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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.247 sec
: Elapsed time for training with 1000 events: 0.251 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00282 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: 0.000721 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00472 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: 0.000184 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00115 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 = 31584.2
: --------------------------------------------------------------
: 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 | 33134.4 31203.4 0.0097374 0.00100537 91616.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32646.8 30629.5 0.00980958 0.000985896 90665 0
: 3 Minimum Test error found - save the configuration
: 3 | 31903.9 29908.3 0.010008 0.000998737 88797.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31100 29223 0.0100974 0.00100056 87942.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30311.8 28458.8 0.0100696 0.000994186 88150.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29456.3 27522.7 0.0100885 0.00100951 88115.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28744.4 26933 0.0100083 0.000981196 88621.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28302.2 26563.3 0.00995594 0.000979539 89122.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 27944.6 26248.8 0.00994092 0.000976607 89242.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27627.6 25953 0.00989707 0.000976987 89685.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27328 25671 0.0099658 0.00100041 89232 0
: 12 Minimum Test error found - save the configuration
: 12 | 27042.1 25399.3 0.00992624 0.000981108 89434.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26763.3 25139.9 0.00993538 0.000983638 89368.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26495.8 24886.7 0.00994914 0.000980208 89196.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26236.4 24637.8 0.00989794 0.000987608 89783.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25978.7 24398.4 0.0100432 0.000986997 88337.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25728.6 24164.7 0.00992165 0.000976938 89438.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25488.2 23929.4 0.00994987 0.000984877 89236 0
: 19 Minimum Test error found - save the configuration
: 19 | 25244.5 23703.3 0.00993789 0.000987328 89379.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 25006.6 23483.1 0.00990622 0.000976737 89590.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 24780 23258.5 0.00994436 0.000980697 89249.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24546.7 23043.6 0.00994535 0.000992837 89360.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24320.8 22832.2 0.00993385 0.000980188 89349 0
: 24 Minimum Test error found - save the configuration
: 24 | 24099.1 22622.1 0.00990939 0.000975627 89547.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23883.8 22409.1 0.00994385 0.000979677 89244.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23662.8 22205.3 0.00995784 0.000983127 89139.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23449.9 22002.9 0.00993136 0.000977269 89344.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23237.5 21804.8 0.00994175 0.00100383 89506.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23031.1 21605.8 0.00992184 0.000981788 89485 0
: 30 Minimum Test error found - save the configuration
: 30 | 22824.9 21409.5 0.00995744 0.000981777 89130 0
: 31 Minimum Test error found - save the configuration
: 31 | 22618.4 21219.5 0.00998389 0.000981327 88863.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22418.7 21028.8 0.0099692 0.000998927 89183.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22218.1 20842.2 0.00996649 0.00101173 89338 0
: 34 Minimum Test error found - save the configuration
: 34 | 22023.5 20654.1 0.0114526 0.00171682 82171.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 21829 20467.6 0.0101654 0.000982697 87120.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21633.5 20287.4 0.0100018 0.000987136 88744.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21443.9 20107.5 0.010093 0.000990387 87886.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21254.7 19930.3 0.0100126 0.000986927 88636.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21070.2 19752 0.00994719 0.000979678 89211 0
: 40 Minimum Test error found - save the configuration
: 40 | 20884.8 19576.6 0.0099506 0.000980527 89185.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20699.7 19406.7 0.00998338 0.000982877 88883.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20522.2 19233.7 0.00997605 0.000996777 89094.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20339.4 19068.1 0.00998623 0.000985398 88880.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20164.3 18901.1 0.00995161 0.000984277 89212.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 19989.9 18734.7 0.00995448 0.000980178 89143.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19815.5 18571.2 0.00998726 0.000984947 88866.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19642.6 18411.4 0.009959 0.000981177 89108.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19475.4 18249 0.00996696 0.000982968 89047.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19306.2 18089.4 0.00994582 0.000979578 89223.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 19138.3 17933.4 0.00996024 0.000981967 89103.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18973.5 17777.1 0.00998233 0.000985296 88918.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18806.1 17621.8 0.0100056 0.000986278 88698.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18637.1 17459.5 0.0100719 0.00101035 88285.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18499.6 17308.8 0.0100129 0.000994557 88708 0
: 55 Minimum Test error found - save the configuration
: 55 | 18315.7 17166.2 0.0100117 0.000989877 88673.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18158.6 17010 0.0100635 0.000993439 88201.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17994.3 16857.5 0.0101297 0.00108628 88462.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17841.3 16702.8 0.0100891 0.000997027 87988.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17682.3 16564.7 0.0100549 0.000993718 88288.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17526.9 16412.5 0.0100604 0.000994187 88239.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17377.6 16256.7 0.0101132 0.00100483 87831.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17218.2 16122.4 0.0101055 0.000997627 87835.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17065 15967.4 0.0101846 0.00102172 87308.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 16910.6 15818.9 0.0101211 0.00100159 87723.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16763.3 15677.4 0.0101086 0.00100434 87871.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16612.8 15533.5 0.0101511 0.00100757 87493.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16463.8 15393.7 0.0101172 0.00101272 87868.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16316.7 15256.9 0.0103504 0.00119003 87332.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16171.2 15115.6 0.0109949 0.00102813 80266.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16025.4 14980.8 0.0105944 0.00143896 87379.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15884 14842.1 0.01016 0.00101022 87434.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15739.7 14707.8 0.0101698 0.00100515 87291.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15597.5 14573.1 0.0102105 0.00102978 87138.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15456.8 14439.2 0.0103766 0.00101957 85497.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15316.9 14307.5 0.0101763 0.00101131 87289 0
: 76 Minimum Test error found - save the configuration
: 76 | 15181 14174.1 0.0102413 0.00101047 86665.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15039.8 14046.8 0.0102118 0.00101378 86975.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14904.1 13916.9 0.0106728 0.00102438 82915.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14772.4 13786.5 0.0101741 0.0010105 87301.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14635.4 13661.5 0.0102543 0.0010126 86564.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14503.9 13538 0.0101782 0.0010152 87307.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14373.6 13413.2 0.0101974 0.00101429 87116.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14242.5 13292.9 0.0102228 0.00102835 87008.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14115.6 13172.1 0.0102026 0.00101167 87042 0
: 85 Minimum Test error found - save the configuration
: 85 | 13987.6 13052.6 0.0101844 0.00101016 87200.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13864.1 12931.3 0.0101775 0.00100815 87247.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13736.2 12815.7 0.0101675 0.00102405 87494.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13612.2 12702 0.0101566 0.00100566 87422.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13492 12585.3 0.0101958 0.00100967 87088.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13370.1 12470.3 0.0101757 0.00100746 87257.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13250.1 12356.3 0.0101675 0.00100887 87348.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 13129.9 12244.7 0.0101735 0.0010149 87349.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13011.6 12134.2 0.0102106 0.00104065 87241.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 12895.2 12023.4 0.010188 0.00101288 87192.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12778.7 11914.3 0.0101866 0.00100758 87155.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12664.8 11804.3 0.0101724 0.00100845 87298.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12549.9 11697 0.0101821 0.00101275 87247.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12435.8 11591.7 0.0102784 0.00102688 86471.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12324.8 11485.9 0.0102034 0.0010091 87010 0
: 100 Minimum Test error found - save the configuration
: 100 | 12212.2 11383.4 0.0102135 0.00101242 86946.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12104.5 11278.4 0.0101965 0.00101085 87092 0
: 102 Minimum Test error found - save the configuration
: 102 | 11994.5 11175.5 0.0102281 0.00101423 86825.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11886.7 11073 0.0101926 0.0010161 87179.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11779.4 10971.5 0.010198 0.00102728 87233.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11671.4 10873.7 0.0102219 0.00101325 86874.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11566.9 10775.4 0.0101828 0.00101085 87222.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11464.2 10675.6 0.0101696 0.00100888 87329.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11359.1 10578.9 0.010213 0.00104516 87261.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11256.3 10483.6 0.0101869 0.00101217 87196 0
: 110 Minimum Test error found - save the configuration
: 110 | 11155.1 10388.7 0.0101922 0.00101248 87148.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11054.7 10293.5 0.0102041 0.00100972 87009.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 10954 10200.6 0.0102042 0.00103202 87220.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10855.6 10107.5 0.0102028 0.00101779 87098.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10758 10014.6 0.0102097 0.00102724 87122.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10660.8 9922.26 0.0102014 0.0010105 87042.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10563 9832.96 0.0101845 0.00100921 87190.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10468.5 9742.87 0.0103077 0.00103157 86242.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10373.7 9653.83 0.0102912 0.00108887 86934.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10279 9566.94 0.0102132 0.001019 87011.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10186.4 9479.8 0.010209 0.00101708 87032.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10093.6 9394.2 0.0102033 0.0010142 87059.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10003.5 9307.51 0.0102018 0.00101223 87055.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 9913.33 9220.71 0.0102081 0.00101076 86982.1 0
: 124 Minimum Test error found - save the configuration
: 124 | 9822.06 9136.96 0.0102746 0.00103131 86549.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9733.65 9053.74 0.0104574 0.00102188 84786.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9644.11 8972.26 0.0102345 0.00101232 86747 0
: 127 Minimum Test error found - save the configuration
: 127 | 9558.46 8888.88 0.0102167 0.00101591 86949.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9469.51 8809.73 0.0102127 0.00101504 86978.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9385.67 8727.83 0.0102178 0.00102346 87010.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9300.71 8646.54 0.0102308 0.00101685 86825.1 0
: 131 Minimum Test error found - save the configuration
: 131 | 9214.18 8569.05 0.010253 0.00101619 86609.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9132.77 8488.82 0.0102102 0.00101244 86978.1 0
: 133 Minimum Test error found - save the configuration
: 133 | 9047.54 8412.51 0.010214 0.00101446 86961.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 8967.51 8333.68 0.0102776 0.00103033 86512.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8884.86 8257.27 0.0102364 0.00101791 86781.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8803.5 8182.25 0.0102085 0.00101557 87023.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8723.15 8108.31 0.0102463 0.00101674 86677.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8644.37 8034 0.0102339 0.00101324 86761.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8567.26 7959.03 0.0103078 0.00102576 86188 0
: 140 Minimum Test error found - save the configuration
: 140 | 8486.96 7886.99 0.0102127 0.0010138 86966.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8410.42 7814.79 0.0102216 0.00101513 86895.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8334.29 7742.3 0.0102219 0.00101393 86880.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8258.66 7670.29 0.0102265 0.00101691 86865.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8181.99 7600.83 0.0102597 0.00103152 86690.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8107.58 7531.86 0.0102236 0.00101478 86873.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8034.84 7461.37 0.0102247 0.00101249 86841.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 7961.46 7392.03 0.0102256 0.0010142 86848.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7886.85 7325.88 0.0102698 0.00103065 86588.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7816.46 7257.98 0.0102265 0.00101503 86848.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7744.96 7190.89 0.0102523 0.00101312 86587.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7674.69 7123.65 0.0102356 0.00101726 86783.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7603.38 7058.75 0.0102294 0.00101463 86817.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7534.86 6992.84 0.0102191 0.00102259 86989.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7465.74 6928.08 0.0103239 0.00103165 86093.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7395.43 6866.93 0.0102456 0.00101782 86694.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7330.34 6802.33 0.0102328 0.00101634 86801.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7262.1 6740.01 0.010266 0.00103405 86655.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7196.18 6677.69 0.0102983 0.00101807 86204.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7130.71 6614.76 0.0103682 0.00103237 85691.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7064.41 6554.11 0.0102707 0.00101801 86460.9 0
: 161 Minimum Test error found - save the configuration
: 161 | 7000.2 6493.46 0.0102572 0.00101669 86575 0
: 162 Minimum Test error found - save the configuration
: 162 | 6936.44 6432.48 0.0102448 0.00102414 86761.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6872.31 6373.14 0.0102457 0.00101638 86680.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6809.31 6314.32 0.0102403 0.00101833 86749.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6747.68 6254.57 0.0102694 0.00103365 86619.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6684.1 6197.96 0.0102484 0.00102128 86700.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6624.2 6139.75 0.0102738 0.00102236 86473.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6562.53 6083.61 0.0102265 0.00101904 86885.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6502.76 6026.72 0.0102508 0.00101906 86657.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6442.87 5970.9 0.0102388 0.0010166 86746.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6383.15 5916.33 0.0102393 0.00101745 86750.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6326.19 5859.73 0.0102391 0.00101816 86758.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6266.74 5805.57 0.0102268 0.00101262 86823 0
: 174 Minimum Test error found - save the configuration
: 174 | 6207.78 5753.8 0.0102544 0.00102236 86655.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6152.96 5699.08 0.0102771 0.00104067 86613.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6095.82 5645.29 0.0102385 0.00102067 86788.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6039.8 5592.14 0.0103591 0.00102784 85732.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 5983.56 5540.08 0.0102693 0.00101696 86464.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5929.4 5487.43 0.0103346 0.00103337 86010.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5873.33 5437.57 0.0102736 0.00101654 86420.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5819.2 5387.48 0.0102707 0.00101805 86461.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5766.76 5336.52 0.0102372 0.00101665 86762.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5712.73 5287.41 0.0102332 0.00101365 86771.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5659.68 5238.96 0.0102495 0.00102605 86735.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5608.97 5189.02 0.0103026 0.00103412 86314.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5556.51 5140.57 0.0102528 0.00102096 86656.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5504.97 5093.05 0.0102581 0.00101719 86571.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5453.81 5046.33 0.0102584 0.00103421 86728.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5404.71 4998.49 0.010262 0.00101877 86549.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5354.64 4950.96 0.010266 0.00102128 86535.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5304.27 4905.68 0.0102536 0.00102275 86665.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5255.74 4859.93 0.01025 0.00102092 86682.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5207.45 4814.75 0.0102444 0.00101879 86714.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5159.34 4769.61 0.0102679 0.00102146 86519.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5112.46 4724.11 0.0103507 0.00104329 85952.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5064.59 4679.97 0.0102571 0.00101705 86579.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5017.67 4636.79 0.0102579 0.0010289 86683.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4970.93 4594.22 0.0102659 0.00102017 86526.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4925.07 4552.4 0.0102959 0.00102865 86325.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4880.19 4510.35 0.0103503 0.0010302 85835.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4836.21 4466.74 0.0102564 0.00101636 86579.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4789.98 4426.14 0.0102459 0.00101997 86712.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4746.86 4384.33 0.0103482 0.00102741 85829.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4702.76 4343.58 0.0103201 0.0010295 86108.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4659.45 4303.06 0.0105289 0.00102509 84176.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4616.7 4263.04 0.0103043 0.00102746 86236.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4574.62 4222.48 0.0102915 0.00102048 86290 0
: 208 Minimum Test error found - save the configuration
: 208 | 4531.58 4183.77 0.0103056 0.00102245 86177.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4490.38 4144.48 0.010326 0.00103185 86075.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4448.71 4106.64 0.0102781 0.00102144 86424 0
: 211 Minimum Test error found - save the configuration
: 211 | 4408.54 4067.45 0.0102588 0.00101663 86559.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4367.95 4028.96 0.0102654 0.0010316 86637.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4327.12 3991.87 0.0102489 0.00101629 86649.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4287.11 3955.59 0.0102925 0.00102755 86346.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4247.6 3919.59 0.0103495 0.00104195 85951.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4209.88 3882.19 0.0102782 0.00102566 86462.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4171.21 3845.09 0.0102455 0.00101843 86701.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4132.3 3809.25 0.0102471 0.00101832 86685.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4094.12 3774.31 0.0102509 0.00101663 86634.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4056.8 3739.15 0.0103878 0.00103283 85516 0
: 221 Minimum Test error found - save the configuration
: 221 | 4020.21 3703.66 0.0102735 0.0010173 86428.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3982.91 3669.78 0.0102487 0.0010177 86664.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3945.53 3637.31 0.0102493 0.00101883 86669.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3911.14 3601.74 0.0102693 0.00102316 86522.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3874.95 3568.26 0.0103206 0.00104024 86203.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3839.2 3534.6 0.010247 0.00102017 86703.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3803.91 3502.16 0.0102465 0.00101522 86662 0
: 228 Minimum Test error found - save the configuration
: 228 | 3769.79 3469 0.0102625 0.0010163 86521.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3735.23 3436.42 0.0102725 0.00103723 86624.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3700.68 3404.79 0.0102376 0.00101814 86773.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3667.26 3373.22 0.010282 0.00101998 86374.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3634.22 3341.27 0.0102478 0.00101795 86674.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3599.7 3311.98 0.0102525 0.00102185 86667.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3568.26 3280.54 0.0102784 0.00102213 86427.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3535.84 3249.62 0.0102943 0.00103584 86407.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3503.35 3219.47 0.0102625 0.00101574 86516.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3471.83 3189.12 0.0102572 0.00102692 86671.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3439.3 3160.23 0.0102909 0.00102311 86320.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3409.57 3129.68 0.0103107 0.00102117 86118.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3377.34 3101 0.010351 0.00102431 85775.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3346.57 3073.18 0.0102427 0.00102003 86742.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3316.49 3044.48 0.0102435 0.00101906 86725.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3286.63 3016.01 0.0102701 0.00103508 86627 0
: 244 Minimum Test error found - save the configuration
: 244 | 3256.78 2987.76 0.0102548 0.00101662 86597.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3227.11 2959.77 0.0103305 0.00109169 86590.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3197.55 2932.58 0.0102726 0.00101998 86461.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3168.58 2905.35 0.010254 0.00102801 86711.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 3140.09 2877.88 0.0102858 0.00101763 86317.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3110.77 2852.03 0.0102921 0.001023 86308.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3083.61 2824.83 0.0102736 0.00101866 86440.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3055.06 2798.55 0.0102671 0.00101928 86506.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3027.31 2772.49 0.0103102 0.00103057 86210 0
: 253 Minimum Test error found - save the configuration
: 253 | 2999.75 2747.17 0.0103579 0.00102393 85708.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2972.68 2721.35 0.0103752 0.0010677 85952.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2945.52 2696.24 0.0103296 0.00102307 85960.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2918.96 2670.93 0.0103566 0.00103793 85849 0
: 257 Minimum Test error found - save the configuration
: 257 | 2891.84 2647.03 0.0103041 0.00102666 86230.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2866.81 2621.64 0.0103106 0.00102538 86158.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2839.81 2597.87 0.0103184 0.00103483 86173.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2814.46 2573.87 0.010371 0.00102989 85643.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2788.88 2550.29 0.0102507 0.00101973 86665.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2764.08 2526.8 0.0102602 0.00101664 86546.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2738.79 2502.79 0.010271 0.00102085 86485.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2713.23 2480.15 0.0103037 0.00102083 86180.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2689.43 2457.16 0.010256 0.00102025 86619.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2664.86 2434.58 0.0102861 0.00103304 86457.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2640.64 2411.85 0.0102606 0.00101724 86548.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2616.52 2389.67 0.0102633 0.0010221 86568.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2592.7 2367.91 0.0103171 0.00102037 86051.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2569.7 2345.89 0.010249 0.00101615 86646.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2545.95 2324.43 0.0102744 0.00101893 86435 0
: 272 Minimum Test error found - save the configuration
: 272 | 2523.17 2302.95 0.0102674 0.00102036 86513.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2500.89 2280.94 0.0102691 0.00102552 86546.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2477 2260.4 0.0103742 0.00103176 85630.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2455.06 2239.25 0.0103435 0.00102754 85873.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2432.21 2219.23 0.0103146 0.00104427 86296.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2410.23 2199.28 0.0104813 0.00102312 84582.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2388.52 2178.83 0.0103162 0.00102174 86072.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2366.54 2158.94 0.0102808 0.00101742 86361.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2345.43 2138.68 0.010378 0.00104354 85703.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2323.38 2119.33 0.0103235 0.0010224 86011.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2302.32 2100.15 0.0103452 0.00104512 86020.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2280.94 2081.65 0.0103204 0.00103204 86129.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2260.69 2061.77 0.01036 0.00103962 85833.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2239.93 2042.41 0.0103344 0.00104368 86107.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2219.82 2022.84 0.0103129 0.00104316 86302.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2198.03 2005.26 0.0102769 0.00102642 86482 0
: 288 Minimum Test error found - save the configuration
: 288 | 2178.29 1987.6 0.0103446 0.00104183 85996.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2158.74 1968.93 0.0103001 0.00102512 86253.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2138.22 1951.45 0.0102894 0.00104152 86505.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2119.68 1932.32 0.0102745 0.00101859 86431.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2099.3 1914.71 0.010284 0.00102124 86367.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2080.56 1896.26 0.0103111 0.00104162 86304.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2060.48 1879.47 0.0103515 0.00102662 85791.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2041.78 1861.97 0.0103 0.00103508 86347.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2022.14 1845.43 0.010358 0.00104256 85878.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2004.1 1828.36 0.0103325 0.00102475 85949.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1985.3 1811.65 0.0103211 0.00103107 86113.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1966.78 1795.38 0.0102925 0.00102197 86294.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1948.81 1778.83 0.0103519 0.0010253 85776.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1930.36 1762.56 0.0103992 0.00103129 85398.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1912.88 1745.89 0.0104033 0.00103192 85366.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1894.42 1730.44 0.0103494 0.00102516 85797.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1876.86 1714.94 0.0102868 0.00101861 86316.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1859.74 1698.71 0.0102947 0.00103008 86350 0
: 306 Minimum Test error found - save the configuration
: 306 | 1841.74 1683.68 0.0103377 0.00104099 86052 0
: 307 Minimum Test error found - save the configuration
: 307 | 1824.86 1668 0.0102819 0.00101917 86367.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1807.39 1653.03 0.0102902 0.00103898 86475.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1790.7 1638.04 0.010346 0.00101723 85756.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1773.81 1623.1 0.0103723 0.00106895 85990.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1757.17 1607.81 0.0103241 0.00102518 86031.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1740.69 1592.78 0.0103354 0.001024 85916.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1723.71 1579.09 0.0103351 0.00103539 86023.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1707.98 1564.41 0.010298 0.00102153 86240.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1691.62 1550.03 0.0102766 0.00101464 86374.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1675.4 1536.24 0.0103139 0.00103923 86256.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1659.91 1521.7 0.0102787 0.00101865 86392.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1644.08 1507.68 0.0102756 0.00101714 86407.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1628.07 1494.12 0.0102659 0.00101671 86494.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1612.67 1480.43 0.0104051 0.00104652 85482.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1597.32 1466.9 0.0104662 0.00105349 84991 0
: 322 Minimum Test error found - save the configuration
: 322 | 1582.68 1452.78 0.0102908 0.00102653 86353.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1566.69 1440 0.0102872 0.001036 86475.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1552.08 1426.46 0.0108353 0.00104657 81726.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1537.04 1413.6 0.01036 0.00102831 85729.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1522.45 1400.54 0.0104362 0.00104763 85209.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1508.06 1387.78 0.0104366 0.00103157 85060.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1493.61 1374.66 0.0103252 0.00104178 86175.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1479.33 1361.87 0.0103726 0.0010262 85594.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1464.55 1349.73 0.0103168 0.00102562 86102.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1451.09 1337.2 0.0102908 0.00102237 86314.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1437.24 1324.61 0.010318 0.00102824 86116.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1422.79 1312.68 0.0103295 0.00102357 85966.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1409.61 1300.16 0.0102982 0.00103753 86386.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1396.11 1288.18 0.0103683 0.00104968 85849.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1382.37 1276.44 0.010432 0.00104524 85226.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1369.39 1264.3 0.0103654 0.00102462 85645.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1356.03 1252.23 0.0103276 0.00102618 86008.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1342.46 1241.21 0.0103449 0.00102188 85808.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1330.2 1229.26 0.0103116 0.00103203 86211.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1317.24 1218.13 0.0104045 0.00105627 85577.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1304.32 1206.65 0.0103769 0.0010289 85579.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1291.67 1195.74 0.0102724 0.00101987 86462.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1279.4 1184.74 0.010459 0.00104583 84987.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1267.34 1173.06 0.0105319 0.0010667 84519.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1254.86 1161.98 0.0103865 0.00105916 85768.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1242.7 1151.73 0.0104097 0.00104702 85445.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1230.56 1141.2 0.0103434 0.00104266 86014.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1219.23 1129.9 0.0103581 0.00102153 85684.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1206.87 1119.58 0.0102766 0.00102229 86446.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1195.74 1109.25 0.0103212 0.00103189 86120.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1183.74 1098.62 0.010288 0.00101939 86312.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1172.35 1088.64 0.0102676 0.00101777 86488 0
: 354 Minimum Test error found - save the configuration
: 354 | 1161.34 1077.64 0.010366 0.00102818 85673.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1149.51 1067.95 0.0103543 0.00102221 85725.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1138.6 1057.76 0.0104526 0.00104979 85081.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1127.64 1047.55 0.0102892 0.00102373 86342 0
: 358 Minimum Test error found - save the configuration
: 358 | 1116.51 1037.85 0.0104801 0.00103392 84690.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1106.25 1028.2 0.0103629 0.0010404 85814.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1094.94 1019.5 0.0103513 0.001024 85770 0
: 361 Minimum Test error found - save the configuration
: 361 | 1084.39 1008.79 0.0104267 0.00102964 85132.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1073.5 999.585 0.0103219 0.00104874 86270.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1063.43 989.874 0.0103253 0.00103273 86090.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1053.5 979.567 0.0102722 0.00101966 86462.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1042.03 970.799 0.0103227 0.00104076 86189 0
: 366 Minimum Test error found - save the configuration
: 366 | 1032.36 961.688 0.0104438 0.00104653 85131.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1022.66 951.952 0.0105559 0.00103243 84003.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1012.11 943.722 0.010358 0.00103722 85830 0
: 369 Minimum Test error found - save the configuration
: 369 | 1002.47 934.695 0.0102856 0.00101995 86340.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 992.666 925.693 0.0102958 0.00102193 86264.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 982.992 916.041 0.010296 0.00104214 86450 0
: 372 Minimum Test error found - save the configuration
: 372 | 973.118 907.456 0.0102886 0.00102223 86334 0
: 373 Minimum Test error found - save the configuration
: 373 | 963.801 898.505 0.0105469 0.00104061 84154.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 954.19 889.846 0.0103775 0.00105246 85790.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 945.006 881.031 0.0103451 0.00103358 85915.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 935.095 872.879 0.0104968 0.00104842 84670.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 926.406 864.316 0.010414 0.00106348 85556.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 916.766 856.365 0.0104931 0.00103042 84542.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 908.336 847.818 0.0103843 0.00103427 85561.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 899.338 839.238 0.0104032 0.00103313 85377.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 889.841 831.454 0.0105409 0.00104069 84208.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 881.744 822.947 0.0103809 0.00102714 85526.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 872.74 815.073 0.0103581 0.00102799 85743.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 864.147 807.041 0.0103328 0.00102106 85913.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 855.624 799.035 0.010373 0.0010333 85655.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 847.071 791.271 0.0104045 0.00104964 85516.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 838.552 784.303 0.0103747 0.00103656 85670.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 830.454 775.952 0.0103153 0.00102902 86149 0
: 389 Minimum Test error found - save the configuration
: 389 | 821.823 768.46 0.010421 0.00102738 85164.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 813.761 761.294 0.010405 0.00104184 85441.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 806.085 753.126 0.0103361 0.00102384 85907.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.82 745.71 0.0103749 0.00103512 85654.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 789.961 738.31 0.0103453 0.00102714 85853.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.864 731.016 0.0103835 0.00102835 85514.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 773.938 723.879 0.0104643 0.00104327 84916.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 766.408 716.554 0.0104912 0.00104564 84696 0
: 397 Minimum Test error found - save the configuration
: 397 | 758.661 710.051 0.01048 0.00104304 84773.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 751.53 702.329 0.0103447 0.00101901 85784.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 743.671 695.521 0.0103288 0.00103119 86043.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 736.03 688.876 0.0103005 0.00102617 86259.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 728.664 681.276 0.0104167 0.00102832 85212 0
: 402 Minimum Test error found - save the configuration
: 402 | 721.437 674.192 0.0103595 0.00104326 85871.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 714.045 667.809 0.0103393 0.00103338 85966.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 707.188 661.198 0.0103348 0.00102279 85910.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 699.681 654.209 0.0103356 0.00102279 85902.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 692.933 646.946 0.0104541 0.00105289 85095.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 685.461 640.647 0.0104015 0.00102945 85359.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 678.592 634.287 0.0104145 0.00102944 85242.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 671.714 628.307 0.0103294 0.00102601 85990.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 665.25 621.217 0.0103142 0.00103713 86234 0
: 411 Minimum Test error found - save the configuration
: 411 | 658.296 614.727 0.0103464 0.00102772 85849.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 651.406 608.709 0.0103272 0.00102036 85957.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 645.029 602.766 0.010391 0.00102498 85414.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 638.304 596.164 0.0103367 0.00102194 85885 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.93 590.022 0.0105351 0.00103513 84210.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 625.477 583.728 0.0104538 0.00106497 85207.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.972 577.588 0.0103519 0.00102673 85789.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 612.303 571.884 0.0102924 0.001025 86324.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 606.275 566.206 0.0103198 0.00102675 86085.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 600.222 559.751 0.0102956 0.00102071 86254.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 593.952 554.011 0.0104071 0.00103551 85364.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 587.867 548.829 0.0103069 0.00102026 86144.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.923 542.873 0.0104161 0.0010292 85225.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.865 537.065 0.0102941 0.00102713 86327.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 570.153 531.055 0.0103274 0.0010577 86302.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.749 526.132 0.0103453 0.00104287 85999 0
: 427 Minimum Test error found - save the configuration
: 427 | 558.327 520.343 0.0102832 0.00102124 86375.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 552.297 514.638 0.0102951 0.00102121 86263.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 547.011 509.317 0.0103162 0.00102512 86103.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 541.154 503.917 0.0102928 0.00101605 86237.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 535.323 498.514 0.0102912 0.00102083 86296 0
: 432 Minimum Test error found - save the configuration
: 432 | 530.046 492.744 0.0103229 0.00102981 86085.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 524.183 487.901 0.0102853 0.00101911 86335.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.803 482.886 0.0102715 0.00102067 86478.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 513.672 477.336 0.0102721 0.00102119 86478 0
: 436 Minimum Test error found - save the configuration
: 436 | 508.226 472.184 0.010336 0.00103714 86031.9 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.636 467.992 0.0103059 0.00102934 86238.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 497.772 462.275 0.0103145 0.00103889 86247.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 492.349 457.436 0.0102688 0.00102605 86554.2 0
: 440 Minimum Test error found - save the configuration
: 440 | 487.475 452.363 0.010285 0.00101892 86336.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 482.367 447.57 0.0103865 0.00102806 85484.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 477.28 443.302 0.0103197 0.00102252 86047.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 472.565 438.163 0.0102844 0.00102265 86376.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 467.337 433.281 0.0102669 0.0010191 86506.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 462.415 428.699 0.010337 0.00102745 85932.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.857 423.771 0.0103687 0.00104097 85765.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 453.089 419.002 0.0102729 0.00101829 86443 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.937 414.76 0.0102848 0.0010168 86318.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 443.337 410.362 0.0102664 0.0010191 86511.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.86 405.615 0.0102682 0.00101913 86495.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 434.442 401.067 0.0102973 0.00101841 86216.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 429.631 396.901 0.0102975 0.00103093 86331.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 425.364 392.35 0.01027 0.00102056 86491.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 420.572 388.142 0.0102716 0.00101916 86463.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 416.197 383.795 0.0103439 0.00102291 85828.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 412.021 379.778 0.0103372 0.00104664 86109.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 407.923 375.913 0.0102645 0.00101858 86524.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 403.174 371.237 0.0102938 0.00104163 86465.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.783 367.309 0.0102723 0.00101634 86430.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.647 363.503 0.0102765 0.00102366 86460.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.743 359.294 0.0104097 0.00105197 85490.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.503 355.197 0.0102984 0.00101924 86215 0
: 463 Minimum Test error found - save the configuration
: 463 | 382.479 351.311 0.0102776 0.00102375 86450.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 378.098 347.049 0.0102563 0.00101976 86612.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 374.193 343.393 0.0103296 0.00102896 86015.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 370.389 339.411 0.0102951 0.00102644 86312.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 366.304 335.611 0.0103256 0.00103633 86120.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.166 332.242 0.0102892 0.00102087 86315.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.782 328.189 0.0103091 0.00101908 86114.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.931 324.548 0.0102719 0.00102014 86470.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.184 320.934 0.0103118 0.00102365 86130.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 347.093 317.124 0.0102789 0.00102007 86403.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.516 313.72 0.0102775 0.00101882 86405.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.961 310.071 0.0102771 0.00102909 86504.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.991 306.639 0.0103273 0.00102263 85978.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.796 303.842 0.0102833 0.00102186 86379.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 329.276 299.646 0.0103049 0.00103611 86311.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.384 296.328 0.0102827 0.00102033 86370.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.912 292.868 0.0102691 0.0010174 86470.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.441 289.425 0.0102689 0.0010218 86513.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.055 286.028 0.0104142 0.00103163 85264.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.501 282.943 0.0102936 0.0010205 86270.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.278 280.394 0.010252 0.00101817 86638.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.976 276.453 0.0102603 0.00102981 86669.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.766 273.763 0.0103205 0.00101986 86016 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.457 270.201 0.0102831 0.00102194 86382.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.205 267.082 0.0102976 0.00103327 86352.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 292.378 263.77 0.0102776 0.0010171 86388 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.742 260.905 0.0103081 0.00102824 86207.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.434 258.396 0.010297 0.00102252 86258.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.658 255.004 0.0103301 0.00102348 85960.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.929 252.243 0.0102839 0.0010244 86397.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.48 249.166 0.010282 0.00102174 86390.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.577 246.064 0.0102998 0.00104089 86403.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.26 243.538 0.0102909 0.0010208 86299 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.629 240.554 0.0104368 0.00103946 85130.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.437 238.618 0.0102984 0.00103713 86381.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.772 236.019 0.0103107 0.0010196 86103.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.128 232.774 0.0102806 0.0010203 86390.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.145 230.347 0.0102975 0.00103455 86365.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.523 227.366 0.0103813 0.00110297 86221.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.465 224.171 0.0102708 0.00102094 86487.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.584 221.901 0.0102963 0.00102013 86242.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.925 219.49 0.0102884 0.00101813 86297.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.501 216.628 0.0102789 0.00102144 86417.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.668 213.794 0.0102825 0.00101839 86354.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.048 211.591 0.0103202 0.00103593 86167.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.386 209.1 0.0102789 0.00102048 86407.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.929 206.425 0.0103066 0.00103398 86275.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.317 204.388 0.0103211 0.00102215 86031.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.539 201.798 0.0103165 0.00101951 86049 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.42 199.23 0.0102692 0.00101885 86482.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.581 197.051 0.0103148 0.00106005 86442.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.149 194.68 0.0103192 0.00103135 86133.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.885 192.689 0.0103214 0.001025 86054.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.429 190.089 0.0102748 0.00101871 86429.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.063 188.233 0.0103285 0.00104696 86192.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.804 185.944 0.0102639 0.00101958 86539.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.394 183.681 0.0102758 0.00102169 86447.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.02 181.604 0.0103272 0.00102132 85967.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.813 179.367 0.0102669 0.00101983 86514.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.667 177.713 0.0103641 0.00102664 85675.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.989 175.009 0.0103444 0.00102813 85871.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.214 173.127 0.0103001 0.00101905 86197.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.996 170.885 0.0102795 0.00102191 86415.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.738 169 0.0102942 0.00102075 86268 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.689 166.866 0.0103385 0.00104139 86048.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.555 165.143 0.0103154 0.00104668 86311.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.504 162.901 0.0103278 0.00102379 85984.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.189 161.052 0.0103159 0.0010202 86061 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.381 159.07 0.0102847 0.00102228 86370.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.059 157.232 0.0103339 0.00102902 85976.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.067 155.611 0.0103505 0.00104455 85966.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.2 153.742 0.0103318 0.00102224 85933.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.296 151.725 0.0103377 0.00102388 85893.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.305 149.604 0.0103449 0.00102815 85866.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.273 148.32 0.0103752 0.00104942 85783.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.306 146.134 0.0103871 0.00103033 85499.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.572 144.563 0.0104469 0.00102817 84936.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.68 142.705 0.0103266 0.00102769 86031.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.344 140.906 0.0103352 0.0010378 86045.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.743 138.912 0.0104407 0.00104984 85189.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.729 137.433 0.0103246 0.00102328 86009.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.075 136.093 0.0102942 0.00101681 86231.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.091 134.74 0.0103099 0.00102981 86206.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.497 132.864 0.0103003 0.00102824 86281 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.806 131.459 0.0103153 0.00103498 86204.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.939 129.394 0.010305 0.00102492 86206.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.303 128.023 0.0102615 0.00102322 86596.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.653 126.603 0.0102842 0.00101878 86342.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.835 125.723 0.0102804 0.00102072 86395.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.185 123.269 0.0103362 0.00102313 85900.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.318 121.854 0.0102759 0.00101835 86415.9 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.644 120.564 0.0103115 0.0010243 86139.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.15 118.829 0.0103073 0.00102848 86217.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.45 117.429 0.0103808 0.00102218 85482.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.131 116.423 0.0103198 0.00103885 86198 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.417 114.709 0.0102748 0.00101861 86428.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.808 113.127 0.0102897 0.00102628 86361.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.226 112.664 0.0105165 0.00110755 85025.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.8 110.579 0.0106103 0.00103111 83514 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.263 109.369 0.0107437 0.00103582 82407.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.684 107.875 0.0104873 0.00103952 84676.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.144 106.493 0.010422 0.00103505 85224.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.659 105.246 0.0106021 0.00107489 83969.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.376 103.8 0.0103611 0.00102891 85724.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.832 102.64 0.0103837 0.00104469 85662.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.429 101.825 0.0104376 0.00104065 85134.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.17 100.563 0.0104591 0.00106506 85160.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.555 98.6634 0.0104165 0.00104007 85320.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.284 98.246 0.010719 0.00129887 84924.9 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.953 96.4987 0.01038 0.00103791 85633.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.548 95.4316 0.010337 0.00103055 85962.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.244 93.9397 0.0103655 0.00103493 85739.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.061 92.9494 0.0102826 0.00102394 86405.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.919 91.7301 0.0103171 0.00105258 86350.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.603 90.7227 0.0103969 0.00104859 85577.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.46 89.444 0.0102811 0.00101787 86363.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.005 88.6252 0.0103386 0.00102249 85873 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.922 87.0682 0.0103009 0.00101958 86194.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.648 86.4483 0.0103335 0.00103079 85996.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.3262 85.1495 0.0104088 0.00103239 85320.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.1858 84.0563 0.0102994 0.00102122 86223.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.9257 82.8051 0.0102968 0.00102153 86250.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.8507 82.1003 0.0102811 0.00102737 86451.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.8162 80.955 0.0102934 0.00101954 86263.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.4964 79.9546 0.0103177 0.00103763 86206.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.6909 79.1759 0.0102785 0.0010236 86440.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.671 77.9947 0.0103057 0.00101941 86148.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.5466 77.1029 0.0104285 0.00103677 85181.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.3203 76.3076 0.0104131 0.00105155 85455.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.427 75.898 0.0103518 0.00102266 85752.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.5841 74.8674 0.0103451 0.00102142 85802.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.3587 73.9191 0.0103088 0.0010282 86201.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.4342 72.6303 0.0103571 0.001025 85725.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.1658 71.6487 0.0103181 0.00102224 86060.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.989 70.1763 0.0103798 0.00104249 85677.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.0676 69.8896 0.0104086 0.00105061 85488.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.9799 68.3344 0.0103951 0.00103562 85474.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.0137 67.998 0.0103992 0.0010278 85365.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.3369 67.3003 0.010322 0.00102761 86073.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.4572 66.3253 0.0104464 0.00104017 85050.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.4946 65.3867 0.010304 0.00102094 86178.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.5905 64.3585 0.0102836 0.0010202 86361.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.6378 63.3189 0.0103104 0.0010174 86086.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.8426 62.9858 0.0103017 0.00102139 86204.2 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.8768 61.7557 0.0103499 0.00103958 85925.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.9522 61.399 0.0103064 0.0010191 86138.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.0369 60.5993 0.0102823 0.0010186 86358.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.1681 59.4392 0.0104833 0.00103284 84651.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.4288 59.204 0.0103191 0.00102323 86059.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.8108 58.5769 0.0103987 0.00104176 85497.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.8141 57.6063 0.0102948 0.00101986 86254.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.801 56.5873 0.0102858 0.00102284 86365.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.9731 56.1794 0.0102888 0.0010264 86370.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.3255 55.6902 0.0103021 0.00102465 86231 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.7841 55.0787 0.0104159 0.00106708 85572.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.1777 53.8423 0.0104335 0.00102347 85015.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.889 53.2916 0.0103807 0.0010239 85499.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.3326 52.9659 0.0103957 0.0010454 85559 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.7639 52.4347 0.0103129 0.00102061 86093 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.8272 52.0175 0.0104 0.00103068 85385.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.1639 50.81 0.0103181 0.00102135 86051.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.4822 49.7874 0.0103003 0.00103041 86301.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.5611 49.6818 0.0103011 0.00102461 86239.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.7762 48.9196 0.0103347 0.0010244 85926.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.0312 48.0426 0.0103602 0.00105929 86013.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.2525 47.6139 0.0103149 0.00102704 86133.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.5086 47.2481 0.0103391 0.00103156 85951.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.9264 46.3053 0.0104123 0.00106184 85557.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.3282 45.8852 0.0103816 0.00103247 85569.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.7122 45.211 0.0103524 0.00103744 85883.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.9195 44.5359 0.0103766 0.00103094 85601.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3192 44.2068 0.0103158 0.00101835 86045.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.661 43.5448 0.0102899 0.00102344 86332.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.9987 43.2005 0.0102877 0.00102137 86334.2 0
: 637 | 51.5001 43.386 0.0102906 0.00100464 86151.8 1
: 638 Minimum Test error found - save the configuration
: 638 | 50.8606 41.6464 0.0103524 0.00103141 85828 0
: 639 | 50.1635 42.03 0.0102832 0.000990748 86090.9 1
: 640 Minimum Test error found - save the configuration
: 640 | 49.4482 40.796 0.0103562 0.00104321 85901.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.8442 40.5446 0.0103595 0.0010244 85698.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.3115 39.4678 0.0103935 0.00102988 85436.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.6799 38.9612 0.0103 0.00101867 86194.6 0
: 644 | 47.0847 39.1698 0.0102501 0.000990189 86393.8 1
: 645 Minimum Test error found - save the configuration
: 645 | 46.8494 38.3808 0.0103051 0.00102398 86196.3 0
: 646 | 46.0698 38.4591 0.0102552 0.000987078 86317.4 1
: 647 Minimum Test error found - save the configuration
: 647 | 45.5 38.0431 0.0103014 0.00101975 86191.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.9378 37.0237 0.0103582 0.00104789 85926 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.4666 35.8433 0.0103235 0.0010222 86009.3 0
: 650 | 43.8212 36.4222 0.0102836 0.000997197 86147.5 1
: 651 | 43.61 36.0619 0.0102608 0.000991988 86311 2
: 652 Minimum Test error found - save the configuration
: 652 | 42.9739 35.1285 0.0102967 0.00102134 86250.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.2299 34.283 0.0103205 0.00103581 86163.4 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.6557 33.9408 0.0102985 0.0010271 86286.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.0824 33.4495 0.0102954 0.00102184 86267.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.6621 32.894 0.0103455 0.00105393 86099.4 0
: 657 | 40.2238 32.9215 0.0103162 0.000986607 85749 1
: 658 | 39.7521 33.0284 0.0102834 0.000990788 86090.2 2
: 659 Minimum Test error found - save the configuration
: 659 | 39.7528 32.0933 0.0103466 0.00103546 85918.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.7481 31.7899 0.0103477 0.00102332 85796.8 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.2705 31.3935 0.0103401 0.00102393 85872.4 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.8517 30.8956 0.010433 0.00103721 85144.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.3912 30.2411 0.0103314 0.00103489 86053.4 0
: 664 | 36.8324 30.3286 0.0103069 0.00100896 86040.6 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.4836 29.3855 0.0103177 0.00102125 86054.3 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.0407 29.2913 0.0103057 0.00102585 86207.9 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.6591 28.7213 0.0103169 0.00101945 86045.5 0
: 668 | 35.2437 29.7823 0.0102937 0.000991388 86000.5 1
: 669 Minimum Test error found - save the configuration
: 669 | 34.8796 28.0912 0.0103494 0.00102697 85814.7 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.3528 27.571 0.0103327 0.00103016 85997.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.7779 27.2199 0.0103141 0.00102453 86118 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.4444 26.6236 0.0102902 0.00102012 86298.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.9234 26.0768 0.0102994 0.00101952 86207.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.5367 25.8794 0.0103012 0.00101996 86195.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.2896 25.6453 0.0102751 0.00101998 86438.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.8532 25.0488 0.0102644 0.0010157 86498.4 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.6467 24.4749 0.0103898 0.00102507 85426.7 0
: 678 | 31.2447 25.7977 0.0103026 0.000990098 85906.4 1
: 679 Minimum Test error found - save the configuration
: 679 | 30.6364 23.5919 0.0103488 0.00103533 85897.5 0
: 680 | 30.1866 23.8032 0.0103266 0.000996338 85742.2 1
: 681 Minimum Test error found - save the configuration
: 681 | 29.8579 23.241 0.0103767 0.00103919 85676.3 0
: 682 | 29.5662 23.3611 0.0104855 0.00100974 84425.5 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.0588 22.6718 0.010378 0.00103162 85595 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.6347 22.4338 0.0104398 0.00102847 85003.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.2943 22.0049 0.0102958 0.00102329 86276.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.0383 22.0014 0.0103127 0.00101991 86088.1 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.7514 21.1874 0.0103447 0.00103233 85907 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.3673 20.9018 0.0103994 0.00105377 85601.4 0
: 689 | 27.0397 21.1665 0.0103171 0.000988438 85756.9 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.7843 20.2833 0.010347 0.0010234 85803.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.2606 19.2501 0.010317 0.00102754 86119.4 0
: 692 | 25.9095 19.392 0.010289 0.000991838 86048 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.6473 18.8503 0.0103513 0.00103446 85865.6 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.2423 18.278 0.0103282 0.00102352 85978.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.0391 18.1427 0.0103042 0.00102276 86193.2 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.6486 18.0477 0.0103003 0.0010192 86196.6 0
: 697 | 24.3598 18.2847 0.0103017 0.000994198 85951.7 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.0501 17.2713 0.0103181 0.00103582 86186 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.901 17.1015 0.0103125 0.00103634 86242.9 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.5004 16.7955 0.0102989 0.00102247 86240.2 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.1576 16.5307 0.0102691 0.00101776 86474.1 0
: 702 | 22.7576 16.8812 0.0102267 0.000985807 86571.4 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.3435 15.7928 0.0104164 0.00104677 85381.8 0
: 704 | 22.1029 15.8894 0.0102689 0.000993188 86247 1
: 705 | 21.9419 15.9493 0.0102493 0.000986988 86371.2 2
: 706 Minimum Test error found - save the configuration
: 706 | 21.6409 14.8165 0.0103401 0.00102591 85890.3 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.3596 14.5846 0.0104362 0.00103545 85099.8 0
: 708 | 20.9093 14.6684 0.0102871 0.000987197 86022.3 1
: 709 | 20.7637 14.8169 0.0102521 0.000985918 86335.7 2
: 710 | 20.4328 14.8121 0.0102617 0.000987137 86257.3 3
: 711 Minimum Test error found - save the configuration
: 711 | 20.1261 13.8266 0.0103192 0.00103917 86206.3 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.8904 13.5208 0.0103218 0.00103063 86103.6 0
: 713 | 19.567 13.8338 0.0102868 0.000992027 86070.3 1
: 714 | 19.6616 13.981 0.0102791 0.000989709 86119.3 2
: 715 Minimum Test error found - save the configuration
: 715 | 19.1461 13.261 0.0102958 0.00102152 86260.4 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.7549 12.9497 0.0103139 0.00104141 86276.9 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.5907 12.5047 0.0102998 0.00102742 86277.3 0
: 718 | 18.2548 12.6812 0.0107461 0.000987638 81980.2 1
: 719 | 18.065 12.6641 0.0104283 0.00102238 85052.5 2
: 720 Minimum Test error found - save the configuration
: 720 | 17.7416 12.1899 0.0104009 0.00103276 85395.6 0
: 721 | 17.5268 12.2083 0.0102937 0.000989548 85983 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.2876 11.7558 0.010322 0.00102375 86038.1 0
: 723 | 17.0811 11.8663 0.0118269 0.000997378 73872.1 1
: 724 Minimum Test error found - save the configuration
: 724 | 16.8196 11.6912 0.0103759 0.00105443 85823.6 0
: 725 | 16.6427 11.6977 0.0103832 0.00101656 85409.9 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.4201 10.9429 0.0104153 0.00103713 85304.6 0
: 727 | 16.0898 11.1214 0.010411 0.000995468 84965.6 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.0043 10.5049 0.0104124 0.00105574 85500.2 0
: 729 | 15.8172 11.0421 0.0103469 0.000987327 85474 1
: 730 | 15.9757 11.3166 0.0104229 0.000990037 84809.6 2
: 731 | 15.8082 10.7112 0.0104577 0.000997988 84568.8 3
: 732 | 15.2725 11.7135 0.0104114 0.00101888 85174.3 4
: 733 Minimum Test error found - save the configuration
: 733 | 15.1298 10.2877 0.0103252 0.00103086 86074.1 0
: 734 | 14.6898 10.3597 0.0107341 0.000990208 82103 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.5047 9.94827 0.01051 0.00106836 84730.9 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.2642 9.61673 0.0104267 0.00102749 85113.8 0
: 737 | 14.16 9.84764 0.0105189 0.00103548 84357.7 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.9792 9.2908 0.0104528 0.00105279 85106.5 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.7859 9.01403 0.0104448 0.0010265 84940.6 0
: 740 | 13.5081 9.0751 0.0103275 0.000991758 85692.1 1
: 741 | 13.4563 9.09708 0.0103636 0.000991058 85355.8 2
: 742 | 13.4611 9.45651 0.0103655 0.000996957 85391.9 3
: 743 | 13.1151 9.34426 0.0102707 0.000989498 86195.4 4
: 744 Minimum Test error found - save the configuration
: 744 | 12.9515 8.43527 0.0102808 0.00102562 86438.2 0
: 745 | 12.8606 8.88995 0.0102481 0.000986328 86376.2 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.5526 8.31036 0.0102836 0.00101865 86346.8 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.3912 8.13208 0.0103137 0.00101948 86075.2 0
: 748 | 12.1289 8.27004 0.0102549 0.000987427 86323.5 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.051 7.94043 0.010274 0.00101932 86442.9 0
: 750 | 11.8798 8.14245 0.0102411 0.000986447 86443 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.6219 7.66845 0.0102743 0.00102112 86456.3 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.5878 7.55147 0.0103044 0.00102098 86175.1 0
: 753 | 11.3306 7.79133 0.0102574 0.000985228 86279.9 1
: 754 | 11.1867 7.63392 0.0102453 0.000987589 86414 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.071 7.48008 0.0102693 0.00101967 86489.9 0
: 756 | 10.9414 7.61503 0.0102334 0.000984807 86499.9 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.7428 6.87722 0.0102835 0.00102138 86372.8 0
: 758 | 10.5685 7.04662 0.0102519 0.000986147 86339.6 1
: 759 | 10.364 6.92625 0.0102493 0.000994888 86445.1 2
: 760 | 10.5134 7.90045 0.0102474 0.000988718 86405.6 3
: 761 | 10.5213 7.17357 0.0103819 0.000988517 85166.4 4
: 762 | 10.4331 7.64474 0.0102407 0.000986978 86451.8 5
: 763 Minimum Test error found - save the configuration
: 763 | 10.1198 6.55039 0.0104116 0.00103398 85309.5 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.89156 5.83759 0.010279 0.00101922 86394.7 0
: 765 | 9.73742 6.07226 0.0102534 0.000988527 86348 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.53491 5.78215 0.0104149 0.00105838 85501.5 0
: 767 | 9.45039 6.08532 0.0104419 0.000995957 84692.2 1
: 768 | 9.33165 6.42702 0.0103941 0.00102416 85379.8 2
: 769 Minimum Test error found - save the configuration
: 769 | 9.26517 5.69486 0.0107909 0.00105514 82171 0
: 770 | 8.99967 6.07044 0.0104256 0.000996037 84839.4 1
: 771 Minimum Test error found - save the configuration
: 771 | 8.89099 5.48671 0.010424 0.00103431 85199.7 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.83447 5.39335 0.0104007 0.00104087 85471.3 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.78202 4.99658 0.0103681 0.00103815 85744.9 0
: 774 | 8.58067 5.37903 0.0104726 0.000988677 84353.3 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.51376 4.74014 0.0103313 0.00102374 85951.7 0
: 776 | 8.42155 5.16113 0.010364 0.00101829 85600.4 1
: 777 | 8.28325 5.73935 0.0103701 0.00103124 85663.3 2
: 778 | 8.59254 5.14709 0.0104434 0.000991778 84641.9 3
: 779 Minimum Test error found - save the configuration
: 779 | 8.31072 4.58385 0.0103348 0.00104622 86126.8 0
: 780 | 8.0112 5.18998 0.0104127 0.000989758 84899.2 1
: 781 Minimum Test error found - save the configuration
: 781 | 8.00825 4.51047 0.0104324 0.00102794 85065.6 0
: 782 | 7.88043 4.91954 0.0103348 0.00101218 85813 1
: 783 | 7.95711 4.63677 0.0104691 0.00100274 84509.9 2
: 784 | 7.80029 5.21323 0.0103113 0.000985768 85786 3
: 785 Minimum Test error found - save the configuration
: 785 | 7.55917 3.78019 0.0103808 0.00104273 85670.8 0
: 786 | 7.49878 4.77042 0.0102824 0.000994488 86133.7 1
: 787 | 7.59878 5.77971 0.0103443 0.00101726 85772.4 2
: 788 | 7.30822 5.07149 0.0102906 0.000987918 85996.9 3
: 789 | 7.11281 4.02127 0.0103829 0.000995156 85217.3 4
: 790 | 6.9085 4.07206 0.0102512 0.000988238 86365.2 5
: 791 | 6.84553 4.42748 0.0102983 0.000987927 85925.7 6
: 792 | 6.79752 4.04728 0.0102552 0.000985768 86304.9 7
: 793 | 6.76294 4.44531 0.0103785 0.00100472 85344.8 8
: 794 | 6.73736 4.36955 0.0103 0.000986528 85897.3 9
: 795 | 6.6313 3.81231 0.0103134 0.000988928 85795.5 10
: 796 Minimum Test error found - save the configuration
: 796 | 6.56964 3.49201 0.0103397 0.00103223 85952.6 0
: 797 | 6.46529 3.9453 0.0103571 0.00103759 85841 1
: 798 | 6.2962 4.29425 0.0103816 0.000987648 85160.9 2
: 799 | 6.23642 3.74125 0.0104055 0.00100958 85143.7 3
: 800 | 6.21801 4.29169 0.0104185 0.000994278 84887.8 4
: 801 | 6.09538 3.54813 0.01055 0.00103694 84095.2 5
: 802 | 6.10134 3.89494 0.010433 0.000988077 84701.8 6
: 803 | 5.92315 3.80454 0.0105831 0.000990857 83400.6 7
: 804 | 5.83554 3.86896 0.010861 0.00107055 81712.6 8
: 805 | 5.82834 3.91425 0.0104469 0.000998208 84668 9
: 806 | 5.69043 3.82749 0.0104288 0.00102135 85038.6 10
: 807 | 5.81428 4.48651 0.0105378 0.000990617 83794.2 11
: 808 | 5.79113 3.60691 0.0107588 0.00105994 82484.3 12
: 809 | 5.67435 3.5845 0.0105813 0.00100693 83556 13
: 810 | 5.74592 5.10763 0.0103468 0.000994347 85538.7 14
: 811 Minimum Test error found - save the configuration
: 811 | 5.66432 3.19453 0.0103053 0.00104014 86345.1 0
: 812 | 5.36378 4.31626 0.0102702 0.000985617 86163.9 1
: 813 | 5.31354 3.99508 0.0104083 0.000989248 84934.1 2
: 814 Minimum Test error found - save the configuration
: 814 | 5.20338 3.08003 0.0105557 0.0010587 84236.9 0
: 815 | 5.22864 3.38183 0.0105248 0.0010233 84196.9 1
: 816 | 5.09309 4.15823 0.0104221 0.000986506 84785.6 2
: 817 | 5.20969 3.85652 0.0105938 0.00102097 83570.2 3
: 818 | 5.05099 3.56077 0.0106042 0.00101308 83410.4 4
: 819 | 5.01494 3.90451 0.0108565 0.00104585 81543.9 5
: 820 Minimum Test error found - save the configuration
: 820 | 4.80557 2.63762 0.0106333 0.00103263 83327.2 0
: 821 | 4.81285 3.82179 0.0104062 0.000997296 85026.2 1
: 822 | 4.84178 3.45112 0.0104372 0.000996337 84737.6 2
: 823 | 4.9817 3.70489 0.0103647 0.000987748 85315.9 3
: 824 | 4.65354 3.37625 0.0103158 0.00102134 86073.1 4
: 825 | 4.64314 3.30418 0.0102964 0.000986677 85931.4 5
: 826 | 4.4835 3.12244 0.0102815 0.000999718 86189.9 6
: 827 | 4.54091 3.98744 0.0103385 0.000990528 85580.4 7
: 828 | 4.42361 3.29799 0.0103319 0.000993248 85665.7 8
: 829 | 4.37018 3.18444 0.0102876 0.000986558 86012 9
: 830 | 4.32107 3.16678 0.0102937 0.000987477 85963.8 10
: 831 | 4.36549 3.88212 0.0105565 0.00105598 84205.8 11
: 832 | 4.41791 3.18499 0.0104838 0.00101535 84490.8 12
: 833 | 4.21054 3.55838 0.0104131 0.000988497 84883.8 13
: 834 | 4.11384 4.06147 0.0105718 0.00105959 84102.6 14
: 835 | 4.03508 3.48291 0.0106641 0.00108462 83511.5 15
: 836 | 4.06581 3.22225 0.0105667 0.00102792 83868.1 16
: 837 | 3.99058 2.98423 0.0103301 0.000986728 85622.5 17
: 838 | 3.89223 3.04524 0.0103775 0.001001 85319.6 18
: 839 Minimum Test error found - save the configuration
: 839 | 3.94443 2.5435 0.010339 0.00104131 86042.8 0
: 840 | 3.81291 2.8293 0.0105766 0.00109596 84382.6 1
: 841 | 3.74412 3.20901 0.0103596 0.000988758 85371.3 2
: 842 | 3.6607 2.85809 0.0104277 0.000989768 84764.6 3
: 843 | 3.8384 4.3439 0.0103998 0.000989657 85014.5 4
: 844 | 3.97859 4.76027 0.0104493 0.00105114 85123.1 5
: 845 | 3.813 2.95851 0.0103598 0.000989638 85377.2 6
: 846 | 3.59791 3.58185 0.0104341 0.00101179 84904.8 7
: 847 | 3.54105 3.13864 0.0103058 0.000989636 85872 8
: 848 | 3.43268 2.95377 0.0104426 0.000988438 84619.2 9
: 849 | 3.40552 3.28808 0.0104948 0.00101917 84426.7 10
: 850 | 3.60159 3.87594 0.0103646 0.000998056 85410.4 11
: 851 | 3.5119 4.99469 0.010644 0.000988158 82851.5 12
: 852 | 3.54352 3.20829 0.010333 0.000994327 85665 13
: 853 | 3.39862 3.63551 0.0102976 0.00101923 86221.7 14
: 854 | 3.36 4.26697 0.010338 0.00100503 85717.3 15
: 855 | 3.4329 2.62858 0.0102954 0.00100068 86070.5 16
: 856 | 3.24455 3.46884 0.0103394 0.000998259 85642.9 17
: 857 | 3.19636 3.62933 0.0102995 0.000987168 85907.7 18
: 858 | 3.0707 3.63379 0.0104381 0.00101343 84883.6 19
: 859 | 3.16516 4.07251 0.0104238 0.000990869 84808.9 20
: 860 | 3.14875 3.36259 0.0104543 0.00109004 85430.8 21
:
: Elapsed time for training with 1000 events: 8.88 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: 0.0118 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: 0.832 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 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= 3.29197e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06753e+06
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
: Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
: Creating kd-tree with 1000 events
: Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN : Optimizing tree for 2 variables with 1000 values
: <Fill> Class 1 has 1000 events
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
: Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory : ␛[1mTest all methods␛[0m
Factory : Test method: PDEFoam for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.036 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0373 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: 0.00223 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: 0.0951 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: 0.888 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: 0.0208 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00336 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: 0.0376 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00501 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: 0.00261 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00123 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: 0.0947 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0115 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: 0.891 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0994 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 : -0.843 -0.163 5.23 1.48 | 3.252 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 : -0.234 -0.121 1.86 1.10 | 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.