 0.0101953 0.00101845 87176.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 34.136 29.2414 0.0102103 0.00102325 87078.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.7158 28.9145 0.0102225 0.0010172 86906.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 33.3094 28.7206 0.0102033 0.00102189 87132.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.8613 28.4093 0.0102251 0.00101956 86904.2 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.6142 28.2801 0.0102061 0.0010193 87081.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 32.0154 27.759 0.0102689 0.00103797 86665.3 0
: 680 | 31.9873 28.7456 0.0101833 0.000989498 87015.1 1
: 681 Minimum Test error found - save the configuration
: 681 | 31.5622 27.165 0.0102068 0.0010193 87075.1 0
: 682 Minimum Test error found - save the configuration
: 682 | 31.0927 26.69 0.0102229 0.0010319 87042 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.5061 25.7156 0.010205 0.00101951 87093.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.9839 24.9832 0.0103396 0.00103112 85942.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.6554 24.9069 0.0102194 0.00102189 86979.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 29.1688 24.6074 0.0102091 0.00102011 87060.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.8171 24.0007 0.0102083 0.00101808 87049.3 0
: 688 | 28.4997 24.4453 0.010198 0.000982438 86809.9 1
: 689 | 28.2163 24.6167 0.0101962 0.000987968 86879.2 2
: 690 Minimum Test error found - save the configuration
: 690 | 27.9932 23.5969 0.0102149 0.00102435 87045.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.4459 23.4073 0.0102126 0.0010211 87036.9 0
: 692 | 27.1148 23.5273 0.0102267 0.000990228 86613.4 1
: 693 Minimum Test error found - save the configuration
: 693 | 26.7516 23.0009 0.0102524 0.00102396 86688.1 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.4427 22.3045 0.0102178 0.00102051 86982.6 0
: 695 | 26.1122 22.3787 0.0101851 0.000986747 86971.7 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.6925 22.134 0.0102154 0.00102399 87037.6 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.4793 22.0195 0.0102305 0.00101951 86852.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 25.1072 21.1452 0.0102238 0.00102042 86924.1 0
: 699 | 24.6593 22.2178 0.010207 0.000986457 86762.6 1
: 700 Minimum Test error found - save the configuration
: 700 | 24.474 20.5072 0.0102119 0.00102306 87061.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 24.3836 20.3435 0.0102194 0.00101975 86959.4 0
: 702 | 23.9474 20.7371 0.0101819 0.000986208 86997.2 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.6168 19.9847 0.010219 0.00102071 86972.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 23.3008 19.8107 0.0102446 0.00102075 86731.7 0
: 705 | 23.0907 19.8333 0.0102979 0.000989149 85940.8 1
: 706 Minimum Test error found - save the configuration
: 706 | 23.0384 18.8906 0.0102214 0.00102455 86986.7 0
: 707 Minimum Test error found - save the configuration
: 707 | 22.4361 18.0695 0.0102176 0.00102977 87072.1 0
: 708 | 22.051 19.8602 0.0101923 0.000986627 86903.4 1
: 709 Minimum Test error found - save the configuration
: 709 | 22.0559 18.0351 0.0102739 0.00103805 86618.7 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.723 17.812 0.01023 0.00101983 86860.1 0
: 711 | 21.4858 18.1171 0.0101898 0.000987307 86933.1 1
: 712 Minimum Test error found - save the configuration
: 712 | 21.0322 17.6409 0.0102445 0.00102104 86735 0
: 713 | 20.7679 18.0006 0.0101811 0.000987168 87014.1 1
: 714 Minimum Test error found - save the configuration
: 714 | 20.4453 16.8639 0.0102393 0.00102594 86830.2 0
: 715 Minimum Test error found - save the configuration
: 715 | 20.0271 16.5636 0.010219 0.00102254 86989.7 0
: 716 | 19.7359 17.0683 0.0101927 0.000988808 86919.7 1
: 717 | 19.5154 16.937 0.0101867 0.000988218 86970.6 2
: 718 | 19.3662 16.6834 0.010196 0.000988129 86882.6 3
: 719 | 19.3391 16.9856 0.0102081 0.000987057 86758.2 4
: 720 Minimum Test error found - save the configuration
: 720 | 18.6965 15.2689 0.0102395 0.00102773 86845 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.3996 15.1815 0.0102221 0.00102358 86970.4 0
: 722 Minimum Test error found - save the configuration
: 722 | 18.2167 15.0205 0.0102136 0.00102042 87020.9 0
: 723 | 17.9777 15.3529 0.0101934 0.000991467 86938.3 1
: 724 | 17.7525 15.0398 0.0101961 0.000986487 86865.9 2
: 725 Minimum Test error found - save the configuration
: 725 | 17.8958 14.5572 0.0103122 0.00103016 86188.1 0
: 726 | 17.638 14.6969 0.010193 0.000989068 86919.8 1
: 727 Minimum Test error found - save the configuration
: 727 | 17.2734 13.6522 0.0102158 0.00102041 87000.2 0
: 728 | 17.3569 14.2074 0.0101982 0.000989598 86875.1 1
: 729 | 16.9297 14.2471 0.0102033 0.000987437 86806.8 2
: 730 Minimum Test error found - save the configuration
: 730 | 16.5065 13.6263 0.0102535 0.00104052 86834.4 0
: 731 | 16.4788 14.4123 0.0101834 0.000978336 86909 1
: 732 Minimum Test error found - save the configuration
: 732 | 16.0942 12.5603 0.0102258 0.00101963 86898.3 0
: 733 | 15.85 13.2548 0.0101866 0.000988067 86970.2 1
: 734 | 15.5072 12.9118 0.0101948 0.000988977 86901.8 2
: 735 | 15.3606 12.5782 0.0101887 0.000989287 86962.2 3
: 736 Minimum Test error found - save the configuration
: 736 | 15.2848 12.1545 0.010225 0.00102604 86966.5 0
: 737 | 15.0356 12.9426 0.0101921 0.000987208 86910.4 1
: 738 Minimum Test error found - save the configuration
: 738 | 15.2201 11.6556 0.0102244 0.00102178 86931.3 0
: 739 | 14.5472 11.8448 0.0101887 0.000987438 86944.7 1
: 740 | 14.6286 11.813 0.0102069 0.000988718 86784.7 2
: 741 | 14.316 12.8123 0.0102015 0.000992078 86868 3
: 742 | 14.1494 11.7407 0.0102026 0.000988358 86821.8 4
: 743 Minimum Test error found - save the configuration
: 743 | 14.0406 10.8731 0.0102338 0.00102514 86874.5 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.5974 10.8501 0.010232 0.00102418 86883.1 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.3907 10.2442 0.0103486 0.00103167 85864.9 0
: 746 | 13.412 11.2344 0.0102016 0.000989097 86838.5 1
: 747 | 13.3483 10.457 0.0101837 0.000989487 87011.6 2
: 748 | 13.1766 11.5961 0.0101835 0.000990057 87018.5 3
: 749 Minimum Test error found - save the configuration
: 749 | 12.8239 9.82292 0.0102291 0.00102175 86887.3 0
: 750 | 12.5504 10.1356 0.0101989 0.000986918 86843.1 1
: 751 | 12.4525 10.0826 0.0101931 0.000987698 86905.5 2
: 752 | 12.3489 10.1765 0.0101768 0.000987868 87061 3
: 753 Minimum Test error found - save the configuration
: 753 | 12.077 9.5748 0.0102601 0.00102366 86613.1 0
: 754 Minimum Test error found - save the configuration
: 754 | 12.0016 9.37934 0.0102511 0.00102777 86736.8 0
: 755 | 11.8644 9.90983 0.0101972 0.000987769 86867.7 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.66 9.36264 0.0102344 0.00102363 86855.2 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.4791 9.05883 0.0102331 0.0010195 86827.7 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.3595 8.3772 0.0102977 0.00103392 86357.8 0
: 759 Minimum Test error found - save the configuration
: 759 | 11.0158 8.34672 0.0102705 0.00102533 86531.2 0
: 760 | 10.9618 8.54271 0.0102079 0.000986548 86755.3 1
: 761 | 11.1347 8.6603 0.0101926 0.000987288 86905.9 2
: 762 Minimum Test error found - save the configuration
: 762 | 10.9927 8.10148 0.0102533 0.00102251 86666.8 0
: 763 | 10.7376 8.1442 0.0101965 0.000987678 86873.3 1
: 764 | 10.4671 8.10836 0.0102145 0.000989108 86716.8 2
: 765 | 10.4156 8.74479 0.0102073 0.000986838 86763.3 3
: 766 | 10.3283 8.72251 0.0102977 0.000988257 85933.9 4
: 767 | 10.621 9.93071 0.010205 0.000988378 86799.8 5
: 768 Minimum Test error found - save the configuration
: 768 | 10.7049 7.77835 0.0102417 0.00102579 86806.3 0
: 769 | 10.193 8.58032 0.010209 0.000986757 86746.8 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.72712 7.26945 0.0102806 0.00104062 86580.2 0
: 771 | 9.67616 7.87022 0.0102078 0.000988388 86773.4 1
: 772 | 9.5415 7.892 0.0102043 0.000987148 86794.3 2
: 773 | 9.37225 7.37659 0.0102148 0.000987167 86695.9 3
: 774 | 9.33173 7.2794 0.0102012 0.000978678 86744.6 4
: 775 Minimum Test error found - save the configuration
: 775 | 9.14357 6.7955 0.0102433 0.00102222 86757.8 0
: 776 | 8.90733 6.82439 0.0102007 0.000988348 86840.2 1
: 777 Minimum Test error found - save the configuration
: 777 | 8.99903 6.45243 0.0102471 0.00102276 86727 0
: 778 | 8.74141 6.81486 0.0101983 0.000987837 86857.3 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.62879 6.1902 0.0102684 0.00102156 86515.7 0
: 780 | 8.39956 6.2545 0.0102146 0.000987137 86697.5 1
: 781 | 8.33666 6.45926 0.0102024 0.000986267 86804.5 2
: 782 Minimum Test error found - save the configuration
: 782 | 8.30185 5.95999 0.010233 0.00102245 86857.2 0
: 783 | 8.31227 6.33712 0.0102136 0.000986968 86706 1
: 784 | 8.63278 6.63487 0.0102356 0.00100599 86677.4 2
: 785 | 8.58035 7.44291 0.0102154 0.000990697 86723.8 3
: 786 | 8.31963 6.77752 0.0103083 0.000986758 85822.7 4
: 787 Minimum Test error found - save the configuration
: 787 | 7.98204 5.35047 0.0102592 0.00104091 86783.8 0
: 788 | 7.93782 5.83196 0.0102058 0.000990867 86815.5 1
: 789 | 7.76214 6.24809 0.0102036 0.000988467 86814.1 2
: 790 | 7.62553 5.59496 0.0102111 0.000987768 86736.8 3
: 791 | 7.53106 6.48012 0.0102377 0.000988228 86491.6 4
: 792 Minimum Test error found - save the configuration
: 792 | 7.72568 5.22046 0.010259 0.00102471 86634 0
: 793 | 7.19893 5.7247 0.0102109 0.000988348 86744.2 1
: 794 Minimum Test error found - save the configuration
: 794 | 7.09695 4.9795 0.0102587 0.00103021 86687.6 0
: 795 Minimum Test error found - save the configuration
: 795 | 7.10723 4.82291 0.0102517 0.00102123 86669.2 0
: 796 | 7.06138 5.56494 0.0102073 0.000987108 86765.7 1
: 797 | 7.47115 6.24923 0.0102274 0.000987016 86576.2 2
: 798 | 7.12474 5.3343 0.0102132 0.000988697 86725.3 3
: 799 Minimum Test error found - save the configuration
: 799 | 7.34257 4.80193 0.0102596 0.00102731 86652.2 0
: 800 | 6.83896 5.0969 0.010225 0.000988687 86614.3 1
: 801 | 6.88706 5.56263 0.0102223 0.000990698 86658.7 2
: 802 | 6.8727 4.96997 0.0102172 0.000986857 86670.8 3
: 803 | 6.37135 5.39226 0.0102167 0.000986558 86672.6 4
: 804 Minimum Test error found - save the configuration
: 804 | 6.31495 4.7165 0.0102526 0.00102232 86671.7 0
: 805 Minimum Test error found - save the configuration
: 805 | 6.29395 4.2497 0.0102332 0.00102387 86868.6 0
: 806 | 6.25403 4.71892 0.0103339 0.000987677 85596.5 1
: 807 | 6.06996 4.36607 0.0102151 0.000988946 86710.4 2
: 808 | 6.01755 4.87495 0.0102069 0.000988176 86779.5 3
: 809 | 5.99589 4.96213 0.010208 0.000987157 86759.5 4
: 810 | 5.88553 4.31397 0.010213 0.000988838 86728.6 5
: 811 | 5.89285 4.59892 0.0102324 0.000979608 86460.7 6
: 812 | 5.68891 4.59679 0.0102302 0.000987758 86557.3 7
: 813 | 5.62184 4.39405 0.0101908 0.000988127 86931.3 8
: 814 Minimum Test error found - save the configuration
: 814 | 5.56329 4.12982 0.0102698 0.00102739 86557.5 0
: 815 | 5.57983 4.24646 0.0101917 0.000985438 86897.6 1
: 816 | 5.43753 4.39468 0.010224 0.000987778 86615.9 2
: 817 | 5.48889 4.27236 0.0101974 0.000987758 86865.3 3
: 818 | 5.40274 4.29909 0.0101949 0.000990927 86918.7 4
: 819 | 5.25433 4.27784 0.0102192 0.000987277 86655.7 5
: 820 Minimum Test error found - save the configuration
: 820 | 5.21268 3.95341 0.0102427 0.00102382 86778.3 0
: 821 | 5.16513 4.44792 0.0102366 0.000990457 86522.8 1
: 822 Minimum Test error found - save the configuration
: 822 | 5.09575 3.66534 0.0102422 0.00102145 86760.6 0
: 823 | 5.04676 3.67483 0.0102137 0.000989808 86731.3 1
: 824 | 5.10726 4.78917 0.0102235 0.000989087 86632.4 2
: 825 | 5.0186 3.85043 0.0102174 0.000987478 86674.9 3
: 826 | 4.83823 4.51487 0.0103017 0.00107765 86729.6 4
: 827 | 4.8997 4.19713 0.0102486 0.000988517 86392.6 5
: 828 | 4.8954 4.12885 0.0102202 0.000987737 86651.2 6
: 829 Minimum Test error found - save the configuration
: 829 | 4.85537 3.60483 0.0102425 0.00102453 86786.7 0
: 830 | 4.64342 4.38679 0.0102216 0.000989548 86654.7 1
: 831 | 4.79679 3.63251 0.0102163 0.000985947 86670.9 2
: 832 | 4.9148 3.67878 0.0102214 0.000988878 86650.1 3
: 833 | 4.64501 3.65098 0.0102211 0.000987278 86637.7 4
: 834 | 4.48929 4.08189 0.0102157 0.000988098 86696 5
: 835 | 4.46499 4.0275 0.0102151 0.000986648 86688.8 6
: 836 | 4.74883 4.09173 0.0102166 0.000980228 86613.9 7
: 837 | 4.47669 4.29348 0.010212 0.000988867 86738.3 8
: 838 Minimum Test error found - save the configuration
: 838 | 4.59133 3.47722 0.0102472 0.00102576 86754.4 0
: 839 | 4.46742 4.90135 0.0102543 0.000987307 86327.8 1
: 840 | 4.43456 3.8798 0.0102173 0.000989457 86694.6 2
: 841 | 4.07781 4.10153 0.0102608 0.000989198 86284.9 3
: 842 | 3.97278 3.60753 0.0102189 0.000990318 86686.8 4
: 843 | 3.99209 4.28829 0.0102059 0.000986527 86774 5
: 844 | 4.21221 4.05025 0.0102889 0.000989278 86025.3 6
: 845 | 4.0952 4.33109 0.0102102 0.000988248 86749.7 7
: 846 Minimum Test error found - save the configuration
: 846 | 3.93075 3.32237 0.0102716 0.00104762 86730.6 0
: 847 | 4.10484 3.85508 0.0103113 0.000988357 85810 1
: 848 | 3.91262 3.64259 0.0102182 0.000989677 86687.8 2
: 849 | 4.24144 4.08034 0.0102256 0.000988378 86605.8 3
: 850 | 4.14673 3.9095 0.0102254 0.00100807 86793.3 4
: 851 Minimum Test error found - save the configuration
: 851 | 3.96856 3.23926 0.0102852 0.00106454 86761.6 0
: 852 | 3.85124 3.99672 0.0102242 0.000989988 86633.9 1
: 853 | 3.68548 3.39293 0.0102219 0.000988697 86644.1 2
: 854 | 3.60134 4.14981 0.0102259 0.000990357 86621.6 3
: 855 | 3.53983 3.93729 0.0102222 0.000987737 86632.2 4
: 856 | 3.81599 3.85749 0.0102203 0.000990457 86675.7 5
: 857 Minimum Test error found - save the configuration
: 857 | 3.65604 3.15978 0.0102586 0.00102421 86632.8 0
: 858 | 3.66012 5.51818 0.0102015 0.000986207 86812 1
: 859 | 3.82257 3.31053 0.0102279 0.000990687 86606.1 2
: 860 | 3.52463 4.34087 0.010213 0.000988658 86726.7 3
: 861 | 3.46724 3.63275 0.0102191 0.000989928 86681.6 4
: 862 | 3.32202 3.86273 0.0102248 0.000989028 86619.7 5
: 863 | 3.37889 3.98367 0.0102227 0.000987728 86627.4 6
: 864 | 3.52496 4.51292 0.0102267 0.000988307 86595 7
: 865 | 3.64888 3.84664 0.0102315 0.000984248 86511.9 8
: 866 | 3.36784 3.8594 0.0102096 0.000988006 86753.2 9
: 867 | 3.27713 3.23518 0.0103002 0.000988407 85912.8 10
: 868 | 3.34583 5.13977 0.0102077 0.000988197 86773 11
: 869 | 3.27963 3.51824 0.0102493 0.000987608 86377.1 12
: 870 | 3.18623 4.18311 0.0102031 0.000986497 86799.5 13
: 871 | 3.17224 3.30027 0.0102135 0.000991998 86753.9 14
: 872 | 3.01815 3.5431 0.0102181 0.000987608 86669.6 15
: 873 | 3.05247 4.72585 0.0102254 0.000988158 86605.7 16
: 874 | 3.09653 3.79179 0.0102205 0.000987938 86649.8 17
: 875 | 3.24878 3.67641 0.0102219 0.000989138 86648.1 18
: 876 | 3.02654 3.40652 0.010218 0.000987427 86668.1 19
: 877 | 2.91529 3.38345 0.010231 0.000988107 86553.1 20
: 878 | 3.18453 4.67636 0.0102106 0.000987947 86742.5 21
:
: Elapsed time for training with 1000 events: 8.98 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: 0.0109 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: 0.816 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.156 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= 3.34026e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.11372e+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: 0.0288 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: 0.0361 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: 0.00132 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: 0.0937 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: 0.873 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: 0.0195 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00248 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: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00429 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: 0.00202 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000306 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: 0.0937 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 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: 0.878 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 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 : -0.607 0.195 5.39 1.64 | 3.196 3.221
: 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 : 0.117 0.258 1.85 1.20 | 3.345 3.342
: 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.