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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:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.26 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00362 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: 0.000747 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00441 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: 0.000186 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000406 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 = 31516.2
: --------------------------------------------------------------
: 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 | 33010.3 31062.6 0.0099398 0.00102702 89758.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32414.7 30418.3 0.0102025 0.00102026 87124.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31651.8 29712.6 0.0100972 0.0010146 88080.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 30898.2 29058.5 0.0101256 0.00101072 87768.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30124.7 28321.7 0.0100854 0.00100754 88126.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29277.1 27352.2 0.0101366 0.00106492 88187 0
: 7 Minimum Test error found - save the configuration
: 7 | 28529.3 26724.3 0.0100155 0.000992367 88661.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28077.8 26348.7 0.00997188 0.000995168 89119.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 27722.4 26030.8 0.00997048 0.000986177 89044.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27402.2 25739.6 0.00996653 0.000991567 89136.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27107.5 25458.6 0.00994242 0.000990096 89362.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 26821.4 25190.9 0.009976 0.000988277 89010.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26548 24930.7 0.00995311 0.000986317 89218.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26277.7 24683.5 0.00994658 0.000984827 89268.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26024.2 24434.4 0.00993307 0.000983427 89389 0
: 16 Minimum Test error found - save the configuration
: 16 | 25767 24196.6 0.0100038 0.000993297 88785.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25520.8 23961.6 0.00996243 0.00100491 89310.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25275.9 23733.8 0.00993081 0.000987626 89453.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25037.7 23509.4 0.0100847 0.00101711 88226.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 24805.4 23285 0.00998405 0.00102832 89328.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24574.6 23064.6 0.0102568 0.000995387 86379.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24344 22851.7 0.00996881 0.000992617 89124.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24122.6 22637.9 0.00994773 0.000990658 89314.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 23900.6 22428.4 0.0101244 0.000991047 87590.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23681 22223.9 0.0100278 0.000996156 88577.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23467 22019.9 0.00999354 0.000982597 88780.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23255.6 21816.8 0.00995253 0.00100437 89403.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23043.1 21620.1 0.00996015 0.000989386 89178.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 22838.1 21422.3 0.01 0.000990796 88797.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22631.1 21229.8 0.00997774 0.000989447 89004.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22431.5 21035.4 0.00997157 0.000987827 89049.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22228.3 20847.5 0.0100744 0.0010036 88194.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22030.5 20661.3 0.0100925 0.00100637 88046.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 21836.5 20474.5 0.0102157 0.00100417 86848 0
: 35 Minimum Test error found - save the configuration
: 35 | 21640.5 20292.9 0.0100046 0.000994897 88792.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21451.5 20109.2 0.00999797 0.000996817 88877.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21257.5 19932.7 0.010098 0.00104187 88338.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21070.2 19754.3 0.0100408 0.00102072 88690.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 20883.2 19574.8 0.0100808 0.00100365 88133.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20697.5 19398.4 0.0100301 0.000999367 88586.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20512 19227.2 0.010105 0.00108054 88647.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20331.1 19057 0.0100331 0.000999497 88558.5 0
: 43 Minimum Test error found - save the configuration
: 43 | 20153.3 18887.1 0.0100802 0.00100356 88137.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 19973.3 18720 0.0100256 0.000999078 88627.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19799.1 18554.1 0.0100319 0.000998088 88555.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19627.8 18391.3 0.0100416 0.000999948 88479 0
: 47 Minimum Test error found - save the configuration
: 47 | 19453.5 18223.8 0.0100515 0.000999817 88381.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19279 18063.9 0.0101603 0.00102621 87584.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19111.2 17903.3 0.0100684 0.00100027 88220.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 18944.6 17749.7 0.0100776 0.00100267 88155.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 18778.9 17592.4 0.0100519 0.00100042 88383.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18610.3 17431.1 0.0100742 0.00100833 88242.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18449.2 17275.5 0.0100804 0.00100498 88150.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18284.6 17121.1 0.0100868 0.00100716 88108.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18121.9 16971.1 0.0101327 0.00101051 87698.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 17963.8 16817 0.0101344 0.00100794 87657.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 17805.2 16663.8 0.0101599 0.00101171 87449 0
: 58 Minimum Test error found - save the configuration
: 58 | 17646 16512.1 0.0103239 0.00102328 86016 0
: 59 Minimum Test error found - save the configuration
: 59 | 17489.8 16363.2 0.0100843 0.00100214 88084.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17334.6 16216.3 0.010108 0.00101083 87939 0
: 61 Minimum Test error found - save the configuration
: 61 | 17180 16071.1 0.0101203 0.00101203 87832.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17025.8 15926.2 0.0102121 0.0010125 86960.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 16877.9 15778.7 0.010151 0.0010098 87515.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16725 15640.8 0.0101738 0.00101053 87304.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16576.8 15495 0.0101465 0.00100729 87534.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16427.3 15354.8 0.0101463 0.00101564 87617.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16278.4 15216.6 0.0101545 0.00102508 87629.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16133.4 15079.5 0.0101925 0.00103154 87326.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 15989 14941 0.0101988 0.00101774 87135.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 15845.8 14803.9 0.010188 0.00101457 87208.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15701.2 14670.6 0.0101906 0.00101646 87201.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15559.5 14539 0.0101832 0.00101536 87261.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15421.3 14406.6 0.0101587 0.00100723 87417.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15282.3 14275.4 0.0101617 0.00101634 87476 0
: 75 Minimum Test error found - save the configuration
: 75 | 15146.3 14143.8 0.0101825 0.00101442 87259.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15010.1 14013.7 0.0101834 0.00101558 87261.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14872.7 13888.5 0.0101922 0.00101821 87203.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14741 13761.4 0.0101814 0.00101731 87296.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14607 13637.9 0.0102221 0.00103408 87070 0
: 80 Minimum Test error found - save the configuration
: 80 | 14476.2 13514.5 0.0101844 0.00101309 87229 0
: 81 Minimum Test error found - save the configuration
: 81 | 14345.7 13393.2 0.010223 0.00101852 86914.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14218.1 13270.5 0.0103138 0.00109051 86737.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14091.1 13148.2 0.010283 0.0010252 86413.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 13963 13029.4 0.0101772 0.00101014 87269.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 13838.1 12910.6 0.0101887 0.00102138 87266.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13712.4 12795.2 0.010207 0.00101757 87056.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13589.1 12680.6 0.010175 0.00102338 87416.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13468.7 12564.6 0.0101685 0.00102058 87451.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13345.9 12452.5 0.0102455 0.0010375 86880.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13227.5 12338.6 0.0102221 0.00102192 86955.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13108.9 12225.3 0.0102076 0.00102034 87077.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 12989.3 12115.5 0.0102225 0.00101878 86921.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 12872.6 12007.2 0.0102136 0.00102014 87018.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12757.1 11897.9 0.0102306 0.00102119 86867.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12644.2 11788.5 0.0102137 0.00101929 87009 0
: 96 Minimum Test error found - save the configuration
: 96 | 12527.8 11682.5 0.0102252 0.00102082 86915.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12415.5 11577.3 0.0102276 0.00102206 86904.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12303.5 11473.6 0.0102541 0.00101891 86624.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12194.8 11366.7 0.0102558 0.00103423 86752.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12082.9 11264.6 0.0102375 0.00102049 86796.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 11974.3 11162.8 0.0102344 0.00102121 86832.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 11865.8 11062.3 0.0102298 0.00101872 86851.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11761 10960.3 0.0103321 0.00104125 86106.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11652.8 10861.9 0.0103412 0.00101906 85817.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11548.5 10763.2 0.0102327 0.00102023 86838.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11444.2 10665.6 0.0101716 0.00101918 87408.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11340.5 10569.4 0.0102162 0.00102022 86994.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11238.2 10474.2 0.0102626 0.00101725 86530.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11136.6 10379 0.0102596 0.0010389 86761.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 11035.9 10286.1 0.0102292 0.00103038 86967.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 10937.6 10191.5 0.0102373 0.00101342 86731.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10836.9 10099.5 0.0102217 0.0010202 86942.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10739.9 10007.5 0.0102306 0.00101894 86846.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10642.6 9916.39 0.0102779 0.00103051 86511.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10547.4 9824.77 0.0102218 0.00101997 86939.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10449 9738.08 0.0102415 0.00102062 86759.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10356.7 9648.2 0.0102504 0.00102496 86716.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10261.7 9561.7 0.0102468 0.00102158 86718.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10169.3 9473.82 0.0102845 0.00104038 86541.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10077.7 9387.27 0.0102629 0.00102361 86586.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 9985.54 9302.6 0.0102534 0.00102883 86725.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 9895.66 9216.91 0.0102596 0.00102339 86615.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9805.61 9133.05 0.0103236 0.00102561 86039.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9716.41 9048.92 0.0102619 0.00102201 86581.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9627.57 8967.49 0.0102479 0.00102261 86717.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9541.44 8885.08 0.0102549 0.0010341 86760.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9454.52 8803.02 0.0102531 0.00102316 86674.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9368.07 8724.14 0.0102445 0.00102538 86776.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9284.24 8642.6 0.0102938 0.00104292 86478.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9198.7 8563.83 0.0102423 0.00102241 86768.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9114.49 8486.38 0.0102563 0.00102516 86663 0
: 132 Minimum Test error found - save the configuration
: 132 | 9033.8 8406.22 0.0102479 0.00102302 86721.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 8949.51 8330.49 0.0102724 0.00102517 86512.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8868.9 8253.72 0.0102552 0.00102448 86667.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8786.99 8179.44 0.0102539 0.0010233 86668 0
: 136 Minimum Test error found - save the configuration
: 136 | 8707.75 8105.5 0.0102193 0.00102403 87001.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8629.79 8028.7 0.0102246 0.0010246 86956.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8549.94 7954.89 0.0102562 0.00102187 86633.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8471.36 7883.51 0.010287 0.00105211 86627.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8394.89 7810.32 0.0102572 0.00102503 86653.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8317.5 7740.33 0.0102738 0.00102643 86510.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8242.88 7667.66 0.0101973 0.00102544 87223.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8166.74 7597.86 0.0103371 0.00103144 85969.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8093.15 7526.6 0.0103189 0.00103026 86126.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8018.27 7458.02 0.0102618 0.00102675 86626.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 7945.79 7388.5 0.0102679 0.00102259 86530.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 7872.7 7320.34 0.0102628 0.00103026 86650.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7801.42 7251.8 0.0102573 0.0010344 86740.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7729.16 7186.45 0.0102575 0.00102493 86649.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7658.57 7121.74 0.0103324 0.00104999 86184.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7588.54 7054.94 0.0102573 0.00102788 86679.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7519.91 6989.9 0.0102605 0.00102872 86656.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7451.07 6924.36 0.0102969 0.00102852 86315 0
: 154 Minimum Test error found - save the configuration
: 154 | 7382.11 6860.93 0.0102903 0.00103813 86465.8 0
: 155 Minimum Test error found - save the configuration
: 155 | 7315.65 6796.52 0.0102812 0.00102379 86417.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7248.67 6732.74 0.0102365 0.00102787 86875.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7180.56 6672.45 0.0102633 0.00102317 86579 0
: 158 Minimum Test error found - save the configuration
: 158 | 7115.48 6611.31 0.0102552 0.00102606 86682.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7051.22 6549.28 0.0102555 0.00102845 86701.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 6985.44 6489.13 0.0103081 0.00104682 86381.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 6922.13 6429.47 0.0102536 0.00102676 86703.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6859.22 6368.2 0.0102713 0.00102487 86520 0
: 163 Minimum Test error found - save the configuration
: 163 | 6794.78 6310.65 0.0103122 0.001031 86195.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6734.27 6251.5 0.0103495 0.00102903 85832.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6671.52 6192.34 0.0102852 0.00102639 86403.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6609.77 6136.23 0.0103 0.00102919 86292.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6549.96 6077.31 0.0102636 0.0010287 86628.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6488.97 6022.11 0.0102551 0.00102013 86626.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6429.22 5965.92 0.0102516 0.00102713 86725.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6369.87 5910.92 0.0103915 0.00104986 85637.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6312.04 5857.38 0.0102669 0.00102194 86533.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6253.74 5801.38 0.0102074 0.00102075 87083 0
: 173 Minimum Test error found - save the configuration
: 173 | 6196.64 5747.96 0.0102456 0.00103374 86844.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6139.02 5693.28 0.0102183 0.00102041 86976.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6082.47 5641.32 0.0102536 0.00103064 86740.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6027.3 5586.53 0.0104193 0.00102956 85199.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 5970.96 5535.18 0.0102616 0.00102783 86638.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 5916.53 5482.86 0.0103432 0.00103621 85956.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5861.58 5431.5 0.0102921 0.00104081 86474.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5807.26 5381.87 0.0103133 0.00104473 86312.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5754.16 5331.28 0.0102708 0.00102902 86563.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5701.07 5281.61 0.0106757 0.0010593 83191.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5647.85 5232.05 0.0103279 0.00102669 86010.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5596.9 5183.04 0.0103541 0.00103132 85811.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5544.37 5134.39 0.0102787 0.00102848 86484.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5493.43 5087.47 0.0103131 0.00102561 86137.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5442.95 5039.85 0.0102726 0.0010244 86502.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5392.37 4992.58 0.0102844 0.00102712 86418.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5343.02 4945.75 0.0102794 0.0010344 86533 0
: 190 Minimum Test error found - save the configuration
: 190 | 5293.49 4899.61 0.0103291 0.00105399 86252.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5244.26 4854.69 0.010292 0.00103137 86387.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5196.27 4809.29 0.0102907 0.00103208 86405.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5148.23 4764.43 0.0103049 0.00102679 86224.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5101.34 4718.81 0.0102955 0.00102707 86314.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5053.47 4674.64 0.0102915 0.00102383 86321.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5006.69 4632.45 0.0102856 0.00102728 86408.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 4960.7 4588.13 0.0102956 0.00102632 86306.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 4915.72 4544.61 0.0103009 0.00103012 86292.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4869.37 4503.43 0.0105492 0.00124032 85939.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4824.55 4461.75 0.0126047 0.00158817 72618 0
: 201 Minimum Test error found - save the configuration
: 201 | 4780.43 4419.66 0.0119262 0.00111712 74011.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4736.43 4378.02 0.0102881 0.00102476 86362.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4693.05 4336.64 0.010509 0.00111555 85165.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4648.69 4297.28 0.0102979 0.00103041 86323.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4606.79 4256.67 0.010422 0.00103629 85235.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4563.63 4217.23 0.0103096 0.00102703 86182.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4522.14 4178.35 0.010379 0.00104199 85680.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4479.95 4140.2 0.0103151 0.00102836 86144 0
: 209 Minimum Test error found - save the configuration
: 209 | 4440.15 4099.71 0.010303 0.00104296 86392.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4397.73 4062.25 0.0112965 0.00156348 82194.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4358.43 4023.7 0.012486 0.00156176 73231.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4317.4 3986.46 0.0125202 0.00156796 73044.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4277.24 3950.83 0.0115947 0.00104715 75846.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4239.54 3912.36 0.0115102 0.00104494 76443.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4200.32 3876.07 0.0103904 0.00103928 85551.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4160.84 3839.28 0.0103258 0.00102829 86044.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4122.92 3805.25 0.0103218 0.00103351 86129.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4085.35 3769.07 0.0103229 0.00103453 86128.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4048 3733.47 0.010514 0.00105935 84614.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4011.17 3698.69 0.010342 0.00103244 85933 0
: 221 Minimum Test error found - save the configuration
: 221 | 3974.13 3663.71 0.0102757 0.00104882 86703.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 3937.25 3630.48 0.0103126 0.00103949 86270.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3902.25 3596.43 0.0103392 0.00102647 85904.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3866.81 3561.78 0.0102474 0.00102597 86754.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3830.74 3528.57 0.0102705 0.00102888 86565.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3795.48 3496.22 0.0104212 0.00103902 85268 0
: 227 Minimum Test error found - save the configuration
: 227 | 3760.9 3465.38 0.0102849 0.00102578 86401.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3726.84 3432.12 0.0102888 0.00103264 86428.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3693.05 3400.53 0.010514 0.00112661 85220.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3658.76 3369.42 0.0103309 0.00103303 86041.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3626.55 3337.86 0.0103234 0.00102643 86049.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3592.52 3307.45 0.0103433 0.00103575 85952.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3560.44 3276.91 0.0103674 0.00103446 85717.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3528.01 3245.81 0.0103088 0.00103006 86218.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3496.33 3215.3 0.0103875 0.00103484 85537.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3464.19 3184.88 0.0105092 0.0010538 84607.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3432.89 3155.11 0.0103337 0.00102441 85935.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3400.81 3126.73 0.0104299 0.00104434 85237.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3370.67 3097.26 0.0103899 0.00105217 85673.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3339.89 3068.17 0.0105286 0.00103728 84287.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3310.04 3038.97 0.0103558 0.00103118 85794.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3279.06 3011.38 0.0105817 0.00118338 85122 0
: 243 Minimum Test error found - save the configuration
: 243 | 3249.56 2982.93 0.0104399 0.00103235 85038 0
: 244 Minimum Test error found - save the configuration
: 244 | 3219.55 2956.04 0.0107658 0.00116014 83284.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3191.17 2927.96 0.0105861 0.00105877 83968.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3161.51 2900.99 0.0104963 0.00105305 84716.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3132.94 2874.64 0.0103391 0.0010372 86003.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3104.75 2847.54 0.0103174 0.00103051 86142.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3076.02 2822.02 0.0105059 0.00106958 84778.7 0
: 250 Minimum Test error found - save the configuration
: 250 | 3048.91 2795.4 0.0103674 0.00103582 85730.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3020.94 2769.17 0.0103949 0.0010429 85543.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 2993.65 2743.2 0.0104239 0.0010625 85457.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 2965.89 2718.01 0.0103859 0.00103833 85583.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2939.06 2693.06 0.0103954 0.00111907 86241.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2913.3 2667.58 0.0103756 0.00103837 85678.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2886.82 2642.16 0.0109547 0.00117527 81804 0
: 257 Minimum Test error found - save the configuration
: 257 | 2859.93 2617.97 0.0103715 0.00103572 85691.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2834.29 2593.88 0.0102988 0.00104003 86404.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2808.69 2569.6 0.0106581 0.00107449 83476.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2783.07 2546.23 0.010539 0.00107224 84505.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2757.84 2523.14 0.0105138 0.001061 84630.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2732.78 2500.29 0.0104119 0.00103617 85326.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2708.98 2476.55 0.0107854 0.00111795 82752.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2683.5 2454.19 0.0105698 0.00103858 83934.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2659.96 2430.91 0.0103154 0.00102915 86148.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2635.15 2409.35 0.0103504 0.0010328 85859.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2611.98 2386.48 0.0102504 0.00102202 86688.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2587.77 2364.93 0.0103958 0.00103768 85487.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2565.14 2342.6 0.0104284 0.00105336 85333.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2541.33 2321.27 0.0103075 0.00102932 86223.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2518.3 2300.49 0.0104072 0.00104054 85409.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2495.38 2278.72 0.0104311 0.00103879 85176.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2473.04 2257.65 0.0103621 0.00103422 85764.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2450.86 2236.44 0.0103154 0.00102762 86135.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 2427.72 2216.64 0.0103315 0.00103955 86096.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2405.75 2196.93 0.0104296 0.00104474 85243.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2384.17 2178.1 0.0105214 0.00104107 84385 0
: 278 Minimum Test error found - save the configuration
: 278 | 2363.6 2155.66 0.0104092 0.00103931 85379.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2341.32 2135.76 0.0105066 0.0010625 84708.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2319.38 2116.71 0.0103636 0.00103705 85776.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2298.76 2097 0.0103242 0.00103396 86112.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2277.26 2078.32 0.0103625 0.00107609 86147.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2256.73 2058.97 0.0103967 0.00103685 85471.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2236.18 2040.28 0.0103242 0.00103541 86125.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2215.47 2021.82 0.010295 0.00102746 86322.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2195 2003.32 0.0105677 0.00104694 84027 0
: 287 Minimum Test error found - save the configuration
: 287 | 2175.17 1984.48 0.0103156 0.00103164 86170.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2154.91 1966.66 0.0104244 0.0010382 85231.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2135.31 1948.77 0.0105622 0.00106178 84207 0
: 290 Minimum Test error found - save the configuration
: 290 | 2115.95 1930.39 0.0103418 0.00104213 86024.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2095.61 1913.26 0.0103804 0.00103699 85621.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2077.26 1895.35 0.0103309 0.00104342 86137.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2057.74 1878.08 0.0105005 0.00103988 84561 0
: 294 Minimum Test error found - save the configuration
: 294 | 2038.44 1862.08 0.0103719 0.00103134 85648.4 0
: 295 Minimum Test error found - save the configuration
: 295 | 2019.81 1844.12 0.0103083 0.00103255 86246 0
: 296 Minimum Test error found - save the configuration
: 296 | 2001.4 1827.08 0.0104182 0.00103574 85265 0
: 297 Minimum Test error found - save the configuration
: 297 | 1982.31 1811.53 0.0105019 0.0010389 84539.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1964.98 1793.22 0.0107233 0.00111868 83293.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 1945.54 1777.33 0.0103819 0.00105567 85779.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1927.57 1761.4 0.010361 0.00103626 85793 0
: 301 Minimum Test error found - save the configuration
: 301 | 1910.18 1744.66 0.0103572 0.00103608 85826.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1891.56 1729.43 0.0103448 0.00103221 85904.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1874.57 1713.3 0.0108101 0.00108151 82232.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1857.11 1697.33 0.0126598 0.00112303 69343.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1839.24 1682.1 0.0119893 0.00105786 73183.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1822.2 1666.76 0.010389 0.00103784 85550.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1805.42 1651.68 0.0104492 0.00104115 85033.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1788.37 1636.11 0.0111801 0.00113611 79650 0
: 309 Minimum Test error found - save the configuration
: 309 | 1771.45 1621.05 0.0104401 0.00104268 85130.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1754.71 1606.72 0.0106807 0.00106114 83163.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1737.73 1593.23 0.0103628 0.00103775 85790.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1722.5 1577.78 0.0104576 0.00103991 84946.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1705.27 1563.74 0.01037 0.0010649 85973.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1689.62 1549.1 0.0107925 0.0010414 82042.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1673.72 1534.97 0.0103749 0.00102897 85598.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1657.52 1520.63 0.0103697 0.00103487 85700.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1641.7 1507.03 0.0103595 0.0010483 85918.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1626.76 1492.54 0.0103644 0.00105412 85926.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1610.5 1479.16 0.0103384 0.00103378 85978.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1595.52 1465.68 0.0103295 0.00103234 86047.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1580.24 1452.82 0.0103155 0.00102629 86121.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1565.23 1440.1 0.0105125 0.00104983 84542.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1550.55 1425.64 0.0105123 0.00103336 84397.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1535.37 1412.76 0.0103389 0.00103433 85979.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1520.71 1399.43 0.0103514 0.00103843 85901.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1506.1 1386.89 0.0103151 0.00103929 86246.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1491.81 1373.98 0.0102961 0.00102838 86320.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1477.52 1361.41 0.0105718 0.00107453 84234.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1463.36 1348.43 0.0104326 0.00103991 85172.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1449.38 1335.79 0.0103267 0.00103616 86109 0
: 331 Minimum Test error found - save the configuration
: 331 | 1434.84 1323.78 0.0106206 0.0010514 83601.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1421.19 1312.01 0.0103492 0.00103812 85919.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1408.11 1299.39 0.0104093 0.00103156 85308.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1394.65 1287.63 0.0103138 0.00103212 86191.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1381.18 1277.22 0.0104077 0.00103705 85373.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1368.23 1263.32 0.010334 0.00103058 85989.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1354.19 1252.94 0.0104957 0.00119296 85995.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1341.65 1240.33 0.0103751 0.00104995 85789.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1328.42 1228.6 0.0104363 0.00103269 85073.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1315.48 1217.19 0.0103369 0.00103359 85990.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1302.59 1206.12 0.0103453 0.0010371 85945.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1290.58 1195.25 0.0104434 0.00107435 85387.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1278.11 1183.58 0.0104961 0.00119759 86035.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1265.77 1172.52 0.0103714 0.00103817 85715 0
: 345 Minimum Test error found - save the configuration
: 345 | 1253.18 1161.84 0.0107634 0.00114786 83198.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1241.1 1150.97 0.0106749 0.00104134 83042.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1229.13 1140.24 0.0109371 0.00105794 80978.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1217.16 1130.07 0.0105553 0.00108794 84500.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1205.8 1119.13 0.0103988 0.00103754 85458.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1193.76 1108.65 0.0107296 0.00106973 82816.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1182.14 1098.18 0.0108533 0.00110717 82083.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1170.84 1087.75 0.0105913 0.00104027 83760.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1159.85 1077.04 0.0104137 0.00104456 85386.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1148.21 1066.95 0.0104134 0.00103887 85338 0
: 355 Minimum Test error found - save the configuration
: 355 | 1137.11 1057.13 0.0104201 0.00103649 85254.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1125.81 1047.44 0.0103062 0.00105582 86482.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1115.48 1037.64 0.0104888 0.00103952 84662.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1104.13 1027.43 0.0104252 0.00105768 85401.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1093.4 1018 0.0103431 0.00103556 85951.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1082.7 1008.54 0.0103245 0.00102224 86000.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1072.61 998.1 0.0103183 0.00103153 86144.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1061.58 989.739 0.0105124 0.00103878 84444.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1051.97 979.248 0.0106983 0.00103654 82800.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1041.1 970.575 0.0103271 0.00103315 86077.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1031.64 960.527 0.0105404 0.00107078 84480.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1021.14 951.771 0.0103644 0.00103616 85761.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1011.09 943.102 0.0104979 0.00105348 84706.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1001.38 933.939 0.0129132 0.00109695 67703.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 991.684 924.563 0.0124342 0.00112183 70719.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 981.509 915.815 0.0104458 0.00103833 85038.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 972.22 906.815 0.0103505 0.00104084 85932.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 962.459 898.077 0.0103434 0.00103648 85957.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 952.914 889.566 0.0105299 0.00104015 84301.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 943.802 881.508 0.010401 0.00103672 85431.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 934.867 872.424 0.0103803 0.00103712 85623.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 925.428 864.077 0.0103225 0.00102982 86089.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 915.954 856.077 0.0103751 0.00106906 85965.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 906.899 848.013 0.0103346 0.00103441 86020.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 898.359 839.19 0.0103123 0.00103224 86206 0
: 380 Minimum Test error found - save the configuration
: 380 | 889.365 831.407 0.0105586 0.00104806 84117 0
: 381 Minimum Test error found - save the configuration
: 381 | 880.434 823.048 0.0106135 0.00112991 84355.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 871.748 814.752 0.0103573 0.0010372 85836.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 863.131 806.608 0.0103356 0.00103273 85994.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 854.35 799.218 0.01059 0.0010489 83847.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 846.209 791.154 0.0103586 0.00103931 85843.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 837.733 783.531 0.0103311 0.00103774 86082.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 829.062 775.874 0.0103439 0.00105991 86170.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 821.079 768.21 0.0121714 0.00104415 71895.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 812.599 760.833 0.0103729 0.00104238 85740.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 804.772 753.296 0.0103223 0.00102917 86085 0
: 391 Minimum Test error found - save the configuration
: 391 | 796.772 745.743 0.0102961 0.00102226 86264.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 789.07 737.868 0.0102861 0.00103527 86478.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 781.101 730.6 0.0103093 0.00103013 86214.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 773.265 723.063 0.0103982 0.00110749 86107.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 765.313 715.989 0.0103095 0.00102958 86207.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 757.642 709.638 0.0106318 0.00103341 83347.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 750.351 702.263 0.0107514 0.00107271 82655.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 742.867 694.67 0.0128204 0.00113015 68433.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 735.383 687.709 0.0134843 0.00158981 67258.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 727.659 681.245 0.0106547 0.00109009 83642 0
: 401 Minimum Test error found - save the configuration
: 401 | 720.603 673.728 0.0104416 0.00103538 85049.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 712.916 667.26 0.0103321 0.00102922 85995.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 705.993 660.318 0.0103175 0.00103255 86160.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 698.845 653.992 0.0103398 0.00104879 86104.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 691.613 647.261 0.0103495 0.00103156 85855.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 684.83 640.766 0.010321 0.00103731 86172.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 677.87 634 0.0103913 0.0010556 85692.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 670.717 627.871 0.01032 0.00103047 86118.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 664.08 620.971 0.0103193 0.0010278 86100.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 657.396 614.841 0.0104058 0.00102949 85321.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 650.861 608.488 0.0103284 0.00103099 86045.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 643.907 602.473 0.0103389 0.001031 85948.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 637.509 595.872 0.01032 0.00102581 86074.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 631.062 589.625 0.0102657 0.00103413 86659.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 624.392 583.542 0.0103488 0.00103855 85927.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 618.174 577.69 0.0103268 0.00102625 86016.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 611.624 571.915 0.0105519 0.00106299 84309 0
: 418 Minimum Test error found - save the configuration
: 418 | 605.613 565.5 0.0103571 0.00103059 85776.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 599.19 560.054 0.0104322 0.00103943 85171.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 593.172 553.837 0.0103142 0.0010397 86258.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 586.84 548.858 0.0104067 0.00103085 85325.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 581.19 542.65 0.0103569 0.00104224 85886.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 574.938 536.935 0.010379 0.00107654 85998.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 569.049 531.497 0.0103217 0.00104099 86200.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 563.437 526.11 0.0103132 0.00103737 86245.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 557.365 519.993 0.0103761 0.00103956 85684.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 551.851 514.463 0.0103399 0.00106174 86223.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 545.863 509.12 0.0103247 0.00105109 86266.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 540.152 503.628 0.0103489 0.00102728 85821.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 534.62 498.366 0.0103526 0.00103579 85866.1 0
: 431 Minimum Test error found - save the configuration
: 431 | 528.937 493.214 0.0103155 0.00103765 86227.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 524.097 487.499 0.0103907 0.00104108 85564.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 518.291 482.764 0.0103398 0.0010382 86007.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 512.843 477.671 0.0103324 0.00103033 86002.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 507.482 472.557 0.010346 0.00103036 85876.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 502.38 467.085 0.010325 0.00103131 86079.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 496.902 462.691 0.0103674 0.00105288 85887.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 491.694 457.48 0.0103329 0.00103262 86019.1 0
: 439 Minimum Test error found - save the configuration
: 439 | 486.972 452.317 0.0103124 0.00103193 86202.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 481.854 448.192 0.0103269 0.00102785 86030.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 476.841 442.518 0.010395 0.0010285 85410.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 471.828 438.127 0.0103229 0.0010296 86083.5 0
: 443 Minimum Test error found - save the configuration
: 443 | 466.676 433.009 0.0102862 0.00102946 86423.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 461.688 428.718 0.0102948 0.0010257 86308.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 457.07 424.028 0.0103363 0.00103144 85976.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 452.335 419.177 0.0103002 0.00103255 86321.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 447.394 414.563 0.0104071 0.00105242 85518.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 442.738 410.032 0.0103337 0.00103335 86018.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 438.269 405.838 0.010274 0.00103771 86615.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 433.565 401.643 0.0103512 0.00103146 85839.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 428.975 396.734 0.0103796 0.00103177 85581.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 424.665 392.399 0.0103995 0.00105468 85609.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 419.905 388.261 0.0103202 0.00102784 86092.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 415.653 384.091 0.0103056 0.00102926 86240.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 411.338 379.545 0.010397 0.00103382 85440.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 406.837 375.665 0.0103479 0.00103476 85899.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 402.827 371.648 0.0103372 0.00104835 86125.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 398.502 367.513 0.0103458 0.00102917 85868 0
: 459 Minimum Test error found - save the configuration
: 459 | 394.462 363.101 0.0104483 0.00104967 85118.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 390.195 359.691 0.0104141 0.0010444 85382 0
: 461 Minimum Test error found - save the configuration
: 461 | 386.219 355.256 0.0104923 0.00105288 84751.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 381.907 351.181 0.010356 0.00104233 85895.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 378.201 348.314 0.0103592 0.00104935 85930.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 374.13 343.405 0.0103388 0.00102742 85916.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 369.956 339.363 0.0103587 0.00103118 85768 0
: 466 Minimum Test error found - save the configuration
: 466 | 365.831 335.866 0.0103922 0.00104778 85612.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 361.994 331.808 0.0106066 0.00105479 83753.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 358.11 328.099 0.0103092 0.00103302 86242.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 354.252 324.178 0.0103586 0.00103172 85773.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 350.576 320.479 0.0104018 0.0010621 85655.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 346.826 317.277 0.0105781 0.00108933 84310.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 342.968 313.983 0.0114272 0.00104605 77062.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 339.559 310.069 0.0109459 0.00114375 81614.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 335.852 306.575 0.0108329 0.00105582 81823.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 332.227 303.15 0.0103833 0.00104025 85625.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 328.602 299.779 0.0103533 0.001043 85926.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 325.316 296.012 0.010432 0.00107774 85522.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 321.758 293.423 0.0104149 0.00104155 85348.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 318.299 290.038 0.0103563 0.0010574 86031.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 314.955 286.315 0.010347 0.0010352 85912.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 311.336 283.18 0.010503 0.00107681 84870.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.057 279.772 0.0104603 0.00103636 84890.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 304.537 276.48 0.0104589 0.00103315 84874.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.513 273.585 0.0103319 0.00103395 86040.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.212 270.376 0.0103933 0.00103598 85494.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 295.113 267.083 0.0104 0.00103666 85439.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.737 264.479 0.0104232 0.0010552 85396.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.917 261.168 0.0104331 0.00103436 85118 0
: 489 Minimum Test error found - save the configuration
: 489 | 285.421 258.914 0.0103075 0.00102802 86211.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 282.392 255.147 0.0103766 0.00104435 85724.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.388 251.724 0.0104132 0.00103449 85299.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.231 248.785 0.0104088 0.00103411 85336.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.028 246.467 0.010405 0.00103742 85401.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.415 243.617 0.010401 0.00108249 85850.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.134 240.61 0.0105988 0.00106624 83922.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.338 237.957 0.0103319 0.00104116 86107.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.576 235.718 0.0103739 0.00103905 85700.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 258.495 233.221 0.0104725 0.00103605 84777.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 256.334 230.225 0.0103757 0.00103338 85632.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 253.067 227.37 0.0103667 0.00104908 85859.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.324 224.426 0.0104305 0.00104223 85212.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.506 221.918 0.0103058 0.00103998 86338.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 244.8 219.556 0.0103037 0.00103174 86281.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 241.894 218.179 0.010325 0.00104373 86194.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.932 215.317 0.0103781 0.00104091 85679 0
: 506 Minimum Test error found - save the configuration
: 506 | 237.067 212.615 0.0103569 0.0010329 85800.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.512 209.567 0.0103703 0.00105118 85845.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 231.626 208.113 0.0103207 0.00103071 86114.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.544 205.651 0.010376 0.00104484 85734.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.725 203.004 0.0103657 0.00103803 85766.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 224.057 200.082 0.0103339 0.00103006 85985.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.548 197.255 0.0103308 0.00103001 86014.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.132 195.367 0.0103292 0.00105965 86303.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 216.528 192.856 0.0102898 0.00103746 86464.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.375 190.519 0.010476 0.00103409 84728.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.14 188.596 0.0103183 0.00103143 86142.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.485 186.815 0.0103204 0.00104244 86226 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.041 184.432 0.0103459 0.00103111 85885.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 204.822 182.1 0.0103227 0.00103125 86100.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.699 180 0.0103656 0.00103073 85699.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.337 178.198 0.0104451 0.00103837 85045.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 197.834 175.729 0.0103685 0.0010328 85692.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 195.746 173.731 0.0103653 0.00103152 85710 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.37 172.064 0.0103789 0.00103941 85657.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.885 169.728 0.0103345 0.00103851 86058.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.615 167.397 0.0103792 0.00104895 85742.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.021 165.508 0.0103612 0.00105651 85978.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.242 163.605 0.0103561 0.00103881 85861.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 182.784 161.73 0.0104458 0.00104008 85055 0
: 530 Minimum Test error found - save the configuration
: 530 | 180.617 159.749 0.0103383 0.00102979 85943.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.664 158.08 0.0103792 0.00103222 85589 0
: 532 Minimum Test error found - save the configuration
: 532 | 176.833 156.112 0.0103744 0.00103234 85634 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.653 154.702 0.0103222 0.00103071 86100.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 172.903 151.981 0.0103176 0.00102778 86115.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 170.584 150.355 0.0103071 0.00103401 86270.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 168.703 148.592 0.0104207 0.00104091 85289.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 166.941 146.707 0.010372 0.00105011 85819.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 164.96 145.287 0.0103235 0.00103277 86107.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.202 143.23 0.0103042 0.00102592 86223.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.183 141.81 0.0103137 0.00103525 86220.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.23 140.108 0.0104837 0.00103808 84695.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.689 137.955 0.0104165 0.00106789 85574.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.448 136.762 0.010416 0.00104205 85342.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.892 135.21 0.0103259 0.00103132 86071.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 151.982 132.781 0.0103234 0.00103667 86144.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.113 131.619 0.0103363 0.00104247 86078.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.338 130.236 0.0103567 0.00105249 85982.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.615 128.161 0.0103189 0.00103221 86144.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.008 126.412 0.0103742 0.00106291 85917.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.171 124.848 0.0103173 0.0010286 86126.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.513 123.71 0.0103385 0.00103496 85989 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.842 122.097 0.0103226 0.00102923 86082.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.161 121.224 0.0103299 0.00103151 86036.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.724 118.89 0.0103616 0.00103296 85757.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.106 118.008 0.0103866 0.00104733 85660.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.608 116.088 0.0103225 0.00103123 86102.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.321 114.641 0.0104473 0.00110679 85648 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.349 113.424 0.0103704 0.00103838 85726.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.717 111.935 0.0103758 0.00103778 85671.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.754 111.479 0.0103701 0.00105917 85920.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.888 108.936 0.0105406 0.00104593 84257.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.38 107.77 0.0103652 0.00103213 85716.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.924 106.284 0.0103926 0.00103606 85501.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.326 105.112 0.0103177 0.00103227 86156.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.941 103.858 0.0103972 0.00102888 85394.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.301 102.483 0.0103907 0.00103834 85540.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 116.817 101.193 0.0104095 0.00105527 85522.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.716 99.9767 0.0103835 0.00103735 85597 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.332 98.4663 0.0103607 0.00103349 85770.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.745 97.4827 0.0103957 0.00103494 85462.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.446 96.071 0.0104271 0.00103909 85214.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.041 95.2505 0.0103789 0.00103464 85613.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.023 94.4062 0.0103879 0.0010414 85593.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.663 92.5409 0.0103595 0.00107491 86163.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.383 91.7484 0.0104178 0.0010431 85336.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.009 90.8266 0.0103576 0.00103396 85803.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.815 89.519 0.0104291 0.0010805 85574.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.759 88.3886 0.0103743 0.00103872 85693.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.644 87.2226 0.0103476 0.00103975 85949.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.209 86.8659 0.0104149 0.00103739 85310.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.1778 85.3456 0.0103953 0.00103806 85495.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.0632 83.9894 0.0104647 0.00103995 84883.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.6825 82.9054 0.0103556 0.00104182 85894.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.483 81.536 0.0104094 0.00103992 85383.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.3672 80.722 0.0103566 0.00103639 85835.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.2968 79.6444 0.0103289 0.00103236 86053.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.0356 78.5253 0.0103636 0.0010561 85952.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.9317 77.7774 0.0103541 0.00103273 85824 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.0545 77.7234 0.010326 0.00103209 86077.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.0819 76.213 0.0103976 0.00104713 85557 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.1321 75.8331 0.0103832 0.00103735 85599.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.8487 73.7447 0.0103486 0.00103414 85888 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.7245 72.8168 0.0103713 0.00103836 85717.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.6755 71.7722 0.0104154 0.00104525 85377.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.5968 70.7263 0.0103919 0.00104237 85565.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.6933 70.4819 0.0103871 0.00104378 85622.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.5939 69.6 0.010455 0.00106822 85226.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.8057 68.2288 0.0103983 0.00103543 85444.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.6954 67.808 0.0104023 0.00104289 85475.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.8725 66.6836 0.0103647 0.00103452 85743.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.8553 65.8482 0.010468 0.00103522 84810.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.9847 65.1293 0.0104041 0.00103384 85376.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.1058 64.041 0.0103714 0.0010328 85666.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.1519 63.2747 0.0103631 0.00103688 85779.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.2942 62.9451 0.0103453 0.00104555 86024.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.6553 61.9985 0.0103927 0.00102816 85428.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.709 61.0296 0.010391 0.00105936 85729.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.7037 60.2242 0.0103111 0.00103735 86265.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.8437 59.3824 0.0103088 0.0010292 86210.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.9942 58.6362 0.0103179 0.0010303 86136.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.1299 57.7387 0.0103451 0.00104061 85980.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.2376 56.8083 0.0104157 0.00103228 85256.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.4004 56.4484 0.0103362 0.00103117 85974.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.6717 55.5207 0.0103266 0.00103057 86057.8 0
: 615 | 65.9973 55.6016 0.0103386 0.00100211 85685.4 1
: 616 Minimum Test error found - save the configuration
: 616 | 65.1273 54.2889 0.0104163 0.00103943 85316.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.2597 53.4741 0.0104164 0.00105161 85426.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.6194 52.6374 0.010327 0.00103144 86062.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.7869 52.2206 0.0103651 0.00103757 85767.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.174 51.7245 0.010347 0.00103475 85908.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.3112 51.104 0.010536 0.00103695 84219 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.6093 50.206 0.0103691 0.00103159 85676.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.9083 49.4453 0.0103566 0.00103054 85781.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.0792 49.0698 0.0103324 0.00103199 86017.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.3467 48.4265 0.0104027 0.00104268 85470 0
: 626 | 57.8659 48.7157 0.0103708 0.00100073 85378 1
: 627 Minimum Test error found - save the configuration
: 627 | 57.1133 47.0265 0.0104527 0.00106175 85188.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.3344 46.2582 0.0103394 0.00103567 85986.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.7076 46.0239 0.0103343 0.00102982 85979.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.9481 45.7428 0.0103596 0.00103413 85786.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.3006 44.8839 0.0103382 0.00103443 85986.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.8043 44.3163 0.0104024 0.00103486 85401.6 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.0964 43.4033 0.0103272 0.00102979 86045.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.3474 43.2602 0.0103327 0.00103175 86012.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.672 42.4978 0.0103231 0.00102655 86053.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.1023 42.1146 0.0103501 0.00103073 85842.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.7064 41.8742 0.0105251 0.00109037 84793.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.0479 41.3553 0.0103717 0.00103297 85665 0
: 639 | 49.6235 41.3772 0.0103087 0.000996217 85906.2 1
: 640 Minimum Test error found - save the configuration
: 640 | 48.904 40.1692 0.0103224 0.0010345 86134 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.2599 39.7092 0.0104659 0.00105459 85003.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.6423 39.1934 0.010398 0.00104034 85491.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.8915 38.5385 0.0103311 0.00103196 86029.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.3436 37.7861 0.0103427 0.00102933 85898.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.7513 37.5608 0.0103327 0.00103227 86017.6 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.3809 37.3979 0.0103502 0.00103411 85872.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.7529 36.6485 0.0106419 0.00106295 83516.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.257 36.3505 0.0103755 0.00104493 85739.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.6465 35.3875 0.0103406 0.00103135 85935.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.0567 35.1882 0.0103415 0.00103407 85952.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.5674 34.5894 0.0103786 0.00103517 85622 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.2031 34.2059 0.0105561 0.00108864 84500.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.6457 34.193 0.010388 0.00103743 85556.7 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.2707 33.4664 0.0102843 0.00104281 86566.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.5825 33.0325 0.0103366 0.00103228 85981.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.1273 32.1468 0.0104615 0.00104759 84980.6 0
: 657 | 39.7906 32.2084 0.0104312 0.00100102 84834 1
: 658 Minimum Test error found - save the configuration
: 658 | 39.1409 31.6254 0.0104084 0.00103883 85382.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.5269 31.0464 0.0105837 0.00106371 84034.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.0292 30.7714 0.0103929 0.00103142 85456.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.6783 30.209 0.0104409 0.00109353 85586 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.2873 30.1043 0.0104999 0.00103669 84538.2 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.7427 29.6235 0.0103367 0.00103432 85999.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.2696 29.4003 0.0103402 0.0010321 85947 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.0289 28.6051 0.0103465 0.00103136 85881.4 0
: 666 | 35.4946 28.947 0.0103805 0.00103449 85598.1 1
: 667 Minimum Test error found - save the configuration
: 667 | 34.9797 28.3338 0.0105657 0.00107538 84296.1 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.7327 28.0462 0.0103575 0.00103515 85815.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.168 27.5242 0.010463 0.00103861 84886.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.6765 26.722 0.0103572 0.00103422 85809 0
: 671 | 33.248 27.1354 0.010368 0.00102742 85647.5 1
: 672 | 33.081 26.8004 0.0103757 0.000991547 85249.7 2
: 673 Minimum Test error found - save the configuration
: 673 | 32.578 25.8137 0.0103134 0.00103939 86262.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.0637 25.2232 0.0104186 0.00106487 85527.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.7568 24.9863 0.0103685 0.00106228 85963.9 0
: 676 | 31.116 25.052 0.0104205 0.00100492 84965.7 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.0081 24.7046 0.0105546 0.00108276 84461 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.4656 23.7534 0.0103702 0.00103371 85684.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.0532 23.586 0.0104472 0.00107606 85368.1 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.7786 22.8943 0.0103728 0.00104034 85722 0
: 681 | 29.6071 23.2426 0.010501 0.000999998 84201.9 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.0378 22.8813 0.0103835 0.0010367 85590.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.5771 21.8277 0.0104192 0.00103396 85240.4 0
: 684 | 28.1226 22.1095 0.0103682 0.00100845 85472.7 1
: 685 | 27.8704 21.9279 0.010372 0.00103704 85699.1 2
: 686 Minimum Test error found - save the configuration
: 686 | 27.5192 21.3035 0.0104233 0.00104352 85289.8 0
: 687 Minimum Test error found - save the configuration
: 687 | 26.9869 20.9218 0.0104929 0.00106143 84822.1 0
: 688 | 26.8536 21.1264 0.0103978 0.000999087 85118.3 1
: 689 Minimum Test error found - save the configuration
: 689 | 26.5227 20.4818 0.0105825 0.0010458 83886.5 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.0669 20.0398 0.0116565 0.00109048 75714.1 0
: 691 | 25.6702 20.4551 0.0103583 0.00100141 85498.4 1
: 692 Minimum Test error found - save the configuration
: 692 | 25.4858 18.7573 0.0104649 0.00104236 84902.7 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.3494 18.12 0.010324 0.00103832 86154.2 0
: 694 | 24.815 18.3936 0.0103075 0.000999466 85947.7 1
: 695 | 24.411 19.1269 0.010324 0.00100028 85802.7 2
: 696 | 24.5503 19.9406 0.0103369 0.000997968 85663 3
: 697 | 24.1519 18.128 0.0103426 0.000999678 85626.1 4
: 698 Minimum Test error found - save the configuration
: 698 | 23.5624 17.8786 0.0103031 0.00103754 86341.6 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.3953 17.4229 0.0103605 0.001034 85777.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.9415 17.2821 0.0103534 0.00103593 85860.5 0
: 701 | 22.5226 18.0293 0.0104785 0.00100485 84444.3 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.1407 16.8403 0.0103576 0.00103514 85814 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.8693 16.7734 0.0103422 0.00103435 85949.3 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.5799 16.5199 0.010344 0.00103478 85936.3 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.4073 15.4487 0.0103839 0.00104088 85625.4 0
: 706 | 21.0937 16.3708 0.0103229 0.000998157 85792.8 1
: 707 | 21.181 15.5797 0.0103373 0.000999216 85670.9 2
: 708 | 20.7899 15.5803 0.011055 0.00141218 82963.1 3
: 709 | 20.524 15.6394 0.0105553 0.000998668 83711.8 4
: 710 Minimum Test error found - save the configuration
: 710 | 20.1108 14.8523 0.0104181 0.00104162 85320.3 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.8165 14.7525 0.0104719 0.00106343 85029.3 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.6076 14.5016 0.0103851 0.00104417 85644.9 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.1546 14.4927 0.0103699 0.00104019 85747.6 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.874 14.0015 0.0103835 0.00103013 85530.9 0
: 715 | 18.619 14.4409 0.010305 0.000998667 85962.9 1
: 716 | 18.5203 14.5363 0.010323 0.00101073 85908.2 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.3476 12.8712 0.0103981 0.00105757 85648.5 0
: 718 Minimum Test error found - save the configuration
: 718 | 17.85 12.6019 0.0104134 0.0010839 85749.7 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.7669 12.2897 0.0104436 0.00103256 85006.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.3947 11.7908 0.010372 0.00103751 85704.1 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.0969 11.3507 0.0105378 0.00104532 84276.9 0
: 722 | 17.051 12.0715 0.0103299 0.00100086 85753.6 1
: 723 | 16.6913 11.8074 0.0102979 0.000991236 85959.5 2
: 724 Minimum Test error found - save the configuration
: 724 | 16.4293 11.0915 0.0103777 0.0010401 85675.5 0
: 725 | 16.1833 11.249 0.0103269 0.00100056 85778.1 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.033 10.2779 0.0107816 0.00104761 82186.6 0
: 727 | 15.9207 10.5484 0.0106006 0.000999146 83320.9 1
: 728 | 15.6525 12.0425 0.0103232 0.000998627 85794.7 2
: 729 Minimum Test error found - save the configuration
: 729 | 15.2923 9.95664 0.0103461 0.00104478 86009.7 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.2485 9.93846 0.010456 0.00103941 84956.8 0
: 731 | 15.3869 10.0696 0.0103109 0.000995807 85882.6 1
: 732 | 14.8749 9.97931 0.0106921 0.00100575 82590.4 2
: 733 | 14.7256 10.0664 0.0103686 0.00100143 85404.9 3
: 734 | 14.4631 9.98106 0.0103872 0.000998607 85209.8 4
: 735 Minimum Test error found - save the configuration
: 735 | 14.1015 9.60425 0.010361 0.00103718 85802 0
: 736 Minimum Test error found - save the configuration
: 736 | 13.853 8.80839 0.010345 0.00103297 85910.7 0
: 737 | 13.9458 9.18926 0.0103132 0.000998687 85887.6 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.7911 8.77346 0.0103807 0.00103977 85644.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.7451 8.46276 0.0104906 0.0010796 85007 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.5694 8.16782 0.010351 0.00103377 85862.2 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.139 7.95105 0.0104285 0.00103774 85190 0
: 742 Minimum Test error found - save the configuration
: 742 | 12.8 7.60042 0.0103407 0.00103861 86002.1 0
: 743 Minimum Test error found - save the configuration
: 743 | 12.6322 7.31448 0.010295 0.00102699 86318.6 0
: 744 | 12.5692 8.37007 0.0104096 0.000998277 85004.2 1
: 745 | 12.4125 7.32582 0.0103045 0.000996258 85945.7 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.1316 7.14451 0.0104096 0.00104182 85399.2 0
: 747 | 12.0374 7.30715 0.0103426 0.00100162 85643.8 1
: 748 Minimum Test error found - save the configuration
: 748 | 11.848 6.69618 0.01035 0.00103323 85866.4 0
: 749 Minimum Test error found - save the configuration
: 749 | 11.6199 6.55008 0.0103432 0.00102574 85860.4 0
: 750 | 11.4007 6.88264 0.0102938 0.00100203 86098 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.3234 6.36832 0.0103505 0.0010341 85870.4 0
: 752 | 11.2453 6.76852 0.0107765 0.00100955 81908.6 1
: 753 | 11.2538 6.38805 0.0103974 0.00102123 85322.8 2
: 754 Minimum Test error found - save the configuration
: 754 | 11.2347 6.00927 0.0103561 0.0010381 85855.3 0
: 755 Minimum Test error found - save the configuration
: 755 | 10.8965 5.87987 0.0103804 0.00103469 85601 0
: 756 Minimum Test error found - save the configuration
: 756 | 10.5884 5.73064 0.0103477 0.00103394 85894.3 0
: 757 | 10.4999 6.05449 0.0103599 0.000998677 85458.6 1
: 758 | 10.4282 5.74032 0.0103131 0.00100105 85910.6 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.2092 5.29443 0.0104742 0.00104051 84802.6 0
: 760 | 10.1833 5.56403 0.0103316 0.000995858 85692.3 1
: 761 | 10.2855 5.85193 0.0103943 0.00100076 85165 2
: 762 | 10.0877 5.65762 0.0103296 0.000998597 85735.9 3
: 763 Minimum Test error found - save the configuration
: 763 | 9.77274 4.6383 0.010372 0.00104697 85790.4 0
: 764 | 9.51479 5.53814 0.0105558 0.00110614 84659 1
: 765 | 9.57461 4.8995 0.0103244 0.000998208 85780.1 2
: 766 | 9.26693 4.64518 0.0103045 0.000991727 85903.7 3
: 767 | 9.09362 4.82717 0.0103488 0.000998226 85556.7 4
: 768 | 8.97598 4.7521 0.0103061 0.000998068 85947.4 5
: 769 | 8.90645 4.64095 0.0103869 0.000999837 85223.8 6
: 770 Minimum Test error found - save the configuration
: 770 | 8.8473 4.13886 0.0103464 0.00103959 85958.8 0
: 771 | 8.73412 4.46754 0.0103144 0.0010004 85891.9 1
: 772 | 8.68486 4.68048 0.0103678 0.000999527 85394.7 2
: 773 | 8.8696 5.29015 0.0103592 0.00100067 85483.3 3
: 774 | 8.82332 4.64917 0.0103171 0.00100058 85868.6 4
: 775 | 8.24472 4.69596 0.010323 0.00100358 85841.8 5
: 776 Minimum Test error found - save the configuration
: 776 | 8.26759 3.84346 0.0103758 0.00104084 85699.5 0
: 777 | 8.23122 4.57736 0.010323 0.000997488 85786.6 1
: 778 | 8.22228 4.19598 0.0103108 0.000998296 85906.4 2
: 779 | 7.77513 3.89081 0.0103355 0.000994657 85645.4 3
: 780 Minimum Test error found - save the configuration
: 780 | 7.68168 3.42399 0.0103365 0.00104142 86067.3 0
: 781 | 7.64442 3.90172 0.0103949 0.000993538 85094.3 1
: 782 | 7.68407 4.25128 0.0103733 0.0010446 85757 2
: 783 Minimum Test error found - save the configuration
: 783 | 7.34768 3.41678 0.0103889 0.00105011 85664.6 0
: 784 | 7.31282 3.55784 0.0102971 0.000992596 85979.7 1
: 785 | 7.36771 3.65405 0.0103678 0.000999146 85390.8 2
: 786 Minimum Test error found - save the configuration
: 786 | 7.0543 3.22321 0.0103577 0.0010407 85864.7 0
: 787 | 7.22327 3.36015 0.0103382 0.000999658 85666.4 1
: 788 | 6.94251 3.64248 0.0103689 0.000998328 85373.8 2
: 789 Minimum Test error found - save the configuration
: 789 | 6.8447 3.17918 0.0103808 0.00104195 85663.5 0
: 790 Minimum Test error found - save the configuration
: 790 | 6.74314 2.96255 0.0103577 0.0010349 85811 0
: 791 Minimum Test error found - save the configuration
: 791 | 6.93463 2.87393 0.0103396 0.00103486 85977.7 0
: 792 | 6.68938 3.00953 0.0103747 0.000999857 85334.7 1
: 793 | 6.63653 3.37125 0.0103133 0.000998608 85885.8 2
: 794 | 6.61865 3.10451 0.0103081 0.000998847 85936.1 3
: 795 | 6.56299 3.0743 0.0103478 0.000999397 85576.2 4
: 796 Minimum Test error found - save the configuration
: 796 | 6.26677 2.65469 0.0103571 0.00103963 85860.2 0
: 797 | 6.21208 2.76469 0.0103191 0.000997388 85820.9 1
: 798 | 6.0981 3.07726 0.0103355 0.000997627 85672.5 2
: 799 | 6.04413 2.65684 0.0103309 0.000997798 85716.8 3
: 800 Minimum Test error found - save the configuration
: 800 | 6.01976 2.47331 0.0103828 0.0010362 85592.2 0
: 801 | 5.8553 3.23397 0.0103806 0.000991847 85208.3 1
: 802 | 5.89362 2.86191 0.0104029 0.000999317 85074.2 2
: 803 | 5.92843 2.68844 0.0103376 0.000999628 85671.5 3
: 804 Minimum Test error found - save the configuration
: 804 | 5.7184 2.27129 0.0103429 0.00103981 85993.1 0
: 805 | 5.62457 2.89891 0.0103194 0.00100114 85853.2 1
: 806 | 5.65776 2.56986 0.0102998 0.000997617 86001.1 2
: 807 | 5.50467 2.3733 0.0103306 0.00100039 85743.4 3
: 808 Minimum Test error found - save the configuration
: 808 | 5.33877 2.08688 0.0103701 0.00104345 85775.4 0
: 809 | 5.39278 2.38394 0.0103137 0.000999717 85892.4 1
: 810 | 5.31003 2.4045 0.0102979 0.000999916 86040.6 2
: 811 | 5.28808 2.53742 0.010306 0.000997286 85940.7 3
: 812 | 5.27394 2.44478 0.0104011 0.00100141 85109.3 4
: 813 | 5.28875 2.24694 0.0106037 0.000999616 83297.8 5
: 814 Minimum Test error found - save the configuration
: 814 | 5.06097 2.01333 0.0115339 0.0014532 79359.6 0
: 815 | 5.07507 2.30137 0.0105265 0.00101065 84070 1
: 816 | 5.03445 2.4859 0.0103558 0.000998516 85494.5 2
: 817 | 5.0347 2.4829 0.0103275 0.000997847 85748.3 3
: 818 Minimum Test error found - save the configuration
: 818 | 5.0248 1.70161 0.0103624 0.00103923 85807.3 0
: 819 | 4.91197 3.01942 0.0103277 0.000999697 85763 1
: 820 | 4.98105 2.37942 0.0103105 0.000998307 85908.8 2
: 821 | 4.79113 2.02659 0.0104042 0.000999247 85061.7 3
: 822 | 4.85666 2.29564 0.0102956 0.000998109 86044.5 4
: 823 Minimum Test error found - save the configuration
: 823 | 4.6526 1.66074 0.0103583 0.00104006 85852.8 0
: 824 | 4.47566 1.90737 0.0103263 0.000996727 85749 1
: 825 | 4.38799 1.9869 0.0103098 0.000998048 85912.5 2
: 826 | 4.38936 1.7444 0.0103112 0.000998607 85904.9 3
: 827 | 4.35414 1.79365 0.0103528 0.000996776 85506.6 4
: 828 | 4.34121 2.43402 0.0103102 0.000998758 85915.7 5
: 829 | 4.4202 1.73442 0.0103253 0.00100014 85789.3 6
: 830 | 4.24423 1.69198 0.0103171 0.000996747 85833.6 7
: 831 Minimum Test error found - save the configuration
: 831 | 4.10453 1.58402 0.0103331 0.00103394 86029 0
: 832 | 4.07661 1.6274 0.0103273 0.00100604 85825.3 1
: 833 | 4.14386 1.71756 0.0103111 0.000999637 85916 2
: 834 | 4.01176 2.41049 0.010312 0.000999577 85906.4 3
: 835 | 4.13737 2.0801 0.0103208 0.000998687 85817.3 4
: 836 | 3.99512 2.02923 0.0103039 0.000995498 85944.1 5
: 837 | 3.82865 1.68387 0.0103233 0.0010022 85826.4 6
: 838 | 3.84247 1.77495 0.0104546 0.00100797 84686.4 7
: 839 | 3.81165 1.61383 0.0105321 0.00100878 84004.4 8
: 840 | 3.74942 1.88536 0.0105038 0.00106214 84731 9
: 841 | 3.67172 1.94485 0.0105759 0.000998607 83530.5 10
: 842 | 3.7293 1.9107 0.0104985 0.00100728 84288.1 11
: 843 | 3.74372 1.87339 0.0105524 0.000999417 83743.4 12
: 844 | 3.74329 2.37435 0.0104735 0.0010006 84451.3 13
: 845 | 3.48845 2.04275 0.0103881 0.00101175 85321 14
: 846 | 3.87766 1.76494 0.0107084 0.00100253 82424.5 15
: 847 | 3.51565 1.9588 0.0106791 0.00100415 82687.7 16
: 848 | 3.54279 1.70216 0.010565 0.00101065 83731.2 17
: 849 | 3.56932 1.89575 0.0105567 0.00100228 83731 18
: 850 | 3.48892 2.53891 0.0104706 0.0010151 84606.6 19
: 851 | 3.78549 1.9 0.0106888 0.00104422 82947.9 20
: 852 | 3.55564 1.87598 0.0105135 0.00107666 84774.1 21
:
: Elapsed time for training with 1000 events: 8.86 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: 0.0114 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: 0.827 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.25911e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03775e+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: 0.039 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: 0.0372 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: 0.00145 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: 0.0974 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: 0.901 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: 0.0224 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00279 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0375 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00438 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: 0.0019 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000335 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: 0.0979 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.896 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 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 : -0.937 -0.0335 6.08 1.60 | 3.231 3.242
: 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 : -0.155 -0.0142 1.86 1.05 | 3.363 3.357
: 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.