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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: 0.275 sec
: Elapsed time for training with 1000 events: 0.279 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00262 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: 0.000806 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0041 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: 0.000255 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000355 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 = 31548.9
: --------------------------------------------------------------
: 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 | 33088.5 31167.5 0.0100478 0.00101142 88530.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 32596.2 30629.3 0.0101015 0.00105184 88401.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31910 29958.5 0.010493 0.00101157 84375.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31156.7 29293.6 0.0122899 0.00102495 71016.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30404.8 28582 0.0121493 0.00154245 75422.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29583.4 27663.1 0.0107943 0.00103484 81972 0
: 7 Minimum Test error found - save the configuration
: 7 | 28780.4 26923.2 0.0103332 0.00100891 85797.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28255.4 26512.7 0.0100857 0.0010168 88213.8 0
: 9 Minimum Test error found - save the configuration
: 9 | 27878.3 26176.5 0.0100388 0.000991497 88423.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27550.3 25869 0.0100082 0.000985087 88660.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27242.9 25581.1 0.0100036 0.000986368 88719.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 26946.5 25313 0.0100862 0.00104085 88442.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26668.7 25050.8 0.0100507 0.000989367 88287.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26397 24797.2 0.0100057 0.000984297 88678.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26137.1 24545.5 0.0100559 0.00100224 88362.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25879.3 24301.4 0.0100597 0.000989668 88202.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25627.4 24063.9 0.0100384 0.00100408 88551.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25382.4 23830 0.0102053 0.00102546 87147 0
: 19 Minimum Test error found - save the configuration
: 19 | 25142.1 23599.3 0.0100962 0.00100478 87994.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 24900.4 23379.1 0.010685 0.00104945 83025.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24671.5 23156.1 0.0100483 0.000993657 88352.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24440.3 22939 0.0100084 0.000980817 88617.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24211.5 22728.7 0.00996949 0.000994928 89140.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 23990.8 22517.6 0.0100055 0.000992047 88756.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23772 22307.5 0.0102655 0.000999468 86337.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23552.9 22103.3 0.0100384 0.000986098 88375.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23341 21898.6 0.0102556 0.00110576 87432.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23128.9 21697.3 0.0101627 0.000997367 87285 0
: 29 Minimum Test error found - save the configuration
: 29 | 22917.7 21501.9 0.0100994 0.000999437 87912.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22713 21306.4 0.010172 0.000997768 87200.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22508.8 21113.6 0.0100663 0.00100522 88289.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22306.7 20923.8 0.0100842 0.000999138 88056.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22108.4 20734.5 0.01004 0.000989757 88395.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 21909.1 20550.8 0.0101303 0.0010086 87703.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 21717.8 20363.8 0.0100612 0.000993347 88223.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21525.4 20178.9 0.010343 0.00103409 85939.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21330.7 20002.3 0.0101241 0.00104544 88118.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21144.5 19824.1 0.0102372 0.00103276 86914.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 20957.9 19648.1 0.0101231 0.00100095 87698.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20774.3 19472.9 0.0101756 0.00102612 87437 0
: 41 Minimum Test error found - save the configuration
: 41 | 20589.6 19302.5 0.0100686 0.000995598 88173.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20409.9 19132.3 0.0101247 0.000996316 87638.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20231.1 18963.4 0.010068 0.000997507 88197.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 20053.8 18794.8 0.0101492 0.000999488 87434 0
: 45 Minimum Test error found - save the configuration
: 45 | 19876.2 18625.4 0.0101503 0.00104716 87881.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 19695.9 18456.9 0.0102257 0.00102956 86992.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19528 18295.4 0.0101099 0.000996828 87785.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19353 18134.2 0.0103655 0.00102833 85678.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19180.9 17969.2 0.0102758 0.00103132 86538.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19010.4 17808.6 0.0104572 0.0010201 84771.6 0
: 51 Minimum Test error found - save the configuration
: 51 | 18845.4 17653.1 0.0102746 0.00104213 86651 0
: 52 Minimum Test error found - save the configuration
: 52 | 18677.9 17496.1 0.0102365 0.00101623 86765.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18512.6 17341 0.0115818 0.00125042 77433.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18350.1 17185.9 0.0131653 0.00141601 68089.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18187 17033.5 0.0134203 0.00134194 66234.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18028.6 16878.1 0.0134744 0.00133092 65879.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 17867.9 16727.7 0.0134675 0.00120839 65257.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17709.8 16570.6 0.0102516 0.00101684 86629.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17550.6 16423.3 0.010421 0.00102203 85115.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17393.5 16275.1 0.0102975 0.00102032 86233.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17240.9 16127.6 0.0102657 0.00102226 86548.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17086.5 15981.7 0.010299 0.00103411 86347.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 16932.1 15838 0.0102628 0.00101736 86529 0
: 64 Minimum Test error found - save the configuration
: 64 | 16781 15695.2 0.010321 0.00102299 86039.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16631.5 15550.8 0.0103073 0.00102432 86178.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16480.9 15414.5 0.0103864 0.0010374 85571 0
: 67 Minimum Test error found - save the configuration
: 67 | 16336.1 15268 0.0104071 0.00103906 85396.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16186.9 15129.8 0.0103911 0.00112793 86363.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16041.1 14991.8 0.0104564 0.00103623 84923.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 15896.3 14854.5 0.010292 0.00102013 86282.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 15752.3 14720.4 0.010253 0.00101781 86624.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15610.1 14587.8 0.0103267 0.00101599 85922.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15471.5 14453.2 0.0102432 0.00101716 86711.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15331.5 14321.4 0.0102598 0.00101952 86577.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15193.6 14190.4 0.0103778 0.00113541 86558 0
: 76 Minimum Test error found - save the configuration
: 76 | 15056.9 14061.3 0.0104511 0.00102958 84912.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 14921.8 13932.3 0.0103718 0.00107295 86032.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14785.7 13807.4 0.0103408 0.00102897 85912.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14652.7 13683.8 0.0103083 0.00103081 86230.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14523.2 13557.7 0.0102735 0.00102215 86474 0
: 81 Minimum Test error found - save the configuration
: 81 | 14390.2 13436.8 0.0102808 0.00101926 86378.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14262.9 13313.4 0.010305 0.00103596 86308.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14132.8 13194 0.0103425 0.00102969 85903.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14007.5 13072.9 0.0102809 0.00102114 86395.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 13880.6 12955.1 0.0102846 0.00103961 86533.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13754.8 12839 0.0103127 0.00103639 86241.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13633 12721.5 0.010462 0.00106135 85100.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13510.1 12605.7 0.0104566 0.00102999 84866.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13387.7 12492 0.0104151 0.00103343 85272.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13267.7 12379.2 0.0103186 0.00103799 86201 0
: 91 Minimum Test error found - save the configuration
: 91 | 13148.5 12266.3 0.0103468 0.00103516 85914.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13029.4 12155.7 0.0103597 0.00102572 85708.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 12912 12046.5 0.0103553 0.00103177 85804.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12795.9 11937.9 0.0103154 0.00102616 86121 0
: 95 Minimum Test error found - save the configuration
: 95 | 12681.3 11828.8 0.010517 0.00104143 84427.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12567.3 11721 0.0103694 0.00103442 85699 0
: 97 Minimum Test error found - save the configuration
: 97 | 12453.3 11614.6 0.0104186 0.00105256 85414.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12340.8 11509.6 0.0103499 0.0010364 85896.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12229.5 11406.4 0.0103829 0.00103122 85546 0
: 100 Minimum Test error found - save the configuration
: 100 | 12119.2 11303.4 0.010346 0.00102267 85806.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12010.1 11201.2 0.0103135 0.00103306 86202.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 11901.9 11099.2 0.0103329 0.00102728 85969.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11795.3 10996.9 0.0103882 0.00103755 85555.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11687.6 10898.8 0.0103354 0.00103375 86006.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11582.4 10798 0.0103336 0.00102728 85963 0
: 106 Minimum Test error found - save the configuration
: 106 | 11477.8 10701.7 0.0103756 0.00102991 85600.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11374.5 10602.4 0.0104765 0.00103803 84759.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11271.1 10507.2 0.010338 0.00102869 85935.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11169.3 10412.1 0.0103757 0.00103082 85608.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11068.4 10317.4 0.0103039 0.00102337 86202 0
: 111 Minimum Test error found - save the configuration
: 111 | 10968.1 10224.6 0.0103271 0.00105778 86306.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 10869.4 10130.6 0.0103397 0.00102407 85877.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10770.4 10038.9 0.0103263 0.00102421 86002.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10673.6 9947.02 0.0104204 0.00103045 85197.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10576.6 9856.14 0.0103536 0.00103102 85813.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10481 9766.24 0.0103824 0.00103654 85599.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10385.3 9678.21 0.01038 0.00105967 85833.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10292 9588.23 0.0103998 0.00103315 85409.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10197.7 9501.54 0.0103985 0.00105284 85601.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10105.5 9416.04 0.0103455 0.00103082 85886.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10014.8 9328.31 0.0104163 0.00104625 85378.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 9923.01 9243.17 0.0103351 0.00102941 85969 0
: 123 Minimum Test error found - save the configuration
: 123 | 9833.67 9158.1 0.0102981 0.00101735 86199.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9743.62 9074.01 0.0103067 0.00101955 86140.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9654.36 8992.62 0.0103761 0.0010325 85620.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9567.18 8910.79 0.0103906 0.00104666 85616.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9481.65 8827 0.0104546 0.00105024 85067.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9394.25 8746.29 0.0103502 0.00103372 85869 0
: 129 Minimum Test error found - save the configuration
: 129 | 9308.19 8667.9 0.0104719 0.00104336 84848.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9225.65 8585.96 0.0103582 0.00102584 85723.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9140.11 8507.52 0.0102796 0.00101889 86386.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9056.4 8430.03 0.0103557 0.00103074 85790.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 8974.73 8352.29 0.0103494 0.00103073 85849.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 8891.98 8277.69 0.0105163 0.00106039 84603.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8813.77 8198.54 0.0103486 0.00102963 85846.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8731.17 8123.73 0.0103353 0.00103193 85990.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8652.02 8049.28 0.01034 0.00104717 86087.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8572.11 7976.9 0.0103476 0.00102682 85830 0
: 139 Minimum Test error found - save the configuration
: 139 | 8495.03 7902.73 0.0103849 0.0010303 85519.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8417.91 7829.47 0.0102994 0.00101797 86193.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8342.12 7755.45 0.0103327 0.00103186 86013.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8263.46 7685.04 0.0103638 0.00104396 85837.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8189.3 7614.7 0.0103595 0.00102491 85702.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8113.48 7545.38 0.0103823 0.00103771 85611 0
: 145 Minimum Test error found - save the configuration
: 145 | 8039.44 7477.37 0.0103634 0.00103943 85800.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 7967.3 7406.37 0.0105861 0.00105128 83903.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 7893.59 7338.19 0.0105417 0.00106519 84419.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 7822.09 7269.62 0.0104031 0.00105169 85548.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7749.88 7202.26 0.0103943 0.00103923 85514.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7679.38 7135.35 0.0103898 0.00102971 85469.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7608.9 7069.53 0.0104326 0.00104004 85173.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7539.29 7003.46 0.010397 0.00103386 85441.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7469.97 6939.56 0.010394 0.00104292 85551.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7401.51 6875.27 0.0106059 0.00104002 83630.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7333.73 6812.2 0.0104557 0.00105156 85069 0
: 156 Minimum Test error found - save the configuration
: 156 | 7266.9 6748.97 0.0103858 0.00104346 85631.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 7201.18 6685.01 0.0104119 0.00102289 85205.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7133.55 6624.87 0.0102918 0.00102149 86296.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7069.31 6561.85 0.0103672 0.00104933 85856.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7004.36 6500.18 0.0103588 0.00103169 85771.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6939.92 6440.14 0.0103507 0.00103171 85846 0
: 162 Minimum Test error found - save the configuration
: 162 | 6875.32 6381.48 0.0103608 0.00102754 85715.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6812.71 6322.67 0.0103131 0.00102791 86158.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6750.23 6264.52 0.010362 0.00102925 85719.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6688.91 6204.94 0.0106726 0.00107221 83329.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6626.63 6148.34 0.0105385 0.00103646 84192.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6567.02 6089.65 0.0106412 0.00104314 83350 0
: 168 Minimum Test error found - save the configuration
: 168 | 6505.53 6033.07 0.0104613 0.00105233 85025.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6445.85 5977.06 0.0110455 0.00108737 80336.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6386.71 5921.41 0.0107617 0.00127655 84342.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6327.49 5866.72 0.0107125 0.00106008 82880.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6270.15 5811.35 0.0104537 0.00104389 85017.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6212.28 5757.16 0.0105767 0.00103366 83830.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6154.82 5703.34 0.0104125 0.00103688 85327.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6096.91 5651.87 0.0104218 0.00103343 85211.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6042.91 5597.42 0.0105101 0.00105127 84577.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 5985.08 5546.86 0.0106459 0.00109146 83730.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 5931.25 5495.05 0.0104895 0.00102821 84554.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5877.02 5442.6 0.0104661 0.00113479 85732.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5821.9 5392.05 0.0104485 0.0010489 85109.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5768.06 5342.27 0.0103793 0.00104218 85679.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5715.52 5292.01 0.0104792 0.00105746 84909.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5662.62 5242.15 0.0104816 0.00103695 84704.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5610.41 5193.17 0.0105073 0.00104123 84512.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5559.42 5143.15 0.0104463 0.00103499 85004.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5506.14 5096.81 0.0103969 0.00104821 85573.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5456.55 5048.96 0.010492 0.00105834 84802.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5405.74 5001.39 0.0104447 0.00103216 84993.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5355.83 4955.41 0.0104278 0.00104606 85271.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5306.01 4909.48 0.0104022 0.00103959 85446.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5258.04 4862.98 0.0103998 0.00103387 85415.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5209.32 4817.17 0.0104012 0.00103842 85444.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5160.86 4772.03 0.0105389 0.00104494 84264.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5112.19 4728.81 0.0104106 0.0010298 85280.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5066.18 4683.98 0.0103687 0.00103848 85742.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5019.37 4639.96 0.0103719 0.00105294 85846.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 4972.69 4596.78 0.0104436 0.0010567 85224.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 4927.26 4553.58 0.0104952 0.00106262 84812.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4881.27 4510.85 0.010458 0.00104368 84976.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4835.36 4470.3 0.0104322 0.00104231 85197.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4792.63 4427.15 0.0103672 0.00103134 85691.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4747.97 4385.24 0.0106453 0.0011114 83911.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4702.7 4345.94 0.0104124 0.00103949 85352.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4660.11 4305.42 0.0104163 0.00103276 85255.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4617.41 4264.94 0.010512 0.00104959 84544.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 4575.74 4223.88 0.0104016 0.00104191 85472.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4531.69 4185.82 0.0105053 0.00104089 84526.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4491.17 4146.42 0.0103956 0.0010448 85554.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4449.99 4107.43 0.0104488 0.00105767 85186.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4408.29 4068.91 0.0103832 0.00103201 85550.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4368.54 4030.3 0.0103587 0.00103078 85763.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4327.24 3993.64 0.0104172 0.00103656 85281.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4288.01 3956.67 0.0104245 0.00104939 85332.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4248.5 3919.47 0.0103924 0.001038 85521.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4209.22 3884.05 0.0103731 0.00103388 85660.5 0
: 216 Minimum Test error found - save the configuration
: 216 | 4170.83 3847.47 0.0104248 0.00103903 85235.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4133.05 3811.36 0.0104854 0.00106547 84926.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4094.57 3775.77 0.0104092 0.00102943 85289.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4057.08 3740.3 0.0103914 0.00103489 85501.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4020.1 3705.35 0.0104307 0.00103687 85162.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 3982.96 3671.21 0.0103991 0.00103395 85422.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3947.27 3636.02 0.0104035 0.00104093 85446.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 3910.04 3602.82 0.0103947 0.00103455 85468.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3874.84 3569.26 0.0103911 0.00103858 85538.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3839.08 3536.12 0.0105782 0.00104102 83882.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3805.07 3502.71 0.0104654 0.00104643 84934.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3769.31 3470.26 0.0105793 0.00106914 84120.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3735.69 3437.35 0.0103782 0.00103279 85603.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3700.64 3405.81 0.0104246 0.0010462 85302.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3667.44 3374.12 0.0104559 0.00104336 84992.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3634.51 3341.9 0.0105124 0.00105501 84590.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3600.46 3311.38 0.0105863 0.00104737 83867.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3567.42 3281.49 0.0104991 0.00105591 84717.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3535.93 3250.44 0.0104701 0.00107247 85128 0
: 235 Minimum Test error found - save the configuration
: 235 | 3502.93 3221.2 0.0103952 0.00104068 85520.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3471.93 3190.73 0.0103842 0.00106717 85864.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3440.17 3160.9 0.0104063 0.00103627 85378.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3408.84 3131.54 0.0103866 0.00104458 85634.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3377.61 3102.27 0.0104255 0.00103626 85203.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3347.33 3072.57 0.0113181 0.00105348 77937.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3316.63 3043.69 0.0104749 0.00103955 84787.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3286.06 3015.76 0.0104285 0.0010636 85425.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3256.18 2988.46 0.0105352 0.00104048 84257 0
: 244 Minimum Test error found - save the configuration
: 244 | 3226.99 2960.47 0.0104822 0.00103966 84722.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3198.02 2932.13 0.0104099 0.00103558 85339.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3167.77 2906.22 0.0105334 0.00106981 84534.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3139.95 2878.78 0.0106054 0.00104554 83683.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3110.95 2852.26 0.0106489 0.00104209 83273.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3082.52 2826.51 0.0103855 0.00103602 85565.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3055.55 2798.99 0.0104161 0.00103667 85293.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3027.08 2773.32 0.0105791 0.001046 83918.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 2999.58 2747.81 0.0103935 0.00103339 85468.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 2972.6 2722.17 0.0104013 0.0010357 85418.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2945.89 2697.01 0.0104421 0.00105181 85194.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2918.58 2672.04 0.0105068 0.00103735 84482.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2892.33 2647.26 0.0104959 0.00105994 84781.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2867.08 2621.63 0.0104238 0.00104072 85259.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2839.65 2598.08 0.0105387 0.00104511 84267.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2814.16 2574.65 0.010516 0.00104347 84454.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2789.05 2550.73 0.0104517 0.00103668 84970.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2763.95 2527.36 0.0104247 0.00103459 85196 0
: 262 Minimum Test error found - save the configuration
: 262 | 2738.97 2503.28 0.0105662 0.00105328 84096 0
: 263 Minimum Test error found - save the configuration
: 263 | 2713.52 2480.8 0.0104824 0.00106392 84939.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2689.2 2458.03 0.0103884 0.00103203 85503.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2665.15 2435.1 0.0104448 0.00103585 85025.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2640.97 2412.38 0.0105517 0.00105865 84272 0
: 267 Minimum Test error found - save the configuration
: 267 | 2616.68 2390.6 0.0105154 0.0010478 84499 0
: 268 Minimum Test error found - save the configuration
: 268 | 2593.25 2369.08 0.01046 0.00103136 84848 0
: 269 Minimum Test error found - save the configuration
: 269 | 2569.67 2347.04 0.0104232 0.00103739 85235 0
: 270 Minimum Test error found - save the configuration
: 270 | 2546.95 2324.92 0.0103866 0.00103862 85580 0
: 271 Minimum Test error found - save the configuration
: 271 | 2523.81 2304.06 0.0104274 0.00103898 85211.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2500.2 2282.74 0.0104124 0.00104599 85411.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2478.35 2260.72 0.0106368 0.00105454 83487.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2454.64 2241.31 0.010436 0.00104467 85185.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2433.38 2219.66 0.0104303 0.0010369 85166.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2410.41 2200.09 0.0104526 0.00105201 85100.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2389.04 2179.88 0.0104329 0.00103328 85109.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2367.15 2159.76 0.0104382 0.00107693 85458.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2346.16 2138.91 0.0104719 0.00104899 84899.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2324.44 2119.05 0.0104952 0.00107161 84893.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2302.54 2100.12 0.0103998 0.00103378 85415.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2281.38 2081.55 0.0104277 0.00103083 85134.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2261.07 2062.14 0.010381 0.00103458 85593.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2239.86 2043.97 0.0103866 0.00102852 85487.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2219.7 2024.83 0.0104149 0.00103554 85293.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2199.34 2006.53 0.010518 0.00105727 84559.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2179.52 1987.69 0.0104294 0.00103944 85197.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2159.02 1969.33 0.0104859 0.00105923 84865.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2139.3 1951.24 0.0104852 0.00105219 84808.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2119.34 1933.37 0.0104829 0.0011129 85379.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2100.04 1915.42 0.0104326 0.00103247 85104.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2080.5 1897.8 0.0103466 0.00102403 85813.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2061.37 1880.37 0.010404 0.001051 85533.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2042.05 1863.83 0.0104377 0.00103379 85070.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2023.53 1846.03 0.0104044 0.00103723 85404.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2004.45 1829.17 0.0104635 0.00107505 85210.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 1986.09 1812.26 0.0104185 0.00104111 85311.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1967.32 1796.12 0.0107074 0.00106873 82998.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1949.14 1779.96 0.0105309 0.00103988 84289.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1931.26 1763.34 0.0105113 0.00104933 84549.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1912.91 1747.55 0.0104133 0.0010423 85369.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1895.35 1730.96 0.0109337 0.00105151 80953.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1877.4 1715.2 0.0104377 0.0010361 85091.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1859.62 1699.99 0.0105374 0.00103903 84224.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1842.43 1684.62 0.010421 0.00103192 85205.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1825.31 1668.89 0.0105407 0.00106251 84403.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1808.32 1653.29 0.0104432 0.00103877 85066 0
: 308 Minimum Test error found - save the configuration
: 308 | 1790.96 1638.02 0.0120373 0.00152905 76130.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1774.17 1622.96 0.0114277 0.00109128 77396.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1757.1 1608.57 0.0106316 0.00104968 83490.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1740.92 1593.91 0.0111369 0.00104841 79297.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1724.67 1579.31 0.0109751 0.00127413 82466.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1708.46 1564.57 0.0107492 0.00107617 82703.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1691.79 1550.34 0.0105134 0.00104696 84508.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1676.54 1535.77 0.0107237 0.00106652 82840.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1659.75 1522.1 0.0108171 0.00104612 81874.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1643.88 1508.84 0.0107539 0.00104289 82380.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1629 1494.83 0.0109695 0.00106488 80770.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1613.18 1480.69 0.0104565 0.0010367 84927.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1597.74 1467.14 0.0105797 0.00104368 83892.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1582.35 1453.55 0.0104236 0.00102723 85139.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1567.16 1440.13 0.0105649 0.00103703 83963.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1552.61 1426.59 0.0105646 0.00111052 84619.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1537.41 1414.41 0.0108977 0.00108934 81563.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1523.05 1400.75 0.0107688 0.00106839 82470.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1508.23 1387.62 0.0105396 0.00105248 84324.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1493.65 1375.12 0.0110163 0.00105675 80324.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1479.33 1362.36 0.0104676 0.00103966 84853.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1465.3 1349.54 0.0104207 0.00104053 85285.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1451.34 1337.08 0.010498 0.00103813 84568.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1437.08 1325.15 0.0104296 0.0010411 85210.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1423.18 1312.86 0.0104094 0.00102665 85262.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1409.76 1300.51 0.0103859 0.00103784 85579.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1396.32 1288.27 0.0103947 0.00103932 85511.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1382.53 1276.47 0.0117038 0.0010707 75236.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1369.34 1265.15 0.0104968 0.0010407 84601 0
: 337 Minimum Test error found - save the configuration
: 337 | 1356.53 1252.79 0.0104696 0.00103338 84779.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1342.87 1241.32 0.0104143 0.00102655 85217.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1330.2 1229.64 0.0104013 0.00102812 85350.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1317.47 1218.41 0.010567 0.00103416 83920.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1304.23 1207.16 0.0103958 0.00103183 85433.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1292.27 1195.47 0.0104363 0.00105194 85247.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1279.52 1184.36 0.0104476 0.00103547 84996.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1267.09 1173.62 0.0104348 0.00103556 85112.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1255.48 1162.3 0.0106248 0.00108586 83866.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1242.24 1151.9 0.0103828 0.00103046 85539.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1231.02 1140.98 0.0105893 0.0010623 83971.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1219.01 1130.12 0.0105879 0.00107216 84071.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1207.16 1119.79 0.0104132 0.0010324 85280.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1195.46 1109.06 0.0106424 0.00104553 83360.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1184.1 1098.61 0.010489 0.00108571 85076.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1172.51 1087.92 0.0105152 0.00104411 84467.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1160.99 1077.8 0.0105077 0.00105119 84598 0
: 354 Minimum Test error found - save the configuration
: 354 | 1150.02 1067.29 0.0104964 0.00104149 84612.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1138.42 1057.51 0.0105756 0.00106217 84091.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1127.51 1047.56 0.0105013 0.0010477 84623.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1116.66 1037.9 0.010464 0.00104852 84966.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1105.83 1027.94 0.010438 0.00104286 85150.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1094.89 1017.95 0.0105585 0.0010485 84122.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1084.19 1008.39 0.0104735 0.00103704 84777.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1073.69 998.95 0.0104377 0.00104022 85128.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1063.54 989.08 0.0105116 0.00104162 84477.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1052.61 979.942 0.0108319 0.00105236 81803.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1042.4 970.655 0.0112276 0.00115993 79462.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1032.48 961.33 0.0104202 0.00103327 85224.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1022.11 952.58 0.0110455 0.00114238 80782.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1012.6 943.317 0.0104477 0.00103699 85009.6 0
: 368 Minimum Test error found - save the configuration
: 368 | 1002.49 933.816 0.0104196 0.00103415 85238.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 992.345 925.167 0.0104298 0.00103143 85121.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 982.821 916.278 0.0104132 0.00104615 85405.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 973.167 907.662 0.0104787 0.0010548 84890.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 963.799 898.678 0.0103796 0.00103294 85592 0
: 373 Minimum Test error found - save the configuration
: 373 | 954.406 889.74 0.0104127 0.0010322 85283.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 944.801 881.103 0.0105823 0.00111225 84477 0
: 375 Minimum Test error found - save the configuration
: 375 | 935.461 872.804 0.0113773 0.00107624 77661.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 926.247 864.456 0.0106469 0.00104076 83280 0
: 377 Minimum Test error found - save the configuration
: 377 | 917.356 856.481 0.0109697 0.00104963 80644.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 908.288 848.072 0.0107281 0.00104296 82600.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 899.296 839.393 0.0106237 0.00119831 84876.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 890.583 831.077 0.010589 0.00107738 84107.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 881.461 823.09 0.0108941 0.00103905 81177 0
: 382 Minimum Test error found - save the configuration
: 382 | 872.92 815.624 0.0106705 0.00111888 83755.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 864.24 807.726 0.0105434 0.00104636 84237 0
: 384 Minimum Test error found - save the configuration
: 384 | 855.76 799.045 0.0105728 0.00107855 84261.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 846.884 791.872 0.0107806 0.00107746 82447.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 838.836 783.671 0.010981 0.00104646 80527.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 830.185 776.03 0.0111431 0.00104682 79236.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 821.818 768.484 0.0109831 0.0010582 80605.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 813.922 760.541 0.0113825 0.00105294 77447.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 805.582 753.069 0.0111592 0.00104083 79064.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 797.596 746.198 0.0104845 0.00105684 84856.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 789.926 738.064 0.0109893 0.00105652 80541.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 781.707 731.178 0.0105405 0.00108059 84567 0
: 394 Minimum Test error found - save the configuration
: 394 | 774.094 723.681 0.0105548 0.00105844 84243.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 766.16 716.403 0.0122909 0.00164723 75162.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 758.558 709.188 0.011338 0.00106268 77856.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 750.826 702.265 0.0106009 0.0010454 83721.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 743.417 695.233 0.0107598 0.00105495 82432.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 736.131 688.269 0.0111951 0.00105377 78884.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 728.674 680.824 0.0129735 0.0012753 68386.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 721.058 673.921 0.0130725 0.0013505 68247.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 713.971 667.213 0.0106056 0.00104916 83712.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 706.678 660.524 0.0107143 0.00107847 83023.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 699.749 653.676 0.0105295 0.00105484 84435.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 692.242 647.266 0.0106867 0.00106002 83102.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 685.446 640.618 0.0105069 0.00104621 84560.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 678.825 634.25 0.0108635 0.00107157 81700.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 671.8 627.98 0.0104911 0.00103955 84641.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 664.764 621.513 0.0104668 0.00103725 84839.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 658.331 615.07 0.0104955 0.00104833 84681 0
: 411 Minimum Test error found - save the configuration
: 411 | 651.764 608.387 0.010629 0.0010633 83632.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 644.859 601.929 0.0106364 0.00108001 83713.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 638.066 596.086 0.0108895 0.00106034 81390.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 631.846 589.8 0.0108281 0.00105827 81885.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 625.308 583.83 0.010542 0.00104134 84205 0
: 416 Minimum Test error found - save the configuration
: 416 | 619.205 577.672 0.010442 0.00103125 85009.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 612.589 571.968 0.0104717 0.00104247 84842.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 606.189 565.99 0.010464 0.00103056 84804.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 600.203 559.648 0.010974 0.0010756 80820.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 594.093 554.229 0.010381 0.0010327 85577.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 587.962 547.923 0.0105735 0.00104568 83964.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 581.614 542.482 0.0105704 0.00106357 84149.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 575.819 536.775 0.0103659 0.00104503 85828.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 569.641 531.529 0.0106655 0.00103874 83101.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 564.001 525.929 0.0108571 0.00111717 82135.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 558.474 519.954 0.0105852 0.00103599 83776.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 552.505 514.274 0.0104385 0.00103479 85072.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 546.471 509.226 0.0104033 0.00103097 85357.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 540.943 503.846 0.010373 0.00103294 85652.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 535.353 498.399 0.0104413 0.00103527 85051.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 529.902 493.525 0.0106672 0.0010522 83203.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 524.692 487.576 0.0105407 0.00106216 84401.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 518.995 482.523 0.0106481 0.00126956 85301.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 513.435 477.467 0.0105432 0.00105143 84283.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 508.116 472.413 0.0104305 0.00104981 85281.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 503.017 467.647 0.0104389 0.00104954 85202.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 497.622 462.675 0.0105378 0.00104016 84231.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 492.691 457.215 0.0104962 0.00104034 84603.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 487.287 452.684 0.0104185 0.00103669 85271.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 482.232 447.662 0.0104924 0.00103436 84584.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 477.41 442.845 0.0105238 0.00103806 84337.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 472.28 438.017 0.0111288 0.00117768 80393.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 467.437 433.079 0.0134018 0.00168304 68266.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 462.471 428.471 0.0151932 0.00177319 59612.5 0
: 445 Minimum Test error found - save the configuration
: 445 | 457.55 423.843 0.0130109 0.00107593 67029.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 452.629 419.811 0.0114005 0.00106728 77419.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 448.229 414.741 0.0113182 0.0011593 78748.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 443.658 410.767 0.0108835 0.00107442 81557.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 438.748 406.395 0.0104387 0.00104031 85121.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 434.214 401.449 0.0105306 0.00109809 84812.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 429.575 396.618 0.0106348 0.00106879 83629.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 424.996 392.442 0.0106102 0.00109244 84053 0
: 453 Minimum Test error found - save the configuration
: 453 | 420.481 388.177 0.0104839 0.00106001 84890.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 416.164 384.306 0.0104072 0.00103286 85339.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 412.226 379.832 0.0104428 0.00103815 85064.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 407.48 375.993 0.0105074 0.00104584 84552.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 403.145 371.479 0.0105051 0.00103824 84505.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 399.041 367.423 0.0106534 0.00105468 83344 0
: 459 Minimum Test error found - save the configuration
: 459 | 394.963 362.896 0.0105877 0.00104955 83874.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 390.239 359.378 0.0106989 0.00121313 84336.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 386.495 355.231 0.0107135 0.0010927 83153.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 382.414 351.148 0.0105505 0.00108178 84488.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 378.537 347.218 0.0105399 0.00105307 84327.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 374.499 343.135 0.0109508 0.00105891 80874.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 370.116 339.783 0.0106686 0.00108358 83463.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 366.792 335.785 0.0107334 0.00106648 82756.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 362.75 331.857 0.0105912 0.00109575 84250.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 358.5 328.432 0.0105894 0.00108753 84194.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 354.714 324.786 0.0106062 0.00105471 83756.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 351.235 320.909 0.0107027 0.00106611 83016.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 347.339 317.356 0.010497 0.00104677 84654.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 343.558 313.917 0.010586 0.00105249 83914.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 339.796 310.374 0.0109299 0.00108303 81244.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 336.2 306.666 0.0110639 0.00110128 80300.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 332.603 303.294 0.0107656 0.00105646 82396.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 329.134 299.662 0.0106707 0.00104816 83138.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 325.45 296.409 0.0106755 0.00110053 83550.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 322.186 292.98 0.011212 0.00144484 81906.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 318.649 289.974 0.0108315 0.00106775 81936 0
: 480 Minimum Test error found - save the configuration
: 480 | 315.095 286.219 0.0108052 0.00108145 82272.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 311.671 282.938 0.0105134 0.00106605 84679.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.325 279.953 0.0111481 0.00106176 79315.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 305.09 276.56 0.0105453 0.00109445 84648.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.804 273.426 0.0107818 0.00112906 82877.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.478 270.744 0.0105128 0.00105934 84625.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 295.244 267.074 0.0119158 0.00106773 73745.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.773 263.96 0.0107768 0.00110613 82724 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.894 261.143 0.0107695 0.00106497 82435.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 285.609 257.85 0.010529 0.00108907 84746.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 282.549 255.366 0.0105456 0.00103773 84140.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.277 252.229 0.0108565 0.00105162 81592.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.398 249.202 0.0104512 0.00104344 85036.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.256 246.397 0.0104886 0.00104475 84711.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.309 243.46 0.0105583 0.00105048 84141.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.497 240.578 0.0104605 0.00103646 84889.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.57 237.683 0.0105108 0.00104498 84514.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.562 235.337 0.0104801 0.0010458 84796.5 0
: 498 Minimum Test error found - save the configuration
: 498 | 258.807 232.383 0.0104168 0.00104366 85349.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 255.98 229.341 0.0106536 0.00107048 83480 0
: 500 Minimum Test error found - save the configuration
: 500 | 253.069 226.641 0.0105165 0.00105049 84512.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.466 223.937 0.0105472 0.00104685 84207.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.457 221.698 0.010458 0.00103669 84913.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 244.994 218.845 0.0104446 0.00103392 85009.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.171 216.151 0.0104502 0.00107042 85289.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.617 214.005 0.0104016 0.00103239 85385.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 236.83 211.231 0.0104401 0.00104715 85170.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.258 208.617 0.010447 0.00103699 85015.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 231.477 206.394 0.0104083 0.00103308 85330.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.038 204.169 0.0104821 0.00105341 84847.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.614 201.352 0.0103923 0.00103267 85473.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 223.853 199.155 0.0105576 0.0010746 84361.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.591 197.252 0.0104142 0.00103352 85281.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.405 194.898 0.010559 0.00109477 84528.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.063 192.817 0.010428 0.00104829 85290.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.306 189.839 0.0104058 0.00103802 85398.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 211.841 187.55 0.0104469 0.00103854 85030.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.563 185.4 0.0104304 0.0010377 85172.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.141 182.951 0.0104107 0.00103286 85307.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 204.767 181.059 0.0109217 0.00106799 81187.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.785 178.677 0.0105159 0.0010418 84440.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.301 176.852 0.0105148 0.00104195 84451.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.28 175.346 0.0104472 0.00103875 85029.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.207 172.95 0.0104478 0.00103663 85005.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.961 171.067 0.0104685 0.00103727 84824.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.522 168.451 0.010464 0.00104758 84958 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.377 166.668 0.0104821 0.00103888 84717.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.324 164.617 0.0104629 0.00104391 84934.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.344 163.074 0.0104381 0.00105003 85214.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.16 160.798 0.0105118 0.00107769 84798.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 180.898 158.752 0.0104445 0.0010474 85132.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.038 157.248 0.0104593 0.00105933 85106.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.018 155.669 0.0105346 0.00104148 84271.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.182 153.499 0.0107961 0.00108338 82366 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.099 152.242 0.0105552 0.00104364 84108.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 170.998 149.912 0.0106536 0.00106034 83391.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.069 148.048 0.0105892 0.00105685 83924.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.24 146.295 0.0104848 0.00107344 85003.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.091 144.157 0.0106166 0.0010416 83551.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.372 142.881 0.0107247 0.00106255 82797 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.6 141.799 0.0105336 0.00106344 84475.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.866 139.354 0.010524 0.00104158 84366.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.843 137.486 0.0104871 0.00103917 84674.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.788 136.228 0.0104771 0.0010472 84836.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.531 134.693 0.0107119 0.00120148 84117.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.48 132.61 0.0104513 0.00103284 84939.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.475 131.152 0.0104451 0.00105218 85170.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.955 129.72 0.0104646 0.00104237 84905.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.366 128.106 0.010415 0.00103573 85294.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.435 127.02 0.0104658 0.00105666 85023.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.607 125.215 0.010452 0.00104524 85044.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.003 123.468 0.010457 0.00103801 84935 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.247 121.89 0.0104369 0.00103482 85087.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.723 121.195 0.0104204 0.00103444 85234 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.978 119.648 0.0104397 0.00103338 85049.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.385 117.609 0.0103577 0.00103329 85796 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.591 116.436 0.0104129 0.00103562 85312.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.406 115.232 0.0104209 0.00103333 85219 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.575 113.5 0.0105 0.00107268 84859.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.071 112.012 0.0105995 0.00105002 83774.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.808 111.093 0.0105055 0.00105158 84620.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.958 109.83 0.0104341 0.00104777 85229.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.411 108.173 0.0105838 0.00106333 84029 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.183 107.001 0.0104499 0.00104591 85070.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.954 105.553 0.0103795 0.00102822 85549.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.354 104.567 0.0104813 0.00103733 84710 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.884 103.55 0.0104259 0.00103506 85189.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.54 101.9 0.0104651 0.00104434 84918.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.789 100.481 0.0105389 0.00107113 84496.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.381 99.2201 0.0107012 0.00107967 83147.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.083 98.4468 0.010912 0.00113146 81795.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.058 97.1216 0.0107794 0.00109755 82628.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.468 95.7433 0.0110299 0.00115236 80992.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.987 94.7667 0.011122 0.00110276 79846 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.854 93.6054 0.0105844 0.00105543 83954.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.548 91.9985 0.0106572 0.00104532 83230.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.342 91.3085 0.0106413 0.00107121 83593.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.023 90.1087 0.010627 0.00107936 83789.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.766 88.9257 0.0108747 0.00111956 82008.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.525 87.7438 0.0108809 0.00109101 81716.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.257 86.5634 0.0109239 0.00113141 81695.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.1592 85.4605 0.0107753 0.00106424 82380.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.9035 85.2672 0.0107699 0.00106192 82406 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.9031 83.5412 0.0108947 0.00107398 81460.6 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.5558 82.4679 0.0107323 0.00110849 83127.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.3726 81.3154 0.0106767 0.00107569 83324.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.4342 80.3994 0.0108152 0.00106309 82033.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.321 79.3897 0.0110535 0.001106 80422.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.2609 78.4649 0.0108486 0.00108382 81927.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.008 77.4787 0.0106391 0.00111392 83987.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.9503 76.5726 0.0107211 0.00104097 82643.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.8754 75.101 0.0106185 0.00105628 83662.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.6528 74.5609 0.0106146 0.00108244 83926.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.6492 73.645 0.0106111 0.00104783 83653.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.5969 72.2886 0.0105902 0.00107769 84099.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.6841 71.6045 0.0107025 0.00108149 83151.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.5961 70.9839 0.010574 0.00104908 83989.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.7581 69.909 0.0106837 0.00104014 82956.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.7338 68.862 0.0107801 0.00109991 82642.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.8423 67.9813 0.0108129 0.00106273 82049.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.0078 67.2961 0.0106028 0.00105128 83756.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.0149 66.2479 0.0106862 0.00107063 83198.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.0596 65.8842 0.0107424 0.00106618 82677.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.1228 64.4567 0.0105902 0.00105891 83934.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.309 63.7893 0.0105191 0.00104985 84484.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.4966 62.8025 0.0105971 0.00105778 83863.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.3697 61.9527 0.010561 0.00103331 83965.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.4711 60.8786 0.0105101 0.00105854 84642.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.5677 60.1563 0.0105096 0.00104173 84496.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.7276 59.0858 0.0106132 0.00104451 83605.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.9441 58.7871 0.0106307 0.00106294 83614.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.3357 58.596 0.0104424 0.001031 85003.4 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.6284 56.8992 0.0104623 0.00104241 84926.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.452 56.5204 0.0105017 0.00105065 84646.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.6198 55.1528 0.0106782 0.00109845 83509.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.7446 54.9664 0.0105694 0.00107819 84288.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.0133 53.9365 0.0105246 0.00104041 84350.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.3218 52.6873 0.010661 0.00106725 83387.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.3582 52.2573 0.0104931 0.00105205 84736.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.6366 51.4849 0.010822 0.00105907 81942.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.8742 50.9415 0.010564 0.00103952 83994.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.0906 50.3432 0.0104662 0.0010337 84813.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.5006 49.1953 0.0105723 0.00104635 83981.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.5973 48.9466 0.01055 0.00105031 84212.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.0602 48.3626 0.0104547 0.00103345 84914.4 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.6458 47.687 0.0104753 0.00104154 84801.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.823 47.003 0.0105361 0.00104153 84258.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.1898 46.0314 0.0105292 0.00108145 84676.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.2601 45.5276 0.0104873 0.0010432 84709.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.4935 44.5294 0.0104768 0.00103786 84754.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.7909 44.335 0.0104223 0.00103201 85194.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.3516 43.4069 0.0104003 0.00103257 85399.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.9283 42.9603 0.0105304 0.00107152 84576.4 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.1456 42.2428 0.0105353 0.00104233 84272.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.3796 41.4556 0.0104796 0.00103962 84745.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.6533 40.9267 0.0104769 0.00104533 84821.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.0058 40.2346 0.0104981 0.00104412 84620.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.5757 40.2134 0.0106006 0.0010659 83903.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.8555 39.5844 0.0105166 0.00103949 84414.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.2315 38.716 0.0104204 0.00103602 85248.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.5545 37.9981 0.0103976 0.00102867 85388.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.987 37.9358 0.0104358 0.00104178 85160.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.7648 37.1614 0.01049 0.00106013 84836.4 0
: 643 | 47.2162 37.2022 0.0104256 0.00100468 84917.7 1
: 644 Minimum Test error found - save the configuration
: 644 | 46.3354 35.6897 0.0104581 0.00104211 84961.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.6359 35.4818 0.0105157 0.00104586 84478.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.2073 34.9047 0.0105487 0.00107034 84402.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.5726 34.359 0.0104988 0.00105594 84720.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 43.9927 33.9821 0.0104413 0.0010373 85069.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.6365 33.4247 0.0104689 0.00103893 84835.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.0342 32.671 0.010503 0.00109324 85018.3 0
: 651 | 42.3259 32.9011 0.010493 0.0010053 84320.1 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.4521 32.589 0.0108274 0.00137327 84619.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.7201 32.0139 0.0113378 0.00116077 78608.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.031 30.9802 0.0114552 0.0010693 77027.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.6166 30.5818 0.0108273 0.00105449 81859.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.1385 30.068 0.0109697 0.00114523 81429.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.4903 29.6726 0.0113282 0.00110313 78239.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.1176 29.2083 0.0110668 0.00106839 80012.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.4996 28.97 0.0115639 0.00120374 77219.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.0979 28.0824 0.0130942 0.00158033 69481.6 0
: 661 | 37.7838 28.2264 0.0122091 0.00112086 72148.2 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.3919 27.4429 0.0126824 0.00124275 69932.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.7269 26.7538 0.0111362 0.00112784 79933.5 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.2757 26.5528 0.0110612 0.00106156 80003.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.9221 26.1 0.0114317 0.0011839 78065.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.4513 25.6552 0.0133747 0.00157571 67802.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.0293 25.6032 0.0132277 0.00122575 66655.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.8417 25.069 0.013054 0.00145289 68959.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.2003 24.3967 0.0137714 0.00114123 63340.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.6976 24.1449 0.0133835 0.00129713 66190.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.3674 23.8294 0.0118817 0.00125382 75273.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.8948 23.1902 0.0122125 0.00106111 71739.9 0
: 673 | 32.4435 23.2536 0.0104455 0.00100444 84735.9 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.1246 22.8752 0.0105949 0.00107028 83992.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.7641 22.5653 0.0105231 0.00104444 84399.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.5045 22.2303 0.0104477 0.00105305 85155 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.9693 22.0522 0.0105049 0.00106466 84743.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.5299 21.2498 0.010518 0.00110806 85016.8 0
: 679 | 30.1429 21.2575 0.0104547 0.00100109 84624 1
: 680 Minimum Test error found - save the configuration
: 680 | 29.8002 20.5423 0.0104769 0.00105709 84927.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.5016 20.2639 0.0104936 0.00105062 84718.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.9761 20.0137 0.0104845 0.00103802 84687.5 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.6716 19.8695 0.0105515 0.00108712 84527.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.315 19.3561 0.010394 0.00102932 85427.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 27.8951 19.1072 0.0105051 0.00113166 85347.2 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.5205 18.6777 0.0106592 0.00105656 83310.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.0501 18.2603 0.010548 0.00105209 84246.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.672 17.9195 0.0106806 0.00107631 83295.9 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.4428 17.6647 0.0104842 0.00104916 84790.4 0
: 690 | 26.2457 17.6998 0.0106343 0.00101746 83187 1
: 691 Minimum Test error found - save the configuration
: 691 | 25.8037 16.9046 0.0107 0.00107247 83095 0
: 692 | 25.4939 16.9437 0.0106925 0.00104333 82908.2 1
: 693 | 25.1359 16.9424 0.0108075 0.00103988 81903.3 2
: 694 | 25.3055 17.3791 0.0106304 0.0010229 83268.1 3
: 695 | 25.3288 17.0132 0.0105872 0.0010211 83628.5 4
: 696 Minimum Test error found - save the configuration
: 696 | 24.4374 16.0771 0.0106316 0.00107279 83692.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.0263 15.5705 0.0105753 0.00104695 83959.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.5351 15.2893 0.0104901 0.00104185 84671.9 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.1793 15.0886 0.0105595 0.00106497 84258.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.9174 14.7245 0.0105355 0.00106753 84495.4 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.4878 14.4765 0.0104528 0.00104709 85055 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.2823 14.1619 0.010508 0.00104476 84538 0
: 703 | 21.9069 14.4994 0.0104754 0.00100599 84482.8 1
: 704 Minimum Test error found - save the configuration
: 704 | 21.6918 13.6624 0.0106247 0.00105547 83601.2 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.3505 13.6321 0.010587 0.00105381 83917.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.1121 13.5686 0.0105786 0.00105629 84013.6 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.7497 12.9341 0.0105358 0.00104241 84268.7 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.383 12.7563 0.010481 0.00104817 84810.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.2132 12.6084 0.0104488 0.00103664 84996.3 0
: 710 | 19.9949 12.6619 0.0104661 0.00100214 84531.5 1
: 711 | 19.733 12.7032 0.0105473 0.00105696 84296 2
: 712 Minimum Test error found - save the configuration
: 712 | 19.5288 11.9441 0.010628 0.00109306 83901.8 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.0657 11.6315 0.0106627 0.00108109 83493.4 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.815 11.3905 0.0105023 0.00104542 84594.1 0
: 715 | 18.6511 11.5052 0.0104578 0.00100045 84590.6 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.3351 11.3486 0.010574 0.00107029 84177.9 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.2246 11.037 0.0107152 0.00125708 84583.1 0
: 718 Minimum Test error found - save the configuration
: 718 | 17.9785 10.9986 0.0108138 0.00111922 82519.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.6441 10.7176 0.0105883 0.0010551 83917.4 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.3802 10.7078 0.0105213 0.00104988 84465 0
: 721 | 17.191 10.9098 0.0105898 0.00101107 83518.2 1
: 722 | 16.9914 10.7161 0.0105884 0.00100347 83464.1 2
: 723 Minimum Test error found - save the configuration
: 723 | 16.7866 10.142 0.0108518 0.00114338 82403 0
: 724 | 16.5329 10.1952 0.0105259 0.00102731 84223 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.3849 9.87422 0.0105612 0.00105327 84139.9 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.1954 9.71501 0.0107744 0.0010565 82322.6 0
: 727 Minimum Test error found - save the configuration
: 727 | 15.9208 9.31883 0.010702 0.0010735 83086.3 0
: 728 | 15.7241 9.31996 0.0106109 0.00102385 83446.1 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.4515 9.27016 0.0106156 0.00105808 83703.5 0
: 730 | 15.2579 9.34131 0.0105118 0.00100846 84180.6 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.0423 8.9824 0.0105817 0.00104245 83863.9 0
: 732 Minimum Test error found - save the configuration
: 732 | 14.7661 8.77009 0.0105591 0.00105057 84134.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.5798 8.60263 0.010608 0.00105543 83746.9 0
: 734 | 14.3322 8.63535 0.0106428 0.00115613 84329.1 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.2942 8.31055 0.0111801 0.00135138 81393.9 0
: 736 | 14.2246 8.4873 0.0107822 0.0010063 81834.2 1
: 737 Minimum Test error found - save the configuration
: 737 | 13.8263 8.12481 0.0105151 0.00105012 84522.1 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.5455 7.86039 0.0106826 0.00104766 83031.4 0
: 739 | 13.4473 7.88524 0.010489 0.00100427 84346.3 1
: 740 | 13.3366 8.06654 0.0104701 0.001007 84539.1 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.2234 7.46187 0.0106354 0.00108977 83808.3 0
: 742 Minimum Test error found - save the configuration
: 742 | 12.9964 7.44184 0.0107439 0.00112145 83138.7 0
: 743 | 12.7447 8.09647 0.0106965 0.00106266 83040.4 1
: 744 | 12.5655 7.82162 0.0105845 0.0010367 83788.5 2
: 745 | 12.4034 7.93454 0.0105063 0.00100335 84184.6 3
: 746 Minimum Test error found - save the configuration
: 746 | 12.117 7.4403 0.010556 0.00105477 84200 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.2329 7.26387 0.0105545 0.001067 84321.4 0
: 748 | 11.8712 7.8988 0.0104958 0.00100274 84271.9 1
: 749 | 11.9337 7.38973 0.0105048 0.00102492 84389.2 2
: 750 Minimum Test error found - save the configuration
: 750 | 11.7702 7.13922 0.0106122 0.00106967 83835.2 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.4152 6.86933 0.0105394 0.00106368 84426.3 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.2188 6.7738 0.010942 0.00111094 81374.6 0
: 753 | 11.275 6.85071 0.0109315 0.00110133 81382.3 1
: 754 | 11.0015 7.28655 0.0108072 0.00106021 82076.2 2
: 755 | 10.8115 6.78277 0.0107443 0.00104878 82512.5 3
: 756 Minimum Test error found - save the configuration
: 756 | 10.6079 6.69003 0.0112215 0.00107916 78877.5 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.4981 6.44442 0.0105993 0.0011199 84393.6 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.3905 5.6276 0.0105688 0.00105967 84129.9 0
: 759 | 10.464 6.47756 0.0105776 0.00100108 83537.3 1
: 760 | 10.2317 6.43265 0.0106027 0.00104801 83728.1 2
: 761 | 9.98468 6.26246 0.0105408 0.00101605 83991.5 3
: 762 | 9.9147 6.39945 0.0106977 0.00102321 82691.9 4
: 763 | 9.76251 5.86558 0.0105413 0.00100382 83879.5 5
: 764 | 9.53143 6.0926 0.0105452 0.00106845 84417 6
: 765 | 9.42959 6.93676 0.0105028 0.00100033 84188.3 7
: 766 | 9.63153 6.58135 0.0105122 0.00102434 84317.8 8
: 767 | 9.46884 6.32107 0.01059 0.00103663 83740.4 9
: 768 | 9.2873 5.83581 0.010568 0.0010106 83704.3 10
: 769 | 8.97293 6.25629 0.01073 0.00104354 82589.4 11
: 770 | 8.83554 5.83195 0.0106336 0.00106738 83627.5 12
: 771 | 8.83203 5.9754 0.0105951 0.00101258 83485 13
: 772 | 8.80176 6.17037 0.0107726 0.00101754 82008.6 14
: 773 Minimum Test error found - save the configuration
: 773 | 8.49862 5.31411 0.0106929 0.00105862 83037.2 0
: 774 | 8.35316 5.93345 0.0106942 0.00101666 82666 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.13533 4.98571 0.0106607 0.00105609 83293.2 0
: 776 | 8.30934 5.70784 0.0105411 0.00103578 84163.3 1
: 777 | 8.2974 5.60482 0.0104574 0.000998097 84572.4 2
: 778 | 8.29581 5.92828 0.0104684 0.00102166 84684.9 3
: 779 | 7.9878 5.51141 0.0104772 0.00100238 84434.6 4
: 780 | 7.88515 6.8466 0.0104103 0.00100108 85022.6 5
: 781 Minimum Test error found - save the configuration
: 781 | 7.59237 4.92989 0.0105059 0.00107111 84792.5 0
: 782 | 7.54519 5.54203 0.010681 0.00102119 82817.2 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.41735 4.19936 0.0105754 0.00105858 84061.5 0
: 784 | 7.36348 5.24967 0.0106072 0.0010011 83280.1 1
: 785 | 7.27014 5.21737 0.0105091 0.000999847 84128.5 2
: 786 | 7.16717 5.2072 0.0104278 0.00100148 84868.4 3
: 787 | 7.14927 4.69095 0.0105301 0.00102728 84185.8 4
: 788 | 7.0959 4.42717 0.0106159 0.00100049 83199.7 5
: 789 | 6.88933 5.25509 0.0105198 0.00104321 84418.4 6
: 790 | 6.7172 5.40953 0.0104162 0.000999457 84954.6 7
: 791 | 6.73802 4.90242 0.0107628 0.00112322 82991.5 8
: 792 | 6.63327 4.6394 0.0105329 0.00103278 84209 9
: 793 | 6.56175 4.99259 0.0105183 0.00100128 84059.5 10
: 794 | 6.50109 4.78846 0.0104426 0.00100692 84784.7 11
: 795 | 6.35171 4.42465 0.0104782 0.00101218 84512.7 12
: 796 | 6.23971 4.5377 0.0104425 0.00100416 84760.4 13
: 797 | 6.25614 5.39048 0.0104625 0.00100668 84604 14
: 798 | 6.19659 5.10595 0.0104354 0.0010009 84795 15
: 799 Minimum Test error found - save the configuration
: 799 | 6.10316 3.86617 0.0106885 0.00119436 84262.8 0
: 800 | 6.17768 4.45332 0.0105784 0.00101082 83615.7 1
: 801 | 6.11704 5.39363 0.0104687 0.00100467 84530.8 2
: 802 | 6.03505 4.20995 0.01048 0.00100724 84452.3 3
: 803 | 5.85353 4.72876 0.0104321 0.00100198 84834.7 4
: 804 | 5.85299 5.16561 0.0104626 0.00100535 84591.6 5
: 805 Minimum Test error found - save the configuration
: 805 | 5.82362 3.84011 0.0104537 0.00104769 85051.7 0
: 806 | 5.63158 4.12456 0.0104505 0.00100454 84692.2 1
: 807 | 5.53952 4.61806 0.0105459 0.00105384 84281.1 2
: 808 | 5.44723 4.54784 0.0104203 0.0010134 85044.2 3
: 809 | 5.49468 4.93871 0.0104171 0.000997988 84933.5 4
: 810 | 5.45387 4.91054 0.010423 0.00100203 84916.8 5
: 811 | 5.26204 4.5725 0.0105308 0.00100352 83969 6
: 812 | 5.14438 4.58929 0.0106891 0.00102641 82792.3 7
: 813 | 5.14338 5.31062 0.0106596 0.0010386 83151.3 8
: 814 | 5.06345 4.70729 0.0107387 0.0010197 82313.4 9
: 815 | 4.96293 4.36248 0.0106483 0.00105292 83373.3 10
: 816 | 5.05231 4.66961 0.0106169 0.00102005 83360.8 11
: 817 | 4.98247 4.27775 0.0105993 0.00107121 83962.1 12
: 818 | 4.84845 4.56119 0.0106506 0.00103631 83209.5 13
: 819 | 4.78959 4.41905 0.0105791 0.00101102 83611.6 14
: 820 | 4.78541 5.01905 0.0105943 0.0010202 83558.3 15
: 821 | 4.7291 5.15516 0.010617 0.00102794 83428.3 16
: 822 | 4.649 4.39524 0.0106441 0.00110004 83821.6 17
: 823 | 4.60943 3.871 0.0106455 0.00103923 83279 18
: 824 | 4.42218 4.53914 0.0109453 0.00101318 80547.1 19
: 825 | 4.39329 4.15119 0.0105557 0.00100585 83770.7 20
: 826 | 4.32079 4.57894 0.0105449 0.00101591 83954.5 21
:
: Elapsed time for training with 1000 events: 8.77 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0114 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.848 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.161 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= 3.27014e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.04774e+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: 0.0374 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: 0.037 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: 0.00134 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: 0.0956 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: 0.893 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: 0.0214 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00263 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: 0.0373 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00475 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: 0.00218 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000363 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: 0.0998 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0114 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: 0.938 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.102 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 : -0.960 -0.0979 6.03 1.58 | 3.216 3.229
: 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 : -0.266 -0.0668 2.26 1.09 | 3.342 3.337
: 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.