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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
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:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.276 sec
: Elapsed time for training with 1000 events: 0.28 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00277 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: 0.000737 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00398 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: 0.000212 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000295 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 = 31497.5
: --------------------------------------------------------------
: 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 | 33035.5 31118.5 0.0105511 0.00107572 84429.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32490.1 30501.1 0.0105996 0.00109371 84158 0
: 3 Minimum Test error found - save the configuration
: 3 | 31713.4 29748.2 0.0107017 0.0010774 83123.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 30905 29066.7 0.0108338 0.00107131 81946.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30152.5 28375.5 0.0107509 0.00108225 82741.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29350.6 27497.4 0.0106545 0.00107719 83531.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28580.2 26743.2 0.0106326 0.00105394 83519.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28052.6 26321.2 0.0104849 0.00105997 84881.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 27683.9 25987.1 0.0104984 0.00101737 84378.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27355.8 25688.4 0.0104337 0.00102253 85005.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27052.5 25407.1 0.0105435 0.00102834 84076.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 26764.3 25137.6 0.0104994 0.00110305 85139.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26488.7 24875.3 0.0114603 0.00104155 76784.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26217.8 24624.3 0.0103964 0.0010283 85396.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 25960 24375.6 0.0125539 0.00179617 74365.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 25703.3 24136.2 0.0118854 0.00103266 73714.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25457.8 23898.5 0.0103254 0.00101399 85916.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25210.5 23670.4 0.0105491 0.00107997 84485.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 24973.7 23442.8 0.0149113 0.00130804 58809.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 24736.9 23221.9 0.0111242 0.00105132 79421.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24505.7 23004.2 0.014948 0.00108655 57713.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24281.5 22785 0.0110155 0.0011654 81217.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24053.3 22574.6 0.0110735 0.00104387 79763.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 23834 22364.6 0.0103906 0.00101636 85340.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23613.6 22160.5 0.0106487 0.00109811 83764.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23400.6 21955.6 0.0106091 0.00103447 83553.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23187.9 21753.5 0.0105575 0.00102342 83909.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 22976.5 21556.2 0.0122058 0.00145221 74393.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 22772.3 21356.8 0.0112197 0.0010307 78516.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22563.1 21166.1 0.010458 0.00102083 84770.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22362.6 20974.6 0.0106169 0.00104181 83550.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22163.3 20784.2 0.0105415 0.00105065 84291.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 21962.7 20600.1 0.0105987 0.00104716 83756.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 21769.9 20413.6 0.0105411 0.00101485 83978.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 21574.5 20231.9 0.0106351 0.00103126 83299.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21385.1 20049.5 0.0104222 0.00103157 85191.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21193.2 19872.9 0.0108455 0.00129396 83756.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21008.6 19694.2 0.0155377 0.0016477 57595.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 20822.6 19518.6 0.0164616 0.00179577 54548.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20637.9 19347.1 0.0139389 0.0010427 62033.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20456 19178.3 0.0104759 0.00104536 84830.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20278.7 19007.9 0.0104782 0.00104233 84783 0
: 43 Minimum Test error found - save the configuration
: 43 | 20101.5 18838.9 0.0105334 0.001064 84482.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 19924.6 18673.6 0.0106475 0.00107013 83530.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 19750 18511 0.0106359 0.0010487 83444.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19580.2 18346.9 0.0111029 0.00117226 80558.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19406.3 18189.9 0.0106075 0.00102073 83448.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19241.2 18029.4 0.0106709 0.00105979 83237.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19073.1 17872.5 0.0105811 0.00105475 83977.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 18907.2 17718.2 0.0105117 0.00104162 84476.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18744.5 17564 0.01037 0.00101896 85551.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18582.3 17410.9 0.010425 0.00105368 85366.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18418.7 17259.6 0.0106057 0.00103206 83563.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18256 17098.8 0.0108325 0.00106714 81922.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18090.1 16946.8 0.0108032 0.00106973 82190.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 17935.2 16793.4 0.0106303 0.00105457 83544.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 17781.2 16658.1 0.0108407 0.00105351 81739.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17618.8 16500.9 0.0107673 0.00104918 82320.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17457.5 16341.9 0.010483 0.00104316 84746.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17314.4 16207.3 0.0108584 0.00108466 81851.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17151.9 16054 0.0108596 0.00111304 82080.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 16998.4 15906.4 0.0109495 0.00107507 81017.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 16849.1 15759.1 0.011578 0.00123869 77374.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16696 15620.3 0.0108931 0.00107533 81484.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 16544.9 15473.8 0.0106146 0.00105534 83688.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16398.1 15332.6 0.010586 0.00105383 83926.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16249.8 15191.6 0.0106662 0.00109203 83557.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16105.1 15053.3 0.0108285 0.00106839 81965.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 15959.3 14916.3 0.0107524 0.00105671 82510.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 15813.6 14779.2 0.0107006 0.00109357 83272.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15670.2 14643 0.0107296 0.00113667 83395.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15529 14508.7 0.010653 0.00105049 83311.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15388.4 14373.7 0.0106769 0.00105043 83104.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15246.8 14240.5 0.0113008 0.00115846 78876.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15109.6 14109 0.0106795 0.00106987 83249.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 14969.7 13980.2 0.0107868 0.00108093 82424.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 14835.8 13850.8 0.0110623 0.00115935 80784.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 14701.2 13723 0.0109258 0.00117585 82051.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14566.8 13598.4 0.011237 0.00109068 78846 0
: 80 Minimum Test error found - save the configuration
: 80 | 14434.9 13474.9 0.0109181 0.00106114 81161.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14305.1 13352 0.0110468 0.00110543 80472.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14178.1 13226.8 0.0106616 0.00106722 83382 0
: 83 Minimum Test error found - save the configuration
: 83 | 14047.1 13107.3 0.0107168 0.00105862 82831.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 13919.9 12990.3 0.0106722 0.00109149 83501.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 13796.8 12869.3 0.0107494 0.0011177 83059.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13670.6 12752.8 0.0106811 0.00105686 83123.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13546.5 12638.3 0.0108478 0.00112978 82321.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13427.7 12519.9 0.010773 0.0011025 82725.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13302.3 12408.4 0.0111849 0.00113313 79588 0
: 90 Minimum Test error found - save the configuration
: 90 | 13185.3 12293.7 0.0109441 0.00106251 80958.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13064.8 12182.2 0.0106935 0.00105219 82976.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 12948.1 12070.2 0.0110564 0.00106356 80057.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 12830.2 11960.2 0.0108773 0.00107664 81626.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12714.7 11851.3 0.0107038 0.00106086 82962.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12599.4 11743.8 0.0108351 0.00108592 82058.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12485.8 11636.9 0.0109441 0.00110619 81318.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12373.6 11530.1 0.0110831 0.00109238 80074.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12259.9 11427.4 0.0110813 0.001138 80456.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12150.4 11323.3 0.0110928 0.00110285 80080.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12041.5 11218.7 0.0110101 0.00107206 80499 0
: 101 Minimum Test error found - save the configuration
: 101 | 11931.2 11117.3 0.0132343 0.00161381 68844 0
: 102 Minimum Test error found - save the configuration
: 102 | 11825.5 11013.5 0.0119568 0.00108544 73587.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11717.3 10912.5 0.0106131 0.00105846 83729.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11610.7 10813.4 0.0107052 0.00106734 83006.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11505.7 10714.9 0.0107466 0.00109756 82909.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11400.9 10618.5 0.0106919 0.0010783 83215.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11298.1 10522.2 0.0108808 0.00108249 81646.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11196.7 10425.3 0.0107899 0.00115193 83005.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11094.4 10330.6 0.0112026 0.00110296 79210.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 10995.4 10234.4 0.0107957 0.00106418 82207.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 10894.7 10140.7 0.0110658 0.00108681 80168.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 10795.4 10048.7 0.0108476 0.0010974 82049.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10697.2 9957.73 0.0109595 0.00113954 81466.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10600.5 9867.1 0.0107778 0.00105759 82302.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10504.6 9776.92 0.0106575 0.00105477 83309.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10409.4 9687.15 0.0108716 0.00111371 81984.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10314.6 9598.69 0.0107194 0.00106271 82844.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10221.5 9510.25 0.0107451 0.00106537 82647.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10127 9424.61 0.0108248 0.00117965 82943.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10036.9 9337.03 0.0108666 0.00108303 81769.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 9945.41 9250.87 0.0107719 0.0010728 82481.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 9854.32 9166.05 0.0108155 0.00107132 82100.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9764.19 9082.92 0.0108759 0.00106419 81534.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9675.56 9000.19 0.0108603 0.00106819 81698.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9589.33 8915.66 0.0114858 0.00109632 77001.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9498.98 8836.33 0.0108887 0.00113002 81978.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9414.19 8755.07 0.0108585 0.00108732 81873.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9328.75 8674.15 0.0109771 0.00108433 80867.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9243.39 8594.29 0.0117814 0.00110741 74948.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9158.5 8516.51 0.0107353 0.00109522 82987.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9076.43 8436.92 0.0107138 0.00106214 82887.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 8993.06 8359.13 0.0109062 0.00111578 81712.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 8911.01 8281.94 0.0111044 0.0011153 80086.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 8829.33 8206.19 0.0109345 0.00107983 81179.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8749.3 8130.31 0.010881 0.00111293 81899.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8669.71 8054.66 0.0109103 0.00106576 81263.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8590.33 7980.18 0.0107073 0.00105859 82912.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8511.34 7907.07 0.0121917 0.0016118 75615.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8433.9 7834.24 0.0114219 0.00130998 79114.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8355.84 7763.44 0.0116307 0.00114356 76283.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8279.59 7693.13 0.0142406 0.00161053 63340.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8206.52 7619.61 0.0150343 0.00160807 59584.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8129.62 7549.55 0.014909 0.00154856 59878.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8055.12 7480.18 0.0115897 0.00109547 76232.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 7981.1 7411.74 0.0106862 0.00106266 83129.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 7908.46 7343.38 0.0106434 0.00106217 83496.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 7836.61 7274.88 0.0108082 0.00109407 82353.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7764.89 7206.83 0.0107448 0.0010926 82883 0
: 149 Minimum Test error found - save the configuration
: 149 | 7692.17 7142.06 0.0111845 0.00112644 79538.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7623.41 7075.24 0.011195 0.00114836 79628.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7552.35 7010.74 0.0110402 0.00110661 80535.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7483.68 6945.86 0.0111085 0.00115732 80392.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7415.17 6881.54 0.0109566 0.00108969 81079 0
: 154 Minimum Test error found - save the configuration
: 154 | 7347.88 6816.58 0.0108489 0.00109715 82036.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7279.48 6753.87 0.0107783 0.00109874 82648.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7212.81 6691.68 0.0106939 0.00106452 83079.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7146.31 6630.25 0.011104 0.00109938 79963.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7082.26 6567.4 0.0110744 0.00107771 80026.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7016.18 6506.38 0.0113892 0.00134049 79612.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 6951.8 6446.21 0.0109209 0.00110394 81491.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6887.89 6386.7 0.0111368 0.00113248 79965.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6824.25 6328.23 0.0109745 0.00109892 81007.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6761.97 6269.42 0.0109083 0.00108618 81448.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6699.75 6211.19 0.0109635 0.00118959 81850.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6638.81 6152.64 0.0109758 0.00112536 81214.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6576.63 6096.16 0.0110111 0.00107003 80474.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6516.4 6039.79 0.0114025 0.00110703 77704.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6457.55 5982.51 0.0111706 0.00114712 79812.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6396.99 5927.27 0.010929 0.00108294 81250.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6337.95 5872.38 0.0108952 0.00107817 81491.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6280.21 5817.22 0.0111579 0.00109749 79519.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6222.48 5762.23 0.0108786 0.0010935 81756.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6164.3 5709.12 0.010958 0.00114215 81500.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6107.86 5655.99 0.0114514 0.00112742 77489.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6051.23 5603.69 0.0110961 0.00113702 80328.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 5995.51 5551.66 0.011567 0.00111924 76571.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 5940.39 5499.8 0.0110683 0.00110323 80280.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 5885.33 5448.68 0.0108296 0.00109327 82166.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5832.01 5396.67 0.0109583 0.00108138 80996.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5776.91 5347.01 0.0109887 0.00113108 81155.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5723.58 5297.77 0.010808 0.00106669 82124.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5671.25 5248.3 0.0108011 0.00111568 82598.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5618.38 5199.96 0.011069 0.00112632 80461.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5567.64 5149.94 0.0110447 0.00107107 80211.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5516.03 5101.73 0.0112317 0.00110559 79003.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5464.05 5054.84 0.0109566 0.00119378 81943.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5413.62 5007.69 0.0110966 0.00110513 80068.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5363.41 4962 0.0111198 0.00111909 79994.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5314.7 4915.3 0.0108164 0.00107786 82148 0
: 190 Minimum Test error found - save the configuration
: 190 | 5265.05 4869.6 0.0111545 0.00114337 79911.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5217.53 4822.42 0.0109973 0.00108948 80744.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5167.83 4777.87 0.0111606 0.00108215 79377.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5119.95 4734.13 0.0109392 0.00107801 81125.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5073.65 4689.26 0.0109478 0.00115625 81703.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5025.77 4646.29 0.0110008 0.00111145 80895.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 4980.11 4602.37 0.0110787 0.00117605 80786.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 4933.91 4559.36 0.0113167 0.00109831 78290.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 4888.16 4516.89 0.0108335 0.00111032 82278 0
: 199 Minimum Test error found - save the configuration
: 199 | 4843.4 4475.23 0.0107933 0.00108952 82442.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4798.52 4432.82 0.0112022 0.00112417 79380.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4753.8 4391.78 0.0111099 0.00109491 79880.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4710.33 4350.03 0.0112353 0.00118885 79629.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4666.9 4308.88 0.011049 0.0011285 80640.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4622.84 4269.86 0.0112425 0.00114877 79257.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4580.95 4229.74 0.0109775 0.00110614 81042.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4538.85 4190.04 0.011109 0.0011946 80691.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4496.43 4152.3 0.0111445 0.00113389 79915.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4455.96 4112.05 0.0111018 0.00111461 80102.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4414.32 4073.68 0.0111932 0.00112058 79423.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4373.69 4035.43 0.0111027 0.0011165 80110.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4333.23 3998.58 0.0109587 0.00107279 80922.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4293.02 3961.92 0.0109934 0.00111647 80996.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4254.97 3923.95 0.010959 0.00110173 81158.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4215.28 3886.76 0.0108198 0.00109096 82230 0
: 215 Minimum Test error found - save the configuration
: 215 | 4176.44 3850.44 0.0108594 0.00109456 81926.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4137.54 3815.07 0.0108889 0.00115455 82183.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4099.76 3779.82 0.0108642 0.00107349 81710 0
: 218 Minimum Test error found - save the configuration
: 218 | 4062.75 3743.76 0.0107318 0.00106636 82769.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4025.15 3709 0.0108305 0.00111597 82351.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 3988.08 3675.06 0.0111217 0.00108948 79742.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 3952.13 3640.56 0.0110135 0.00128073 82196.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 3914.67 3607.44 0.0110686 0.00107232 80029.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3880.33 3573.05 0.0110511 0.00108061 80236.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3844.83 3538.83 0.0111814 0.0010982 79339.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3809.17 3505.89 0.0109571 0.00107753 80975.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3774.09 3473.58 0.0114101 0.00108494 77480.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3740.13 3440.74 0.0156284 0.00173813 57594.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3705.32 3409.92 0.0124228 0.00118303 71175.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3672.58 3377.41 0.0118449 0.00114729 74783 0
: 230 Minimum Test error found - save the configuration
: 230 | 3638.65 3345.42 0.0113357 0.00108436 78038.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3605.17 3314.81 0.0116836 0.00114224 75891.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3572.45 3284.66 0.011471 0.00109808 77123.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3540.08 3253.76 0.0113376 0.00108107 77998.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3507.64 3224.02 0.0132938 0.00171435 69087.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3477.2 3192.46 0.0165417 0.00174514 54066.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3444.07 3163.21 0.0166243 0.00173911 53744.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3412.76 3134.69 0.0110279 0.00112243 80763.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3382.31 3105.17 0.010822 0.00108045 82122.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3351.5 3075.62 0.0111578 0.0011233 79725.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3320.09 3048.13 0.0110411 0.00108771 80374.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3291.37 3018.71 0.0124425 0.00137675 72295.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3260.37 2991.12 0.011871 0.00134731 76018.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3231.1 2963.42 0.0107784 0.00107674 82460.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3201.7 2935.78 0.011087 0.00117627 80720.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3173.32 2908.04 0.0118265 0.0011275 74773.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3143.88 2880.9 0.0109879 0.00109986 80905.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3114.78 2854.8 0.0111197 0.00109132 79773.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3086.56 2828.85 0.0109396 0.00107726 81116.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3059.17 2802.06 0.0113136 0.00121658 79231.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3031.8 2775.21 0.0110491 0.00114213 80751.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3003.01 2749.93 0.0115532 0.00122136 77430.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 2975.88 2725.3 0.0118303 0.00120076 75262 0
: 253 Minimum Test error found - save the configuration
: 253 | 2949.44 2699.47 0.0118911 0.00127062 75326.1 0
: 254 Minimum Test error found - save the configuration
: 254 | 2922.6 2674.44 0.0127574 0.00176758 72795 0
: 255 Minimum Test error found - save the configuration
: 255 | 2896.32 2649.37 0.0136631 0.00119475 64162.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2869.69 2624.72 0.0113494 0.00124088 79141 0
: 257 Minimum Test error found - save the configuration
: 257 | 2843.63 2600.41 0.0109981 0.00108002 80660.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2817.68 2576.76 0.0120559 0.00111508 73120.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2791.97 2553.57 0.0122984 0.00156897 74561.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2767.24 2529.76 0.0111335 0.00109319 79679 0
: 261 Minimum Test error found - save the configuration
: 261 | 2742.16 2506.22 0.0117466 0.00143571 77588.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2717.42 2482.88 0.0114485 0.00119308 78007.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2693.08 2459.28 0.0110589 0.00117824 80966.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2667.7 2437.14 0.0120921 0.00116796 73232 0
: 265 Minimum Test error found - save the configuration
: 265 | 2643.86 2414.65 0.0115065 0.00111463 76983.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2620.23 2392.6 0.0112275 0.00111941 79144.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2595.81 2371.02 0.0113261 0.00109608 78201.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2572.92 2349 0.011277 0.00110637 78658.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2549.05 2327.38 0.0113569 0.00140481 80385.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2526.56 2305.24 0.0112431 0.0011116 78961.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2503.8 2283.51 0.011009 0.00109069 80659.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2480.09 2263.03 0.0108716 0.00107029 81621.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2458.26 2241.76 0.0111983 0.00108966 79140.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2435.43 2222.51 0.0110578 0.00115463 80782.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 2413.73 2201.49 0.0112724 0.00120826 79490 0
: 276 Minimum Test error found - save the configuration
: 276 | 2391.45 2181.35 0.0117046 0.0013176 77019.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2369.89 2160.93 0.0123349 0.0010992 71201.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2348.41 2141.26 0.0111222 0.00112813 80047.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2327.14 2121.04 0.011631 0.00161223 79850.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2304.85 2102.45 0.0128743 0.00111587 68036.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2284.63 2082.61 0.0111374 0.00121836 80653.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2263.23 2063.58 0.0120701 0.00116455 73357.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2242.8 2044.34 0.0117497 0.00119556 75799.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2222.1 2025.8 0.0112018 0.00113347 79456.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2202.18 2006.45 0.0110055 0.0010932 80707.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2180.6 1989.16 0.0112196 0.00111372 79161.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2161.69 1970.73 0.0112682 0.00114484 79024.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2141.35 1952.74 0.0110996 0.00110929 80077.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2121.42 1934.89 0.0108935 0.00107103 81446.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2102.53 1916.67 0.0108907 0.00109386 81658.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2082.48 1899.2 0.0110853 0.00113157 80371.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2063.46 1881.92 0.0110898 0.001102 80097.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2044.35 1864.49 0.0111616 0.00114375 79857.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2025.18 1847.62 0.0109398 0.0011059 81351.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2006.52 1830.96 0.0110323 0.00108886 80454.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 1988.54 1813.63 0.010787 0.00108856 82487.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 1969.51 1797.05 0.0108631 0.00109016 81858.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1950.99 1781.1 0.0111543 0.00107802 79394.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1933.25 1764.49 0.0110099 0.00109601 80694.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1915.38 1747.77 0.0109191 0.00107745 81286.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1897.11 1732.18 0.0110113 0.00114363 81072.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1879.37 1717.87 0.0109157 0.00108504 81378.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1862.15 1700.81 0.0110819 0.00109043 80068.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1844.37 1685.4 0.0111129 0.00113078 80143.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1827.15 1669.69 0.0109808 0.00110308 80990.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1809.57 1654.85 0.0110629 0.00115892 80775.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1793.09 1639.25 0.0110071 0.00111422 80866.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1776.06 1624.25 0.011612 0.00115614 76512.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1759.2 1609.4 0.0109433 0.00110527 81317 0
: 310 Minimum Test error found - save the configuration
: 310 | 1742.69 1594.76 0.0109815 0.001103 80983.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1726.26 1580.18 0.010953 0.00109725 81170.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1710.25 1565.17 0.0109791 0.00108083 80822.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1693.64 1550.94 0.0111953 0.00110367 79273.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1677.1 1537.6 0.0110104 0.00119555 81509 0
: 315 Minimum Test error found - save the configuration
: 315 | 1662.01 1522.84 0.0118702 0.00124207 75272.1 0
: 316 Minimum Test error found - save the configuration
: 316 | 1645.61 1509.28 0.0112191 0.00109411 79012.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1630.37 1495.3 0.0108618 0.00107302 81725.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1614.54 1481.69 0.0108765 0.00108927 81738.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1599.27 1468.11 0.0110938 0.00112853 80278.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1584.07 1454.82 0.0109448 0.00109583 81226.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1569.2 1441.4 0.0113453 0.00110189 78099.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1554.14 1427.86 0.0109473 0.00107322 81020 0
: 323 Minimum Test error found - save the configuration
: 323 | 1538.94 1414.7 0.0122785 0.00108894 71495.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1524.25 1401.74 0.010835 0.00109224 82112.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1509.78 1388.56 0.0111973 0.00118033 79864.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1495.32 1375.63 0.0109658 0.0010934 81034 0
: 327 Minimum Test error found - save the configuration
: 327 | 1480.51 1363.22 0.0111534 0.00113605 79861.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1466.49 1351.07 0.0113611 0.00114006 78270 0
: 329 Minimum Test error found - save the configuration
: 329 | 1452.69 1338.37 0.0109884 0.00110677 80958.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1438.36 1326.13 0.0112377 0.00117963 79538.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1424.81 1313.57 0.0115128 0.00148666 79791.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1411.22 1301.16 0.0114771 0.00119147 77778.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1397.52 1289.37 0.0109876 0.00112266 81095.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1384.09 1277.69 0.0109967 0.00110429 80870 0
: 335 Minimum Test error found - save the configuration
: 335 | 1370.98 1265.25 0.010947 0.00108975 81158.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1357.35 1253.46 0.010904 0.00107519 81393.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1344.45 1241.76 0.0111695 0.00107738 79269.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1331.25 1230.38 0.0112323 0.00112012 79112.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1318.52 1219.2 0.0112331 0.00113586 79229.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1305.62 1208.04 0.012684 0.00116504 69450.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1293.39 1196.35 0.0111634 0.00110338 79522.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1280.81 1185.32 0.011819 0.00112014 74774.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1268.75 1173.82 0.0112359 0.00127653 80326.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1255.88 1163.26 0.0110242 0.00109467 80567.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1244.21 1152.48 0.0107559 0.00107129 82605.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1231.96 1141.81 0.0110033 0.00108833 80685.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1220.19 1131.11 0.0109624 0.00108187 80967.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1208.41 1120.38 0.011132 0.00114379 80094.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1196.45 1109.97 0.0109909 0.00113192 81144.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1184.97 1099.66 0.0111162 0.00117426 80467.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1173.74 1089.45 0.0109046 0.00112434 81797.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1162.26 1078.96 0.0114876 0.00110526 77053.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1151.31 1069.03 0.0112996 0.00118323 79079.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1139.6 1058.65 0.0109696 0.00108124 80903.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1128.74 1048.58 0.0109922 0.00112154 81048.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1117.52 1038.64 0.0108611 0.00110378 81989.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1106.74 1029.03 0.011773 0.00145131 77506.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1096.18 1019.19 0.0113953 0.00108041 77557.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1085.1 1009.47 0.0114078 0.00108882 77527 0
: 360 Minimum Test error found - save the configuration
: 360 | 1074.85 999.549 0.0109513 0.00107788 81025.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1064.41 990.254 0.010944 0.00109539 81230 0
: 362 Minimum Test error found - save the configuration
: 362 | 1053.61 981.281 0.0109075 0.00108583 81452.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1043.66 971.651 0.010849 0.00109101 81983.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1033.06 962.65 0.0108622 0.00107292 81721.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1023.54 953.235 0.0114192 0.00108707 77428 0
: 366 Minimum Test error found - save the configuration
: 366 | 1013.42 943.898 0.0111436 0.0011128 79754.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1003.28 934.88 0.0108643 0.00109417 81882.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 993.584 926.084 0.0109293 0.00107649 81195.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 983.874 917.31 0.0108231 0.00107482 82065.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 974.363 907.84 0.0110619 0.00113203 80565 0
: 371 Minimum Test error found - save the configuration
: 371 | 964.407 899.111 0.0118924 0.00111054 74198.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 954.81 890.788 0.0109413 0.00109054 81212.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 946.077 882.07 0.0108853 0.0011089 81830.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 936.441 873.232 0.0108136 0.00107727 82166.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 927.063 864.806 0.0107966 0.00106886 82239.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 918.034 856.465 0.0118719 0.0011563 74657.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 908.981 848.317 0.0110695 0.00108466 80121.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 900.272 840.048 0.0108027 0.00107232 82216.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 890.928 832.735 0.0107747 0.00106389 82382.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 882.628 823.389 0.0107707 0.00107148 82480.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 873.632 815.648 0.0107335 0.00106768 82765.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 864.693 807.751 0.0108588 0.00113133 82241.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 856.277 799.894 0.0108893 0.00110879 81794.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 847.991 791.747 0.0107625 0.00107188 82554.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 839.326 784.432 0.0108493 0.00108872 81962.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 830.993 776.449 0.0115526 0.00115441 76936.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 823.094 768.503 0.011981 0.00154139 76631.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 814.456 760.795 0.0157891 0.00184283 57362.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 806.416 753.62 0.0127416 0.00114726 68999 0
: 390 Minimum Test error found - save the configuration
: 390 | 798.247 746.014 0.0120185 0.00170097 77538.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 790.191 738.98 0.0125658 0.00116499 70170.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 782.535 731.305 0.0115671 0.00109309 76379.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 774.563 724.374 0.0109785 0.0010925 80922.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 766.646 717.336 0.0108373 0.0010787 81978.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 759.187 710.407 0.0109644 0.00110756 81161.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 751.644 702.606 0.0109029 0.00109042 81529 0
: 397 Minimum Test error found - save the configuration
: 397 | 744.101 695.19 0.0108878 0.00108236 81587.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 736.367 688.304 0.0109794 0.00109768 80957.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 729.176 681.211 0.0113598 0.00108008 77822.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 721.516 674.649 0.0109302 0.00111027 81466.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 714.471 667.779 0.0109271 0.00109657 81378.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 707.272 661.339 0.0109784 0.00112198 81165.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 699.913 654.2 0.0110744 0.00108275 80066.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 692.979 647.315 0.0107277 0.00107166 82849.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 685.792 640.623 0.0108252 0.001089 82167.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 678.902 634.603 0.0108651 0.00108856 81828.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 671.831 628.385 0.0108788 0.00108975 81723.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 665.475 621.507 0.0109651 0.00109154 81024.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 658.627 615.205 0.0111515 0.00108792 79494.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 651.822 609.179 0.0112889 0.00114018 78827.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 645.222 602.508 0.0112824 0.00107997 78412.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 638.446 596.186 0.0111505 0.00110894 79669.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 631.938 590.197 0.0110058 0.0010849 80638.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 625.339 584.294 0.0109472 0.00108705 81134.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 619.236 578.304 0.0110417 0.00109688 80443.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 612.765 572.273 0.0109609 0.00111711 81269.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 606.416 566.145 0.0115956 0.00114406 76543.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 600.106 560.45 0.0109667 0.00112132 81256.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 594.055 554.697 0.0109179 0.00109091 81408.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 587.977 548.911 0.0109712 0.00111024 81127.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 581.926 542.825 0.0115093 0.00110863 76918.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 575.83 536.735 0.0107984 0.00107743 82296 0
: 423 Minimum Test error found - save the configuration
: 423 | 569.861 531.583 0.0107757 0.00108006 82511.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 563.875 526.422 0.0107575 0.00106661 82551.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 558.506 520.494 0.0110106 0.00111055 80807.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 552.474 514.721 0.0109414 0.00108757 81186.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 546.836 509.12 0.0111764 0.0012107 80275.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 541.096 504.421 0.010975 0.00110602 81062.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 535.547 498.79 0.0112069 0.001221 80112.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 530.077 493.294 0.0112133 0.00108752 79006.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 524.647 488.45 0.010981 0.00109081 80888.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 519.144 482.726 0.0111432 0.00111582 79781.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 513.555 477.505 0.0110626 0.00112853 80531 0
: 434 Minimum Test error found - save the configuration
: 434 | 508.031 472.686 0.0111353 0.00109569 79684.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 503.005 467.225 0.0111548 0.00112762 79783.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 497.8 462.54 0.0110018 0.00110006 80793.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 492.999 458.298 0.0110062 0.00109755 80737.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 487.584 452.255 0.0109863 0.00109302 80863.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 482.258 447.571 0.0109807 0.0011215 81142.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 477.209 442.978 0.0108721 0.00108152 81710.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 472.165 438.001 0.0110142 0.001109 80765.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 467.343 433.077 0.0112169 0.00110187 79090.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 462.664 428.994 0.0108786 0.00108115 81653.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 457.582 423.528 0.0108911 0.00108416 81575.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 452.834 419.066 0.0108975 0.00108507 81529.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 448.42 414.71 0.0110878 0.00110308 80122.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 443.375 409.881 0.0110755 0.00108604 80084.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 438.691 405.585 0.0110967 0.0010982 80011.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 434.146 400.831 0.0114364 0.00114996 77772.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 429.658 396.877 0.0111545 0.001127 79780.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 424.814 392.849 0.0115877 0.00116078 76724.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 420.821 387.906 0.011027 0.00113498 80872.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 416.075 383.604 0.0110102 0.00113068 80976 0
: 454 Minimum Test error found - save the configuration
: 454 | 412.044 379.833 0.0109411 0.00114549 81669.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 407.331 375.581 0.0110708 0.00117154 80814.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 403.403 371.199 0.0112283 0.00115826 79443.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 399.062 366.953 0.0111524 0.00109678 79557.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 394.694 363.009 0.0110963 0.00109944 80025.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 390.367 359.575 0.0110999 0.00109567 79966.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 386.651 354.954 0.0112492 0.00135468 80852.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 381.854 351.319 0.0114131 0.00110961 77643.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 378.214 347.22 0.0115078 0.0012062 77658.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 374.005 343.807 0.0109988 0.00109107 80745.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 370.416 340.063 0.0109724 0.00110966 81113.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 366.237 335.559 0.0125902 0.00114155 69877.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 362.456 331.916 0.0112691 0.00108779 78575.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 358.382 327.979 0.0109406 0.00108029 81133.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 354.555 324.744 0.0118731 0.00110372 74284.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 350.941 320.805 0.0109648 0.00108059 80937.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 346.841 317.144 0.0111836 0.00115096 79740 0
: 471 Minimum Test error found - save the configuration
: 471 | 343.324 313.415 0.0111144 0.00112822 80110.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 339.531 310.23 0.0113499 0.00109845 78037.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 335.854 306.586 0.0111753 0.0011473 79776.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 332.448 302.933 0.0114263 0.00121628 78354.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 328.702 299.842 0.0117738 0.00113202 75175.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 325.537 295.806 0.0111138 0.00110584 79936.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 321.742 292.431 0.0109028 0.0011056 81655.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 318.06 289.16 0.0112679 0.00114136 79000.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 314.725 285.972 0.0131947 0.00113548 66339.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 311.447 283.278 0.0110507 0.00111484 80516.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 308.06 279.723 0.0109286 0.00107633 81199.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 304.61 276.493 0.0108344 0.00107047 81934.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 301.275 273.26 0.0108259 0.00107558 82048.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 298.162 270.171 0.0108301 0.00107586 82015.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 294.898 266.968 0.0110464 0.00111857 80581.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 291.866 264.588 0.0110172 0.0011186 80819.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 288.763 261.066 0.0111225 0.00117436 80416.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 285.294 257.999 0.0109707 0.00108687 80940.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 282.156 254.936 0.0109757 0.00108506 80884.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 279.09 252.015 0.0109999 0.00114376 81168 0
: 491 Minimum Test error found - save the configuration
: 491 | 276.19 249.689 0.0109514 0.00112387 81404.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 273.475 246.758 0.0111718 0.00114312 79771.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 269.984 243.072 0.0111662 0.00109098 79402.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 267.039 240.295 0.0110083 0.00109702 80715.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 264.204 237.645 0.0110741 0.00113817 80515.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 261.274 234.745 0.0109855 0.00111835 81077.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 258.6 232.443 0.0108792 0.00108504 81681.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 255.746 229.31 0.0113044 0.00114767 78765.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 252.686 226.747 0.0108444 0.00110115 82108.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 250.065 224.065 0.0112372 0.00114885 79299.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 247.152 221.346 0.0109497 0.00107595 81022.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 244.557 218.819 0.0109127 0.00108234 81380.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 241.843 216.169 0.0112092 0.00110468 79172.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 239.228 213.514 0.0109602 0.00108996 81051.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 236.533 211.29 0.0109562 0.00118901 81906.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 233.866 209.091 0.0109842 0.00109613 80905.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 231.537 206.325 0.0115943 0.00110681 76281.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 228.836 204.679 0.0108233 0.00110188 82292.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 226.516 201.723 0.0109135 0.00107585 81320.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 223.92 200.103 0.0110448 0.00113367 80717.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 221.611 197.015 0.0116322 0.00109541 75924.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.106 194.821 0.0110362 0.0010829 80375.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 216.622 192.355 0.0110118 0.00117209 81302.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 214.178 189.915 0.0125315 0.00161015 73251 0
: 515 Minimum Test error found - save the configuration
: 515 | 211.981 187.921 0.0109678 0.00110091 81079.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 209.392 185.932 0.010989 0.00114791 81291.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 207.229 183.384 0.0109984 0.00109984 80819.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 204.795 181.241 0.0113669 0.00116822 78441.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 202.548 179.351 0.0109938 0.00115436 81305.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.293 177.376 0.0110709 0.00108798 80137.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 197.85 175.058 0.0112329 0.00110939 79024.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 195.785 172.69 0.0111128 0.00111894 80048.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 193.976 171.392 0.0112094 0.00114234 79467.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.284 168.933 0.0112302 0.00115086 79370.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 189.477 166.923 0.0115754 0.00110881 76433.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.571 164.53 0.0110027 0.00109885 80776.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 185.044 163.507 0.0110708 0.00119046 80968.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 182.928 161.205 0.0116456 0.00118695 76491.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 180.929 159.379 0.0111929 0.00120932 80131.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.026 157.793 0.0111298 0.00108692 79658.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.077 156.339 0.0112207 0.00113781 79342.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.023 153.921 0.0111348 0.00108197 79579.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 172.921 151.717 0.011093 0.0010909 79982.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 170.771 149.92 0.0110904 0.00111428 80191.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 168.878 148.445 0.0109693 0.00107458 80851.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 166.837 146.441 0.0111954 0.00115103 79646.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 165.134 144.735 0.0127261 0.00178069 73090.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.269 143.546 0.0132494 0.00141847 67619.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.36 141.041 0.0109161 0.00107103 81259.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.431 139.758 0.0110545 0.00111682 80501.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 157.574 137.955 0.0110101 0.00112043 80892.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 155.702 136.063 0.0110611 0.00112481 80512.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 153.981 134.886 0.0141911 0.00182837 64710.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 152.401 133.573 0.0115697 0.00110957 76481 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.3 132.2 0.0113891 0.00133445 79565.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.601 131.125 0.0115126 0.0011677 77333 0
: 547 Minimum Test error found - save the configuration
: 547 | 146.836 128.843 0.012571 0.00111894 69856.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.171 127.207 0.0122781 0.00119897 72208.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 143.726 126.554 0.013432 0.00117496 65268.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 141.699 124.513 0.0133098 0.00112184 65638.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.187 122.939 0.0113088 0.00127666 79743.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 138.529 121.342 0.0111284 0.00112801 79997.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 136.583 119.672 0.0111903 0.00126435 80597.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.185 118.774 0.0164986 0.00174156 54211.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.656 118.287 0.0165408 0.00172325 53990.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.104 115.633 0.0149833 0.00114918 57828.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 130.521 115.541 0.0112204 0.00112518 79245.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 128.93 113.317 0.0108973 0.00109853 81643.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.46 111.384 0.0112743 0.00119393 79362 0
: 560 Minimum Test error found - save the configuration
: 560 | 125.987 110.47 0.0112066 0.00110484 79193.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.726 109.524 0.0108614 0.00107461 81742.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.053 107.994 0.0114724 0.00140908 79496.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.492 105.372 0.011304 0.00117845 79007.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 119.936 104.579 0.0110877 0.00108981 80016.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.676 103.846 0.011723 0.00133234 76992.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.406 101.97 0.0127298 0.00135478 70329.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.618 100.794 0.0120136 0.0013345 74912.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.473 99.5395 0.012756 0.00141008 70509.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 112.874 98.7449 0.0138163 0.00134869 64166.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.636 97.386 0.0108295 0.00108428 82091.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.506 96.8286 0.0109346 0.00122715 82410.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.034 94.8702 0.0110509 0.00111724 80533.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 107.702 93.3358 0.0111663 0.00109316 79418.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.598 92.4543 0.0115117 0.00142811 79336.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.201 91.9302 0.0120951 0.00136616 74564.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 103.71 89.6967 0.0123503 0.00120133 71755.2 0
: 577 | 102.625 89.8551 0.0123256 0.00104176 70898.1 1
: 578 Minimum Test error found - save the configuration
: 578 | 101.466 87.6617 0.0110727 0.00109379 80168.8 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.216 86.709 0.0124578 0.00127516 71539.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 98.8598 85.5082 0.0120232 0.00116859 73701.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.8478 84.9814 0.0131028 0.00115971 66984.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 96.6832 84.1438 0.0120613 0.00112422 73145.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.6373 82.1729 0.0108696 0.00107918 81712.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.4515 81.7081 0.0110463 0.00112842 80662.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.2238 80.0465 0.0108742 0.00107319 81624.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.0954 79.2952 0.0109272 0.00107464 81197 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.0745 78.865 0.010889 0.0010671 81451 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.2956 77.1855 0.01083 0.00107133 81978.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 88.9396 76.4756 0.010921 0.00106763 81190.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 87.8454 75.8843 0.0109391 0.00109169 81239.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.111 74.3117 0.0111284 0.00109535 79736.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.8057 73.3987 0.0109781 0.00114138 81327.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.7911 72.5172 0.0111101 0.00107929 79753.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 83.8752 71.5246 0.0109686 0.00107677 80875.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 82.9017 70.817 0.0109542 0.0010976 81164.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 81.9255 70.1823 0.0109613 0.00107015 80880 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.019 69.3526 0.0109304 0.00112888 81619.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 79.7667 67.9091 0.0110285 0.0010793 80408.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.0078 67.7026 0.0108211 0.00110092 82303.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.0304 66.3655 0.0107033 0.00106386 82992.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.1378 65.3706 0.010852 0.00108777 81931.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.1621 64.6156 0.0108621 0.00107507 81740.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.3318 63.6543 0.0113726 0.00112708 78082.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.3426 62.7925 0.0116184 0.00114073 76353 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.6348 61.7578 0.0120491 0.00114021 73334.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 72.7465 61.0627 0.0129698 0.00135741 68892.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 71.7795 60.2532 0.0136937 0.0010982 63514.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.8384 60.0945 0.0111992 0.00108402 79088.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.252 58.4759 0.0109645 0.00109369 81047 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.3167 57.916 0.0113164 0.00113892 78605 0
: 611 | 68.5974 58.0191 0.011246 0.00106324 78563.9 1
: 612 Minimum Test error found - save the configuration
: 612 | 67.8121 57.2698 0.0122227 0.00162802 75509.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.8608 55.8488 0.0112987 0.00123387 79484.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.1501 55.3047 0.0113845 0.00136083 79811 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.2214 54.1331 0.0127797 0.00108258 68392.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 64.3445 53.3356 0.0129942 0.00178835 71391.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.6803 52.8137 0.0131502 0.0015484 68954.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.0121 52.3566 0.0115357 0.00113497 76917.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.2762 51.0607 0.0118724 0.00109044 74197.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.4508 50.4874 0.011274 0.00115841 79086 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.8216 49.7841 0.0109444 0.0011707 81852.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 59.9615 48.8421 0.0108439 0.00107945 81929.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.1771 48.7453 0.0112021 0.00117327 79769.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.6357 47.895 0.0112818 0.00112547 78768.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 57.7825 47.3371 0.011273 0.00111421 78749.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.228 47.1158 0.011371 0.00111869 78031.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.5739 46.4194 0.0113651 0.00116984 78467.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.8574 45.8427 0.0110434 0.00108293 80317.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.1636 45.4808 0.0108503 0.00110615 82100.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.4796 44.1023 0.0108987 0.00107199 81410.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.7244 43.3349 0.0108311 0.00108026 82044.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.2325 42.5527 0.0109438 0.00108046 81108.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.3168 42.1122 0.0108019 0.00106924 82197.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 51.7179 41.5946 0.0109679 0.00107411 80858.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.2 40.8602 0.0108839 0.00108832 81669.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.5571 40.4887 0.010931 0.00113792 81690.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.1003 39.6526 0.0110113 0.00112686 80935.6 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.4776 39.2473 0.0111144 0.00112222 80062.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.0494 39.1637 0.0121214 0.00112597 72757.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.3122 38.1598 0.0117857 0.00116298 75310.1 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.6161 37.6945 0.0109019 0.00106915 81361.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 46.8855 36.9519 0.010931 0.001084 81243.1 0
: 643 | 46.408 37.5508 0.0110129 0.00104597 80265.8 1
: 644 Minimum Test error found - save the configuration
: 644 | 46.1348 36.4035 0.0119505 0.00110093 73735.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.3877 36.0129 0.010885 0.00107243 81528.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.7432 35.1239 0.0109226 0.00113857 81765.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.2125 34.154 0.0109665 0.00108711 80976.3 0
: 648 | 43.6914 34.3209 0.0110714 0.00106348 79936.4 1
: 649 Minimum Test error found - save the configuration
: 649 | 43.3966 33.6801 0.011067 0.00108407 80136.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.6174 32.8511 0.0109069 0.00107325 81353 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.135 32.3961 0.0112138 0.00108845 79009.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.6072 32.3109 0.0114854 0.00121639 77904.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.0576 31.5197 0.0114208 0.00115001 77890.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.6302 31.0604 0.0113167 0.00119978 79075.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 39.9817 30.2949 0.0109264 0.00113089 81669.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.572 30.1558 0.0112029 0.00110775 79245.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.1449 29.9152 0.0109344 0.0010792 81175.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.6224 29.248 0.0112448 0.00133411 80720.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.0594 28.7426 0.0112148 0.0011158 79216.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.7377 28.2327 0.0110342 0.00109103 80457.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.1972 27.9245 0.01122 0.00112176 79221.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 36.6895 27.236 0.0110505 0.00111733 80538.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.3788 26.9097 0.0110053 0.00108277 80624.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.0549 26.8548 0.0120751 0.00112102 73032 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.5961 26.0896 0.0113326 0.00111545 78299.5 0
: 666 | 35.0944 26.3465 0.0108631 0.00106685 81664 1
: 667 Minimum Test error found - save the configuration
: 667 | 34.5809 25.3293 0.01142 0.00118488 78161.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.1379 25.0964 0.0115555 0.00119033 77181.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 33.847 24.474 0.0113253 0.00112567 78433.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.275 24.188 0.0130246 0.0017626 71035.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 32.9095 23.805 0.0160255 0.00172052 55924.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.4095 23.2026 0.0163115 0.00172293 54837.6 0
: 673 Minimum Test error found - save the configuration
: 673 | 31.9708 22.965 0.0165474 0.00172249 53963.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.5992 22.7451 0.0124541 0.00109996 70458.8 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.2036 22.0133 0.0109549 0.00110392 81210.1 0
: 676 | 31.2373 22.2381 0.0111776 0.00105285 79014.6 1
: 677 Minimum Test error found - save the configuration
: 677 | 30.7008 21.7511 0.0115924 0.00114189 76551.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.1166 21.4648 0.0113423 0.00115106 78498.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 29.706 20.8677 0.0115634 0.00120325 77218.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.2876 20.5811 0.0115929 0.00120463 77010.1 0
: 681 Minimum Test error found - save the configuration
: 681 | 28.9583 20.0666 0.0127022 0.00181057 73450.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 28.6033 19.989 0.0131819 0.00117101 66606.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.4643 19.2149 0.0123329 0.00113729 71456.5 0
: 684 | 28.0399 19.3063 0.012024 0.00104591 72872.7 1
: 685 Minimum Test error found - save the configuration
: 685 | 27.579 18.8178 0.0113429 0.00112177 78269.2 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.257 18.7934 0.0117597 0.00118495 75652.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 26.7541 18.1214 0.012332 0.00112707 71397 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.5056 17.6203 0.011211 0.00112023 79280.1 0
: 689 | 26.2039 17.7231 0.0111932 0.00105292 78893.4 1
: 690 Minimum Test error found - save the configuration
: 690 | 25.852 17.525 0.0109394 0.00108183 81155.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.5241 16.8202 0.0109142 0.00107469 81304.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.0874 16.3633 0.0111258 0.00110112 79803.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 24.7923 16.2633 0.0110797 0.00108127 80012.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.5555 16.166 0.0115178 0.00127095 78072.7 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.1338 15.8721 0.0113364 0.00113084 78388.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 23.8024 15.7663 0.0112318 0.0011252 79156.5 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.5578 15.5277 0.0111215 0.00108968 79746 0
: 698 | 23.2681 15.5667 0.0112749 0.00104076 78169.9 1
: 699 Minimum Test error found - save the configuration
: 699 | 22.8428 15.1919 0.0112515 0.00110084 78812.4 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.6653 14.5972 0.0111702 0.00111578 79566.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.2931 14.4717 0.0112787 0.00109937 78591 0
: 702 Minimum Test error found - save the configuration
: 702 | 21.9758 14.2697 0.0111271 0.00110489 79823 0
: 703 Minimum Test error found - save the configuration
: 703 | 21.6505 13.7928 0.0111054 0.00108652 79849.6 0
: 704 | 21.4695 14.335 0.011198 0.00109623 79193.8 1
: 705 | 21.2216 13.8341 0.0112031 0.00105911 78864.1 2
: 706 Minimum Test error found - save the configuration
: 706 | 20.8575 13.5269 0.0111577 0.00115534 79981.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.4638 13.2533 0.0112168 0.00108987 78997.2 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.1901 12.6115 0.0109678 0.00110132 81082.3 0
: 709 Minimum Test error found - save the configuration
: 709 | 19.9914 12.5122 0.0110506 0.00111852 80546.7 0
: 710 Minimum Test error found - save the configuration
: 710 | 19.6806 12.1265 0.0112005 0.00113191 79455.3 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.3978 12.0841 0.0113509 0.00111628 78166.1 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.0116 11.7979 0.0113361 0.00113407 78415.8 0
: 713 | 18.8446 12.0734 0.0113289 0.00108799 78118 1
: 714 | 18.6863 11.8227 0.0110309 0.00106398 80265.1 2
: 715 Minimum Test error found - save the configuration
: 715 | 18.3784 11.4357 0.0111146 0.00109736 79862.2 0
: 716 | 18.168 11.5337 0.0110273 0.00110287 80608.9 1
: 717 Minimum Test error found - save the configuration
: 717 | 17.8832 10.8033 0.011428 0.00111063 77539.3 0
: 718 | 17.6997 11.2526 0.0109739 0.0010639 80726.2 1
: 719 Minimum Test error found - save the configuration
: 719 | 17.6194 10.7642 0.0110872 0.00110916 80175.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.2548 10.3191 0.011234 0.00111311 79044.1 0
: 721 Minimum Test error found - save the configuration
: 721 | 16.9847 10.1914 0.0113615 0.00112201 78129.1 0
: 722 Minimum Test error found - save the configuration
: 722 | 16.7317 10.0294 0.0111914 0.00108485 79156.2 0
: 723 | 16.5476 10.5517 0.0121032 0.00107249 72524.9 1
: 724 | 16.2446 10.2817 0.0112776 0.00108214 78466.1 2
: 725 | 16.2297 10.5029 0.0112886 0.00119301 79242.5 3
: 726 | 16.0235 10.1417 0.0113743 0.00107077 77643.4 4
: 727 Minimum Test error found - save the configuration
: 727 | 15.7043 9.43521 0.0113451 0.0011101 78162.9 0
: 728 | 15.4713 9.57154 0.0114574 0.00113507 77501.7 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.2294 9.11397 0.0113301 0.0011193 78348.5 0
: 730 | 15.0294 9.81865 0.0113598 0.00105883 77662.2 1
: 731 Minimum Test error found - save the configuration
: 731 | 14.755 8.81117 0.0111697 0.00112109 79612.7 0
: 732 | 14.6644 9.23463 0.0115381 0.00108538 76534.8 1
: 733 | 14.5833 9.2372 0.0114706 0.00116331 77615.3 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.3528 8.76952 0.0113714 0.00116385 78373.3 0
: 735 | 14.1401 8.93034 0.0114117 0.00105024 77208.9 1
: 736 | 14.1695 8.83234 0.0110218 0.00106441 80342 2
: 737 Minimum Test error found - save the configuration
: 737 | 13.8768 8.5638 0.0112324 0.00109404 78908.1 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.4752 8.17463 0.0111355 0.00112947 79951.7 0
: 739 | 13.2897 8.18224 0.0123803 0.00115938 71295.6 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.1346 7.64259 0.0115939 0.00119345 76919.5 0
: 741 | 12.8997 7.85579 0.0111202 0.00112275 80020.6 1
: 742 | 12.6942 8.21563 0.0113267 0.00113995 78533.2 2
: 743 | 12.4566 7.6636 0.0115527 0.00109452 76495.4 3
: 744 Minimum Test error found - save the configuration
: 744 | 12.4488 7.27077 0.011577 0.00110417 76388 0
: 745 | 12.2119 7.70775 0.0112176 0.001107 79125.2 1
: 746 | 12.185 7.5739 0.0110577 0.0010572 79996.4 2
: 747 | 12.3191 7.45036 0.0111983 0.00105711 78886.5 3
: 748 | 11.7393 7.51497 0.011352 0.00108458 77916.4 4
: 749 Minimum Test error found - save the configuration
: 749 | 11.7923 6.99506 0.0113018 0.00113859 78715.5 0
: 750 | 11.4273 7.17329 0.0115225 0.0011374 77033.3 1
: 751 | 11.2382 7.09879 0.011829 0.00123186 75491.7 2
: 752 | 11.2364 7.4784 0.0123089 0.00108225 71258.8 3
: 753 Minimum Test error found - save the configuration
: 753 | 11.058 6.68966 0.0123503 0.00138397 72950.5 0
: 754 Minimum Test error found - save the configuration
: 754 | 10.769 6.54079 0.0112591 0.00119163 79463.7 0
: 755 | 10.6479 6.85206 0.0111833 0.00108677 79235.4 1
: 756 Minimum Test error found - save the configuration
: 756 | 10.5678 6.53683 0.0114218 0.00118534 78152.3 0
: 757 | 10.495 6.59702 0.0116663 0.00125765 76859.3 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.3319 6.39911 0.0108424 0.00107472 81902.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.0499 6.35172 0.0110528 0.00112732 80600.6 0
: 760 Minimum Test error found - save the configuration
: 760 | 9.89187 6.29932 0.0111318 0.00108805 79651.3 0
: 761 Minimum Test error found - save the configuration
: 761 | 9.91925 6.23539 0.010834 0.00107441 81970.7 0
: 762 | 9.81555 7.02575 0.0116903 0.00105803 75242.4 1
: 763 Minimum Test error found - save the configuration
: 763 | 9.67543 6.1372 0.0109552 0.00107462 80967 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.51164 5.86833 0.0108624 0.00107195 81711.9 0
: 765 | 9.30543 5.97148 0.0108944 0.00105088 81271.8 1
: 766 | 9.47408 6.47187 0.0109344 0.00104772 80916.7 2
: 767 | 9.50307 5.88045 0.0110224 0.00103398 80093 3
: 768 | 9.16399 6.17898 0.0109928 0.00104042 80383 4
: 769 | 8.93572 6.61057 0.010831 0.00103913 81700.4 5
: 770 Minimum Test error found - save the configuration
: 770 | 8.93512 5.72581 0.0122996 0.00115348 71773.6 0
: 771 Minimum Test error found - save the configuration
: 771 | 8.7915 5.59148 0.0112936 0.00111311 78581.9 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.48787 5.24032 0.0116677 0.00118338 76304.2 0
: 773 | 8.58264 5.85993 0.0114097 0.00103533 77113.2 1
: 774 | 8.3499 5.42799 0.0114521 0.0012831 78670.8 2
: 775 | 8.18039 5.48012 0.0111877 0.00105464 78949.1 3
: 776 | 8.1006 5.31491 0.0112946 0.00108928 78390.4 4
: 777 | 7.94713 5.76115 0.01143 0.00108698 77346.6 5
: 778 Minimum Test error found - save the configuration
: 778 | 7.98789 5.08461 0.0111069 0.00110251 79965.2 0
: 779 | 7.85132 5.72017 0.0112195 0.00107385 78851.3 1
: 780 | 7.79593 5.50996 0.0115273 0.00111003 76795.3 2
: 781 Minimum Test error found - save the configuration
: 781 | 7.64607 4.95847 0.0115124 0.0011388 77118.5 0
: 782 | 7.49946 5.38389 0.0112718 0.001066 78386.9 1
: 783 | 7.39863 5.28165 0.011305 0.00112364 78575.3 2
: 784 | 7.22197 5.46365 0.0112917 0.00104403 78066.2 3
: 785 Minimum Test error found - save the configuration
: 785 | 7.15235 4.85733 0.011086 0.00113817 80419.3 0
: 786 | 7.52657 5.29315 0.0113526 0.00109773 78011.9 1
: 787 | 7.4063 5.67401 0.0115568 0.00108134 76368.6 2
: 788 Minimum Test error found - save the configuration
: 788 | 7.14457 4.67456 0.0114463 0.00108793 77231.9 0
: 789 Minimum Test error found - save the configuration
: 789 | 6.94215 4.38845 0.0110857 0.00111604 80243.7 0
: 790 | 6.82 5.36183 0.0110047 0.00104554 80327.8 1
: 791 | 6.64002 4.91458 0.010835 0.0010504 81760.8 2
: 792 | 6.49697 4.55222 0.0108728 0.00104709 81419.1 3
: 793 | 6.38536 4.55197 0.0111665 0.00105628 79127.5 4
: 794 | 6.32146 5.12235 0.010925 0.00105191 81028 5
: 795 | 6.33013 5.33737 0.0110143 0.00107042 80451.5 6
: 796 | 6.27461 4.78953 0.0111393 0.00106345 79398.1 7
: 797 | 6.27944 5.22311 0.0111097 0.00103752 79426.7 8
: 798 | 6.16799 4.54487 0.0112206 0.0011081 79109.8 9
: 799 | 6.02734 4.49977 0.0110343 0.00106173 80220.2 10
: 800 | 5.97772 4.89145 0.0110653 0.00104721 79855.5 11
: 801 | 5.88408 4.47903 0.0109723 0.00107727 80848.3 12
: 802 | 5.86866 4.48485 0.0110242 0.0010622 80305 13
: 803 | 5.80458 4.72116 0.0115964 0.00127287 77492.7 14
: 804 | 5.85708 4.95677 0.0115198 0.00105497 76446.5 15
: 805 | 5.81186 4.8734 0.0112977 0.00104284 78011.6 16
: 806 | 5.64371 5.2272 0.0113954 0.00105043 77332.4 17
: 807 Minimum Test error found - save the configuration
: 807 | 5.63614 4.33462 0.0113886 0.00111229 77848.9 0
: 808 Minimum Test error found - save the configuration
: 808 | 5.50467 3.96318 0.0111084 0.00108777 79834.9 0
: 809 | 5.35973 4.4907 0.0124375 0.00107906 70432.2 1
: 810 | 5.33286 4.55997 0.0111599 0.00105608 79177.7 2
: 811 | 5.28609 4.40837 0.0112497 0.0010409 78363.6 3
: 812 | 5.2691 4.62244 0.0111294 0.00108013 79607.6 4
: 813 | 5.2385 4.24031 0.0112238 0.00107116 78797.6 5
: 814 | 5.00703 4.51101 0.0111332 0.00104057 79265.5 6
: 815 | 4.97934 4.56658 0.0115314 0.00128013 78038.8 7
: 816 | 4.98314 4.42299 0.0110417 0.00105253 80086.5 8
: 817 | 4.85762 4.28684 0.0110039 0.00103655 80262 9
: 818 Minimum Test error found - save the configuration
: 818 | 4.70277 3.68164 0.0110366 0.00111686 80647.1 0
: 819 | 4.67656 4.28297 0.0112081 0.0010569 78808.1 1
: 820 | 4.84262 4.692 0.0110291 0.00104057 80092.2 2
: 821 | 4.76028 4.10464 0.0113982 0.00104069 77238.4 3
: 822 | 4.53791 3.73422 0.0108958 0.00104733 81231.3 4
: 823 | 4.53968 4.30787 0.0110852 0.00107856 79946.5 5
: 824 | 4.61458 3.94079 0.011228 0.0010434 78550 6
: 825 | 4.44899 4.00548 0.010898 0.00104091 81159.6 7
: 826 | 4.57049 3.82737 0.010823 0.00105063 81863.8 8
: 827 | 4.40567 3.99432 0.0109614 0.00114313 81480.6 9
: 828 | 4.25628 4.1448 0.0110671 0.00107792 80086.3 10
: 829 Minimum Test error found - save the configuration
: 829 | 4.44936 3.67823 0.0110972 0.00109684 79997.2 0
: 830 | 4.24063 4.58964 0.0111791 0.00103903 78894.9 1
: 831 | 4.15463 5.30355 0.0110778 0.00120064 80995.3 2
: 832 | 4.49101 4.9369 0.0108585 0.00103123 81406.2 3
: 833 | 4.19369 4.85574 0.0111139 0.00103558 79378.6 4
: 834 | 4.22829 4.32934 0.010997 0.00105916 80500.5 5
: 835 | 3.92506 4.0765 0.0110438 0.00103865 79958.9 6
: 836 | 3.96795 4.11601 0.0110033 0.00105169 80389.2 7
: 837 | 3.81159 4.08037 0.0108899 0.00104196 81235.5 8
: 838 | 3.82872 3.75339 0.0117619 0.00151275 78055 9
: 839 | 3.87072 4.26084 0.0108888 0.00102717 81122.4 10
: 840 | 3.84309 4.24578 0.010954 0.00111163 81281.6 11
: 841 | 3.69927 4.45894 0.0109915 0.00104927 80465 12
: 842 | 3.58646 3.95294 0.0109586 0.00105364 80767.3 13
: 843 | 3.71398 4.2079 0.0111639 0.00108345 79361.6 14
: 844 | 3.92087 4.31797 0.0110858 0.00103325 79581.8 15
: 845 | 3.69761 4.23724 0.0108019 0.00104601 82001.5 16
: 846 | 3.56683 4.22884 0.0108663 0.00103291 81355.2 17
: 847 | 3.52165 4.30005 0.0117316 0.00139404 77387.7 18
: 848 | 3.48282 4.35523 0.0114208 0.00108353 77389.5 19
: 849 | 3.25674 4.18094 0.0112972 0.00107473 78258.6 20
: 850 | 3.24383 4.19002 0.0111493 0.00104031 79137.7 21
:
: Elapsed time for training with 1000 events: 9.61 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0116 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: 0.849 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.165 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= 3.24817e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.02638e+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: 0.0387 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: 0.0387 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: 0.00148 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: 0.117 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: 0.946 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00256 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: 0.038 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00444 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: 0.00236 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000474 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: 0.101 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0138 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: 0.954 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.104 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 : -0.696 0.0825 5.51 1.67 | 3.218 3.221
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.0596 0.112 2.06 1.21 | 3.357 3.348
: 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.