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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: 0.255 sec
: Elapsed time for training with 1000 events: 0.259 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00271 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: 0.000726 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00388 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: 0.000209 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000323 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 = 31520
: --------------------------------------------------------------
: 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 | 33081 31195.1 0.0102216 0.0010215 86955.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32646.2 30693.3 0.0103998 0.00103035 85383.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31998.4 30042.7 0.0105477 0.001046 84195.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31264.4 29390.7 0.0104773 0.00104327 84799.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30521.3 28680 0.010522 0.001046 84423.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29708.9 27804.7 0.0105915 0.00105614 83897.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28975.1 27134.4 0.0103809 0.00101548 85420.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28497.9 26748.7 0.0103938 0.00100667 85223.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28137.5 26421.3 0.0101936 0.00099741 86992.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27807.3 26124.2 0.0102394 0.00100217 86606.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 27507 25836.5 0.0101983 0.000998712 86960 0
: 12 Minimum Test error found - save the configuration
: 12 | 27215.9 25561.5 0.0102608 0.00101602 86535.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26931.6 25302.4 0.0101938 0.00101079 87117.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26660.6 25049.8 0.0101939 0.000999361 87008 0
: 15 Minimum Test error found - save the configuration
: 15 | 26400.5 24798.2 0.0101405 0.000996922 87492.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 26141.9 24553.8 0.0103201 0.0010075 85905.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25888.9 24315.9 0.0104211 0.00100753 84983.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25642 24082.7 0.0102539 0.00100523 86498.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25398.3 23855.3 0.0102289 0.00100233 86706.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 25167.2 23622.2 0.0102404 0.00101819 86747.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24923.9 23406 0.0102359 0.0010085 86698.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24699.4 23184.2 0.0103049 0.00102157 86175.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24467.6 22972.3 0.0101826 0.00100545 87173.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24246 22759.8 0.0102609 0.00101159 86492.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 24025.1 22550.2 0.0102469 0.00101339 86640.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23807.3 22342.9 0.0102583 0.00105437 86919.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23592.2 22138.3 0.0102856 0.00100728 86223 0
: 28 Minimum Test error found - save the configuration
: 28 | 23380.4 21935.6 0.0104288 0.00101674 84997 0
: 29 Minimum Test error found - save the configuration
: 29 | 23168.2 21738.6 0.0102369 0.000997851 86589.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22961.9 21542.2 0.0102244 0.00100148 86740.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22757.7 21347.3 0.0104489 0.00108169 85404.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22554.3 21155.6 0.0109463 0.00106066 80925.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22352.4 20968.5 0.0101877 0.000998151 87055.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 22159.6 20776.3 0.0102505 0.00100681 86545.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21956 20597.4 0.0102104 0.00101109 86962.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21768.8 20410.4 0.010424 0.00112431 86024 0
: 37 Minimum Test error found - save the configuration
: 37 | 21576.3 20227.2 0.0103908 0.00102792 85444.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21381.5 20053.7 0.0103741 0.001021 85533.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21198.9 19874.7 0.0103598 0.00101571 85615.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 21011.8 19699.6 0.0103213 0.00101807 85991.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20827.2 19527.8 0.0103059 0.00101427 86099.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20645.4 19357.7 0.0103994 0.00102215 85312.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20467.1 19186.9 0.0104322 0.00104889 85257.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20287.5 19020 0.0105844 0.00104443 83857.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20113.5 18851.5 0.0104695 0.00103948 84835.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19937.1 18687.7 0.0103546 0.00101436 85650.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19765.6 18523.8 0.0103575 0.00101018 85585.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19593.7 18363 0.0102444 0.00100548 86589.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19423.7 18205 0.010321 0.00101331 85950.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19257.2 18047.2 0.0102258 0.00100025 86716 0
: 51 Minimum Test error found - save the configuration
: 51 | 19093.1 17888.7 0.0102513 0.00102603 86718.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18925.4 17737 0.0102748 0.00104099 86638.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18763.5 17586 0.0103023 0.00100986 86091.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18604.3 17433.9 0.0104427 0.00103106 85001.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18443.6 17285.5 0.0104564 0.00108464 85362.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18286.4 17137.8 0.0103845 0.00107182 85904.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18131.5 16989.9 0.0103248 0.00101106 85895 0
: 58 Minimum Test error found - save the configuration
: 58 | 17975.4 16845.6 0.0102049 0.00100222 86931.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17824 16700.5 0.0102288 0.00103658 87029.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17669.8 16560.1 0.0102153 0.00100397 86849.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17521.7 16415.4 0.010232 0.00102518 86891.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 17365.2 16261.8 0.0103748 0.00102505 85563.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17214.1 16127.5 0.0104153 0.00102892 85230.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 17062.6 15982.2 0.0105458 0.00102791 84052 0
: 65 Minimum Test error found - save the configuration
: 65 | 16903 15830.4 0.0103683 0.0010444 85801.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16761.3 15694.5 0.0104774 0.00103983 84767.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16610.3 15553.5 0.0106858 0.00105081 83030.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16462.8 15391 0.0104504 0.00103805 84994.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16316.9 15264.4 0.010424 0.00103683 85222.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16163.9 15105.6 0.0104406 0.00107291 85399.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 16011.9 14972.2 0.0104901 0.00103959 84651.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15869.8 14831.5 0.0105098 0.00104521 84525.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15728.8 14695.4 0.0107685 0.00110373 82775.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15583.2 14565 0.010727 0.00104179 82600.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15444.3 14425.3 0.0106511 0.0010484 83310 0
: 76 Minimum Test error found - save the configuration
: 76 | 15303.3 14294 0.011016 0.00110512 80719.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 15166.6 14161 0.0106265 0.0010469 83510.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 15026.4 14033.8 0.0104508 0.00104719 85073.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14891.5 13904.5 0.0109953 0.00105675 80494.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14755 13778.5 0.0105845 0.00108561 84220.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14622.8 13651.4 0.01058 0.00103989 83856.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14491.5 13524.9 0.0105767 0.00104558 83935.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14358.5 13402.2 0.0113097 0.00109232 78297.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14229.5 13278.8 0.0105621 0.00105023 84105.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 14101.1 13157.3 0.0105567 0.00107979 84415.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13972.7 13039 0.0104301 0.00104392 85231.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13848.9 12917.8 0.0105128 0.00104145 84464.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13722.1 12800.6 0.010645 0.00109343 83756.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13597.8 12686 0.0106932 0.00104232 82893.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13475.5 12572.1 0.0107024 0.00104361 82826 0
: 91 Minimum Test error found - save the configuration
: 91 | 13356.6 12455 0.0105034 0.00104616 84591 0
: 92 Minimum Test error found - save the configuration
: 92 | 13235.1 12341.4 0.0105243 0.00104234 84370.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 13113.7 12231.3 0.0105942 0.0010561 83874 0
: 94 Minimum Test error found - save the configuration
: 94 | 12996.9 12120.9 0.0106138 0.00110254 84110.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12881 12009 0.0106186 0.00105023 83609.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12763.1 11901.4 0.010539 0.00104547 84267.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12649.3 11792.5 0.0105168 0.00104075 84423.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12535.4 11684.6 0.0104815 0.00104005 84732.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12421.3 11579.4 0.0105138 0.00105258 84555.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12310.2 11473.6 0.010542 0.00104966 84278.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12198.1 11370.2 0.0104871 0.00104247 84703.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12088.8 11266.6 0.0104767 0.00104256 84798.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11979 11165 0.0106385 0.00107469 83648.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11871.9 11062.8 0.0105707 0.0010852 84339.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11764.3 10962 0.0106155 0.00106948 83805 0
: 106 Minimum Test error found - save the configuration
: 106 | 11658.4 10861.5 0.010501 0.00104399 84593.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11552.8 10762.9 0.0105682 0.00104979 84047.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11448.6 10664.3 0.0104976 0.00104449 84628.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11344.4 10568.1 0.0107147 0.00106881 82937.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11241.7 10472.9 0.0106266 0.001062 83642 0
: 111 Minimum Test error found - save the configuration
: 111 | 11141.6 10376.5 0.0108044 0.00107626 82235.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 11039.9 10282.2 0.0107481 0.00106661 82631.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10939.3 10190.1 0.0107314 0.00106033 82721 0
: 114 Minimum Test error found - save the configuration
: 114 | 10842.3 10096.1 0.0107886 0.00115715 83061.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10743.8 10003 0.010808 0.00107002 82152.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10645.6 9912.51 0.0107195 0.00106138 82832.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10549.6 9822.75 0.0105281 0.0010452 84362.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10453.9 9733.53 0.0105758 0.00105474 84024.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10358.5 9646.25 0.0106467 0.00107267 83559.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10266.1 9557.27 0.0106615 0.00108891 83572.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10172.6 9469.97 0.0106567 0.00108452 83575.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 10080.4 9383.64 0.0106716 0.00111111 83677.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9988.97 9298.16 0.0107909 0.00106642 82266.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9898.72 9212.53 0.0106842 0.00105425 83074.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9807.52 9129.77 0.0105405 0.00104793 84276.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9719.16 9046.81 0.0105666 0.0010519 84080.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9630.98 8964.26 0.0105342 0.00104776 84331.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9544.17 8881.78 0.0105918 0.0010509 83849.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9457.79 8799.1 0.0105486 0.00104749 84200.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9371.17 8718.97 0.0105962 0.00105979 83889.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9285.51 8639.68 0.01059 0.00105192 83874.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9201.51 8560.78 0.0107373 0.0010698 82751.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9117.26 8483.49 0.0106646 0.00106076 83300.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 9034.91 8405.71 0.0106088 0.00105462 83733.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8953.82 8327.58 0.0105666 0.00105233 84083.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8870.31 8252.73 0.0106228 0.00105614 83623.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8790.98 8176.37 0.0105584 0.00104919 84128.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8711.47 8100.15 0.0105352 0.00104614 84307.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8630.54 8026.72 0.0106123 0.00107759 83904.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8552.53 7953.38 0.0105572 0.0010672 84299.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8474.49 7880.59 0.0106627 0.00111677 83805.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8397.89 7807.73 0.0106196 0.00105345 83628.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8320.96 7735.95 0.0106127 0.00106393 83780 0
: 144 Minimum Test error found - save the configuration
: 144 | 8244.72 7665.16 0.0106661 0.00106482 83322.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8169.44 7595.55 0.0106831 0.00105701 83107.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8095.12 7525.86 0.0106288 0.00106003 83605.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 8022 7456.1 0.0107479 0.00106045 82580.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7947.88 7387.65 0.0106618 0.00106702 83378.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7875.64 7319.32 0.0107689 0.00109588 82704 0
: 150 Minimum Test error found - save the configuration
: 150 | 7803.3 7252.44 0.0108293 0.00106515 81932.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7731.63 7186.58 0.0107088 0.0010563 82880.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7662.03 7119.45 0.0106396 0.00105308 83450.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7591.9 7052.78 0.0111116 0.00143376 82663.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7521.26 6990.03 0.0106506 0.00105767 83395.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7452.92 6925.57 0.010604 0.00107039 83913.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7384.97 6861.17 0.0108008 0.00105287 82068.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7317.56 6798.51 0.0105614 0.00107121 84297.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7251.25 6734.44 0.0106415 0.00106395 83528.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7182.83 6673.49 0.0109013 0.00111665 81760.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7119.23 6611.7 0.0110517 0.00108634 80277.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7052.41 6550.31 0.0108196 0.00107039 82058.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 6988.23 6490.54 0.010749 0.00107088 82660.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6923.9 6431.12 0.0107918 0.00107366 82320.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6861.63 6370.69 0.0109065 0.00127784 83085.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6797.16 6312.8 0.0105737 0.00106284 84114.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6735.8 6253.73 0.0105213 0.00104598 84429.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6674.27 6195.93 0.0105384 0.00104896 84304.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6611.73 6139.76 0.0107929 0.00107466 82319.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6551.27 6082.27 0.0106034 0.00105456 83779.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6490.5 6027.72 0.0106135 0.0010558 83702.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6431.92 5971.83 0.0106108 0.00105776 83743 0
: 172 Minimum Test error found - save the configuration
: 172 | 6372.55 5915.23 0.0105331 0.00104946 84355.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6313.86 5861.19 0.0106534 0.00107514 83522.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6256.2 5805.84 0.0107548 0.00107941 82684.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6198.07 5752.87 0.0105478 0.00104942 84225 0
: 176 Minimum Test error found - save the configuration
: 176 | 6142.4 5698.65 0.0106126 0.00105367 83691 0
: 177 Minimum Test error found - save the configuration
: 177 | 6083.88 5644.67 0.0105474 0.00104908 84225.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 6028.5 5593.78 0.0107014 0.00105937 82970.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5972.5 5541.79 0.0105313 0.00104902 84368.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5918.84 5490.76 0.0106188 0.00105813 83676.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 5863.21 5438.66 0.0106377 0.00105811 83510.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5810.04 5388.19 0.0105573 0.00105073 84152.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5755.21 5338.23 0.0105868 0.00105436 83923.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5702.16 5289.51 0.0106562 0.00106126 83377.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5650.45 5238.91 0.0107684 0.00109019 82660.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5597.78 5191.09 0.0106701 0.00106469 83286.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5546.78 5143.26 0.0107342 0.00108015 82866.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5494.92 5094.84 0.0107877 0.0010823 82428.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5444.72 5046.21 0.0112157 0.00108299 78952.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5393.92 4999.81 0.0106494 0.00106185 83442 0
: 191 Minimum Test error found - save the configuration
: 191 | 5343.54 4954.87 0.0106533 0.00106728 83454.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5297.38 4905.17 0.0106514 0.00105886 83398.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5245.14 4862.5 0.0107168 0.00107587 82979.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5197.82 4815.33 0.0106091 0.00106091 83785.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5149.81 4770.22 0.0105753 0.00105308 84014.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5102.09 4726.87 0.0106107 0.00106959 83847.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 5054.94 4682.85 0.010629 0.00105739 83580.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 5008.4 4637.51 0.0106311 0.00105981 83583 0
: 199 Minimum Test error found - save the configuration
: 199 | 4962.91 4595.29 0.0105952 0.00105554 83860.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 4916.51 4553.21 0.0105595 0.00104931 84120.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4871.29 4509.46 0.0105542 0.00104701 84146.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4825.67 4467.85 0.0105645 0.00104933 84076.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4782.23 4425.63 0.0105599 0.00105106 84132.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4737.91 4384.91 0.0105711 0.00105353 84055.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4694.11 4344.27 0.0105645 0.00105103 84091.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4650.31 4303.62 0.0106532 0.00105798 83374.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4608.42 4263.6 0.010844 0.00106898 81841.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4566.13 4221.61 0.0106812 0.00106466 83190.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4523.47 4182.22 0.0106007 0.00106926 83932.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4481.64 4144.53 0.0105835 0.00105172 83929.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4440.44 4106.52 0.0106068 0.00106297 83823.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4399.95 4069.14 0.0105825 0.00105559 83972.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4359.17 4029.83 0.0106116 0.00107614 83897.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4319.23 3993.66 0.0106086 0.00105817 83765.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4280.06 3954.32 0.0105809 0.00105184 83953.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4240.92 3918.78 0.0105405 0.00104847 84281.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4200.62 3882.36 0.0105511 0.00105489 84244.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4163.2 3846.33 0.0105729 0.00105584 84059.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4124.89 3810.76 0.0105548 0.00104941 84162.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4087.57 3773.34 0.0105439 0.00105367 84297.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4049.49 3737.08 0.0106303 0.00105823 83576.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 4011.55 3703.78 0.0105926 0.00105147 83847.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3976.07 3668.47 0.0105986 0.00105383 83815.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3938.98 3634.5 0.010598 0.00104912 83779.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3903.63 3599.64 0.0105565 0.00104917 84145.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3867.28 3566.99 0.010657 0.00106012 83360.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3832.46 3533.14 0.0105763 0.00105122 83989.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3797.42 3500.55 0.010603 0.00105995 83830.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3762.46 3467.53 0.0105873 0.00106102 83978.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3728.76 3434.74 0.0105591 0.00105026 84132.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3694.42 3402.19 0.0105457 0.00104926 84242.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3660.27 3371.53 0.0105522 0.00105002 84191.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3627.64 3339.5 0.0105488 0.00104887 84211.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3594.14 3308.42 0.0105686 0.00105105 84055.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3561.16 3278.36 0.0105525 0.00105174 84203.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3529.34 3247.07 0.010863 0.00112711 82170.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3497.06 3217.29 0.0107814 0.00107134 82388.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3465.76 3187.15 0.0107139 0.00109403 83161.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3433.29 3157.04 0.0106959 0.00105549 82984.2 0
: 240 Minimum Test error found - save the configuration
: 240 | 3402.5 3127.66 0.0105589 0.00105035 84134.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3371.49 3098.69 0.0105621 0.00105104 84112.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3341.13 3070.04 0.0105612 0.00104935 84106 0
: 243 Minimum Test error found - save the configuration
: 243 | 3310.95 3041.01 0.0105464 0.00104952 84238.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3280.95 3011.95 0.0105589 0.00105078 84138.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3251.34 2983.22 0.010609 0.0010547 83732.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3219.98 2957.4 0.0105719 0.00105065 84022.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3191.96 2929.45 0.0105878 0.00104666 83847.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3163.2 2901.78 0.0107122 0.00106716 82944.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3133.65 2875.58 0.010584 0.00105234 83931.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3105.48 2848.66 0.010579 0.0010513 83966.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3077.68 2822.18 0.0105777 0.00105376 83998.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3050.06 2795 0.0106017 0.00105305 83781.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3021.94 2768.92 0.0105698 0.00105558 84085.1 0
: 254 Minimum Test error found - save the configuration
: 254 | 2994.35 2743.36 0.0106524 0.00107641 83542.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2966.83 2718.53 0.0107341 0.00110475 83079.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2940.06 2693.58 0.0107898 0.00106388 82254.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2913.8 2668.03 0.0107918 0.00107086 82296.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2887.09 2643.36 0.0109581 0.00109288 81093.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2861.16 2618.92 0.010696 0.00106881 83098.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2835.44 2594.19 0.0106762 0.00106609 83245.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2809.22 2570.39 0.0106517 0.00106004 83405.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2784.04 2546.46 0.0106941 0.0010616 83052.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2758.55 2523.01 0.0111179 0.0012048 80701.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2733.87 2499.63 0.0118685 0.00119645 74962.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2708.94 2476.5 0.0118173 0.00121122 75428.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2684.43 2454.35 0.0119504 0.00119571 74386 0
: 267 Minimum Test error found - save the configuration
: 267 | 2660.34 2431.39 0.0118119 0.00120564 75427.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2636.08 2408.52 0.0118186 0.00120875 75401.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 2611.65 2387.12 0.0119039 0.00119976 74737.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2588.65 2364.9 0.011866 0.00117676 74841.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2565.32 2342.4 0.0118782 0.00122986 75129 0
: 272 Minimum Test error found - save the configuration
: 272 | 2542.12 2320.57 0.0119259 0.00119047 74519.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2518.64 2299.08 0.011817 0.00118993 75279.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2495.66 2278.06 0.0118289 0.00121498 75372.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2473.06 2257.04 0.0119374 0.00122707 74694.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2450.3 2236.86 0.0118402 0.0012441 75499.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2428.81 2215.67 0.011939 0.00120622 74537.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2405.74 2196.49 0.0117056 0.00119972 76148.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2384.52 2175.59 0.0117878 0.00121145 75640.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2362.88 2155.23 0.0118998 0.00122897 74971.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2340.79 2135.71 0.0119195 0.0011988 74622.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2320.43 2116.54 0.0117967 0.00118889 75415.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2298.5 2097.19 0.0108403 0.00120635 83040.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2277.88 2078.01 0.0113306 0.00106376 77921.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2256.91 2058.01 0.0116946 0.00120375 76257.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2236.21 2039.06 0.0118682 0.0011751 74814.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2215.29 2021.12 0.0118604 0.00116339 74787 0
: 288 Minimum Test error found - save the configuration
: 288 | 2195.11 2002.78 0.0118565 0.00118772 74985.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2175.51 1983.67 0.0117568 0.00118562 75677.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2154.63 1965.88 0.0116194 0.00122737 76982.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2135.05 1947.8 0.0116687 0.00121366 76518.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2115.5 1929.9 0.0118387 0.00118959 75123.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2096.13 1911.86 0.011671 0.00119551 76368.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2076.38 1894.5 0.0117558 0.00118528 75681.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2057.68 1877.11 0.0117784 0.00117636 75457 0
: 296 Minimum Test error found - save the configuration
: 296 | 2038.28 1859.67 0.0117435 0.00120524 75914 0
: 297 Minimum Test error found - save the configuration
: 297 | 2019.42 1842.89 0.0117926 0.00117828 75369.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2000.84 1826.23 0.012193 0.00123038 72975.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1982.5 1808.95 0.0120766 0.001248 73878.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1963.62 1792.48 0.011929 0.00119527 74531.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1945.35 1776.65 0.0109997 0.00106125 80495.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1927.33 1760.15 0.0109096 0.00110487 81593.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1909.58 1744.47 0.011011 0.00110621 80769.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1891.68 1728.26 0.0110076 0.00108474 80621.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1873.94 1712.3 0.0109931 0.00110027 80866.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1856.17 1696.66 0.010977 0.0011034 81024.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1839.21 1680.83 0.0110247 0.00111232 80707.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1821.82 1665.32 0.0110011 0.0010837 80666.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1804.68 1650.1 0.0110219 0.0011087 80700.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1787.73 1634.81 0.0112274 0.0010695 78756.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1770.77 1620.41 0.010655 0.00106313 83403.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1754.28 1605.28 0.0108445 0.00118532 82823.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1737.3 1591.11 0.0111191 0.00110448 79883.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1721.43 1576.39 0.0110924 0.00109449 80016.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1705.13 1561.54 0.0109424 0.00109847 81268.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1688.96 1546.99 0.0109879 0.00109246 80845.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1672.66 1533.04 0.0109415 0.00109586 81254.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1656.92 1518.92 0.0109658 0.00109708 81064.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1640.64 1505.54 0.0109798 0.00110491 81014 0
: 320 Minimum Test error found - save the configuration
: 320 | 1625.55 1491.81 0.0109857 0.00111494 81047.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1610.07 1477.91 0.0110292 0.0010986 80559.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1594.35 1464.73 0.0108159 0.00106805 82069.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1579.76 1450.9 0.0106576 0.0010709 83448.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1564.39 1437.51 0.0107031 0.00106365 82992.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1549.12 1424.89 0.010689 0.00106444 83120.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1534.88 1411.32 0.0106682 0.00106423 83299 0
: 327 Minimum Test error found - save the configuration
: 327 | 1520.11 1397.97 0.0106748 0.00106354 83235.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1505.05 1385.26 0.0106764 0.00106065 83197.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1490.88 1372.41 0.0106836 0.0010541 83078.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1476.68 1359.63 0.0107091 0.00106929 82988.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1462.62 1346.94 0.0107038 0.0010655 83002.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1448.18 1334.66 0.0106659 0.00106135 83294.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1434.1 1322.66 0.0106632 0.00106823 83376.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1421 1309.98 0.0106793 0.00106472 83206.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1406.99 1297.82 0.0106781 0.00107341 83293 0
: 336 Minimum Test error found - save the configuration
: 336 | 1393.46 1285.59 0.0106742 0.00107539 83343.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1379.7 1274.21 0.0106834 0.00106742 83194.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1366.83 1262.29 0.0106534 0.00106173 83405.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1353.79 1250.28 0.0106663 0.00107394 83399.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1340.18 1238.75 0.0106669 0.00106489 83315.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1327.79 1226.82 0.0106895 0.0010812 83261 0
: 342 Minimum Test error found - save the configuration
: 342 | 1314.79 1215.36 0.0106784 0.0010622 83192.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1301.66 1204.41 0.0107657 0.00115082 83204.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1289.33 1193.18 0.0106955 0.0010622 83045 0
: 345 Minimum Test error found - save the configuration
: 345 | 1277.27 1181.66 0.0106765 0.00106285 83214.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1264.3 1171.06 0.010662 0.00106444 83354.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1252.58 1159.82 0.0106902 0.00107032 83161 0
: 348 Minimum Test error found - save the configuration
: 348 | 1239.94 1149.45 0.0106945 0.00106035 83038.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1228.34 1138.52 0.0106815 0.00107273 83257.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1216.54 1127.98 0.0106702 0.00106306 83271 0
: 351 Minimum Test error found - save the configuration
: 351 | 1204.57 1117.19 0.0106959 0.00108385 83228.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1193.1 1106.89 0.0107127 0.00107387 82997.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1181.62 1096.15 0.0106624 0.00105785 83294 0
: 354 Minimum Test error found - save the configuration
: 354 | 1169.86 1085.84 0.0106716 0.0010651 83277.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1158.53 1075.81 0.0106688 0.00106459 83296.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1147.82 1064.99 0.0107239 0.0010674 82845.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1135.82 1056.13 0.0106695 0.00106463 83291.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1125.17 1045.61 0.0106962 0.00106218 83038.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1114.79 1035.52 0.0106654 0.00106531 83332.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1103.3 1025.4 0.0106787 0.0010642 83207.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1092.72 1016.92 0.010692 0.00106225 83076.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1081.75 1006.55 0.0106888 0.00107324 83198.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1071.17 996.994 0.010746 0.00106961 82675.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1061.19 987.127 0.0106878 0.00106651 83148.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1050.2 978.089 0.0106831 0.00107041 83223.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1040.31 968.948 0.0106671 0.00106664 83329.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1030.2 959.222 0.010697 0.00107075 83106.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1020.05 949.672 0.0106928 0.00106656 83106.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1009.61 941.078 0.0106659 0.00106193 83298.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1000.01 932.529 0.0106933 0.00106419 83081.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 990.638 922.758 0.0106925 0.00107541 83185.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 980.329 913.996 0.0106774 0.00105879 83171.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 970.805 904.997 0.0106859 0.0010647 83149.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 961.426 896.29 0.0106964 0.00106331 83047.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 951.865 887.496 0.0108682 0.00108613 81782.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 942.533 879.044 0.0108511 0.00106492 81747.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 933.124 870.788 0.0106716 0.00106687 83292.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 923.944 862.25 0.0107275 0.00106586 82802.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 914.785 853.878 0.010691 0.00106551 83112.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 905.899 846.142 0.0106715 0.00106502 83277.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 897.34 837.032 0.0106802 0.00106949 83240.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 888.172 828.755 0.0108172 0.00108137 82170.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 879.215 820.801 0.010759 0.00107536 82613.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 870.513 812.697 0.0108636 0.00106027 81604.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 861.46 805.597 0.0106112 0.00105506 83716.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 853.667 798.219 0.0105791 0.00105453 83993.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 844.894 790.078 0.0105598 0.00104879 84113.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 836.878 781.818 0.0105823 0.00105541 83973.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 828.244 774.018 0.0105594 0.00104756 84105.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 820.005 765.947 0.0109276 0.00106371 81103.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 811.639 758.696 0.0106175 0.00105052 83620.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 803.57 751.078 0.0106464 0.00105723 83427.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 795.485 743.534 0.0105578 0.00104775 84121.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 787.421 736.115 0.0106141 0.00105486 83688.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 779.577 729.54 0.010558 0.00104779 84120.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 771.847 721.924 0.0106346 0.00106166 83569.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 764.241 714.436 0.0105845 0.00104691 83878.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 756.26 707.051 0.0105896 0.00104952 83857.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 748.839 700.012 0.0105745 0.00104889 83984.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 741.412 692.813 0.010556 0.00104844 84143.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 733.78 685.567 0.0105583 0.00104845 84123 0
: 402 Minimum Test error found - save the configuration
: 402 | 726.641 678.972 0.0106769 0.00105435 83138.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 719.032 672.037 0.0105875 0.00104804 83862.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 711.528 665.52 0.0106416 0.00105973 83491.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 704.604 658.988 0.0105661 0.0010569 84129.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 697.658 652.421 0.0105582 0.00105409 84174.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 690.697 645.105 0.0106694 0.00106261 83274.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 683.402 638.818 0.0106109 0.001061 83770.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 676.47 631.887 0.0105925 0.0010569 83895.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 669.418 625.558 0.0106019 0.00105515 83798.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 662.83 619.108 0.010607 0.0010594 83790.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 655.866 612.875 0.0105689 0.00105249 84065.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 649.462 606.645 0.0105618 0.00104773 84086.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 642.668 599.928 0.0105667 0.00105031 84065.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 636.043 594.029 0.0105986 0.00105892 83860.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 629.521 588.118 0.0105558 0.00104907 84151 0
: 417 Minimum Test error found - save the configuration
: 417 | 623.238 582.825 0.0105776 0.00105085 83974 0
: 418 Minimum Test error found - save the configuration
: 418 | 616.983 575.936 0.0105752 0.00105564 84037.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 610.499 569.925 0.0105891 0.0010546 83906.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 604.491 563.794 0.0105674 0.00105163 84071 0
: 421 Minimum Test error found - save the configuration
: 421 | 598.184 558.354 0.0106404 0.00106793 83572.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 592.012 552.166 0.0107586 0.00106419 82521.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 585.842 546.429 0.0106094 0.00105267 83710.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 579.758 540.838 0.0106058 0.00105125 83730.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 573.761 535.596 0.0105788 0.00104998 83956.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 567.756 529.69 0.0105746 0.00105483 84035.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 561.997 523.831 0.0106073 0.00105217 83724.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 556.252 518.04 0.0105726 0.00105203 84029 0
: 429 Minimum Test error found - save the configuration
: 429 | 550.402 512.856 0.010589 0.00105557 83915.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 544.568 507.198 0.0106031 0.00105684 83802.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 538.974 502.176 0.0106247 0.00105383 83587 0
: 432 Minimum Test error found - save the configuration
: 432 | 533.287 496.558 0.0106851 0.001073 83228.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 527.832 491.2 0.0106099 0.00105726 83746.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 522.382 485.749 0.0105728 0.00105401 84044.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 516.958 480.735 0.0106627 0.00105549 83270.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 511.7 475.751 0.0105948 0.0010518 83830.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 506.548 471.635 0.0105771 0.00105167 83985.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 501.405 465.423 0.0105907 0.00105117 83861.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 495.834 460.374 0.0105677 0.0010499 84053.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 490.501 455.648 0.0106341 0.00104821 83456.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 485.808 450.392 0.0106944 0.00105675 83008.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 480.47 446.12 0.010678 0.00106366 83208.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 475.445 441.127 0.0105843 0.0010525 83929.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 470.35 436.232 0.0105969 0.00105372 83829.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 465.584 431.279 0.0106193 0.00105602 83653.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 460.718 426.585 0.0106036 0.00105338 83767.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.751 422.655 0.0105792 0.0010554 83999.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 450.968 418.215 0.0105699 0.00105097 84042.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 446.273 413.142 0.0106059 0.00105355 83749.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 441.952 408.517 0.010611 0.00105405 83709 0
: 451 Minimum Test error found - save the configuration
: 451 | 437.083 404.421 0.0106933 0.00106367 83076.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 432.355 399.689 0.0105859 0.00105904 83973 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.865 395.383 0.0105709 0.00105227 84045.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 423.531 390.963 0.0106719 0.00106586 83281 0
: 455 Minimum Test error found - save the configuration
: 455 | 419.097 386.807 0.0105708 0.00104924 84019.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 414.607 382.491 0.0105775 0.00104881 83957 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.323 378.424 0.0105721 0.00105152 84028.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.802 374.574 0.0105755 0.00104944 83980 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.517 370.156 0.010577 0.001055 84016.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.437 365.339 0.0105809 0.00104853 83924.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 393.014 361.818 0.0107266 0.00105619 82726.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 389.105 357.752 0.0105897 0.00105355 83891.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 384.737 354.208 0.0105837 0.00104943 83908.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 380.731 350.233 0.0105921 0.0010498 83837.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.728 346.159 0.0105706 0.00104907 84019.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.742 342.663 0.0105821 0.00104985 83926 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.956 338.769 0.0105945 0.00105679 83877.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.21 335.078 0.0106114 0.00108827 84006.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.989 331.348 0.0105824 0.00105862 84000.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.214 326.86 0.010581 0.00105195 83954.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.167 323.268 0.0106154 0.00105322 83663 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.564 320.071 0.010586 0.00104955 83888.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.872 316.521 0.0106066 0.00105208 83729.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.901 312.673 0.0106623 0.00106002 83313.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.439 308.956 0.0105884 0.00106005 83959.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.682 306.422 0.01058 0.00105065 83951.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.44 302.632 0.0106609 0.00105999 83325.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.026 299.62 0.0106175 0.00105616 83670.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.433 296.269 0.0106346 0.00105322 83495.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.887 292.077 0.0107054 0.00105455 82894.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.311 288.768 0.0105761 0.00105176 83995 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.815 286.48 0.0105884 0.00104881 83861.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.426 282.621 0.0105886 0.00105575 83920 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.927 279.887 0.0106236 0.00111462 84131.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.74 276.194 0.01059 0.0010488 83846.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.428 273.426 0.0105699 0.00104981 84032.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.188 270.546 0.0105965 0.00104892 83790.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.071 267.916 0.0105747 0.0010556 84041.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.122 263.981 0.0105759 0.00104777 83961.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.281 261.139 0.010571 0.00104908 84016.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.888 258.171 0.0105739 0.00105203 84017.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.472 254.447 0.0105774 0.00105536 84016 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.243 252.818 0.0105711 0.00105177 84039.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.312 249.213 0.0106172 0.00108604 83935.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.364 245.987 0.0105863 0.00106991 84065.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.409 243.674 0.0105907 0.00105246 83873.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.206 240.686 0.0106105 0.00105763 83744.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.733 237.612 0.0105704 0.00105119 84040.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.591 235.766 0.0105798 0.00105086 83954.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.699 233.033 0.010708 0.00105574 82882.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.809 230.071 0.0105996 0.00105074 83779.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.182 227.8 0.010589 0.00105117 83876.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.578 224.717 0.0105786 0.00105276 83981.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.49 222.076 0.0105691 0.00104936 84035.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.99 220.598 0.010606 0.00105378 83750.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.489 217.21 0.0105986 0.00105244 83803.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.789 214.671 0.010574 0.00104893 83988.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.804 212.432 0.0105561 0.00104868 84144.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.384 210.088 0.0105867 0.00105009 83887.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.799 207.694 0.0105873 0.00105761 83948.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.429 205.037 0.0106259 0.001051 83551.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.658 202.986 0.0105866 0.00105597 83940.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.263 200.333 0.0105875 0.00106011 83968.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.709 198.024 0.0105997 0.00105756 83839 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.435 196.087 0.0105704 0.00105191 84047.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.945 193.651 0.0105811 0.00104911 83928.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.418 191.65 0.0105852 0.00105875 83976.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.199 188.886 0.0105719 0.00104915 84009.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.918 186.645 0.010579 0.00104859 83941.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.386 184.462 0.0106961 0.00105606 82986.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.218 183.022 0.0105923 0.0010498 83835.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.14 180.671 0.0105842 0.00104985 83907.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.946 178.676 0.0105655 0.00104894 84063.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.515 176.296 0.0105819 0.00104811 83911.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.592 173.778 0.0106255 0.00105047 83550.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.257 171.969 0.0105629 0.00104778 84076.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.013 170.269 0.0105586 0.00104834 84120 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.768 168.228 0.0105764 0.00106731 84130.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.656 166.856 0.010613 0.00104935 83649.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.797 163.852 0.0105955 0.00106277 83921.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.584 161.866 0.0105931 0.00105671 83889.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.506 159.532 0.0105713 0.00105152 84035.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.518 158.516 0.0105845 0.00104937 83900.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.703 157.712 0.0105949 0.00104677 83785.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.544 154.21 0.0105795 0.00104796 83932.3 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.737 152.558 0.010603 0.00105062 83748.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.399 151.282 0.0105862 0.00105245 83912.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.527 149.189 0.0105812 0.00105175 83950 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.717 147.743 0.0106737 0.0010552 83173.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.749 146.103 0.0105846 0.00105038 83908.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.992 143.799 0.0106081 0.00105028 83701 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.869 141.78 0.0105912 0.00105397 83881.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.964 140.635 0.0105885 0.0010515 83884 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.099 138.215 0.0105651 0.00104877 84065.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.681 137.749 0.0105752 0.00104837 83973.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.775 134.846 0.010582 0.00105036 83931.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.87 133.554 0.0105644 0.00104812 84066.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.25 132.125 0.0105723 0.00104961 84010.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.455 130.186 0.0105897 0.0010516 83874.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.75 129.317 0.0105969 0.00105357 83828.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.204 127.066 0.0105708 0.00104822 84010.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.135 125.604 0.0105748 0.00104929 83985.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.675 123.776 0.0105725 0.00104973 84009.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.822 122.461 0.0105699 0.00106202 84140.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.493 121.825 0.0105593 0.00104766 84107.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.789 119.633 0.010574 0.00105046 84002.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.166 118.728 0.0105877 0.00105045 83881.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.554 116.734 0.0105866 0.00105056 83892.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.042 115.08 0.0107008 0.00105301 82920.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.502 114.002 0.0105797 0.00104817 83932.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.867 112.807 0.0105962 0.00105084 83810.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.534 111.025 0.0105604 0.00105251 84140.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.035 110.465 0.0105792 0.00104875 83941.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.786 107.861 0.0105653 0.0010504 84079.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.042 106.626 0.0105884 0.00104667 83842.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.489 106.401 0.0105672 0.00104822 84042.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.892 104.204 0.0105605 0.0010532 84146.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.422 102.832 0.0105806 0.00105008 83940.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.346 102.179 0.0105819 0.00104832 83913.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.881 101.396 0.0105992 0.00105583 83827.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.805 99.257 0.0106036 0.00106191 83842.9 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.008 97.8693 0.0105889 0.00105814 83938.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.51 97.2399 0.0106094 0.00105342 83717.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.408 96.1134 0.0106293 0.00106451 83639.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.107 94.2027 0.0105782 0.00105124 83972.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.996 92.8006 0.0105919 0.00105068 83847.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.531 92.0461 0.0106849 0.00105275 83055.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.146 90.9606 0.0106905 0.00115556 83902 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.97 89.5721 0.0106147 0.00105145 83653.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.713 88.2962 0.0105817 0.00105752 83997 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.504 87.4354 0.0105954 0.00105098 83818.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.172 86.3817 0.0105663 0.00104729 84042.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.1836 85.8743 0.0106157 0.00105232 83652.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.1611 84.4075 0.010592 0.00104815 83823.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.8107 83.0449 0.0105643 0.00105433 84122.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.7044 82.2886 0.0105831 0.00104926 83911.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.6535 81.5224 0.010559 0.00104664 84100.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.6332 80.6113 0.0106049 0.00105291 83752.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.8271 79.1359 0.0105891 0.00105126 83876.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.1887 78.1823 0.0105564 0.00104783 84134.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.1733 76.9374 0.0105714 0.00104868 84009.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.0714 75.8304 0.0105786 0.00105156 83971.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.9577 74.9645 0.0105813 0.00104896 83925 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.0674 73.8046 0.0105813 0.00106118 84032.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.9288 73.0981 0.010592 0.00105082 83846.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.0291 72.1472 0.0105667 0.00105208 84081.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.0935 71.7526 0.0105826 0.00105639 83978.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.9742 70.6348 0.0106685 0.00105307 83199.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.9571 70.3938 0.0105907 0.00106586 83991.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.1101 68.6687 0.0106166 0.00105266 83647.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.0506 68.1539 0.0106068 0.00104883 83699.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.4125 67.4486 0.010578 0.00104916 83955.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.3027 66.407 0.0105884 0.00104862 83859.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.3511 65.5434 0.0106126 0.0010573 83723.1 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.2988 63.9653 0.0105992 0.00104907 83768.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.5063 63.6437 0.0105713 0.00106023 84112.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.6124 62.5008 0.0105693 0.00105481 84082.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.868 62.4782 0.0105756 0.00105783 84053.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.0621 61.7071 0.0105797 0.00105023 83950.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.9188 60.8468 0.0105852 0.00104905 83890.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.305 59.877 0.0105684 0.00104715 84022.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.5335 58.8668 0.0105651 0.00105329 84106.4 0
: 613 | 69.5338 58.9498 0.0105621 0.00101701 83813 1
: 614 Minimum Test error found - save the configuration
: 614 | 68.7706 57.5904 0.0105982 0.00105533 83832.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.9684 56.557 0.0106082 0.00106066 83791.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.16 56.1476 0.0105831 0.00105173 83933.6 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.5081 55.4367 0.0105611 0.00105104 84121.8 0
: 618 | 65.8311 55.7034 0.0107017 0.00101844 82616.6 1
: 619 Minimum Test error found - save the configuration
: 619 | 65.121 53.9648 0.0105942 0.00105902 83899.8 0
: 620 | 64.0541 54.0179 0.0105566 0.00101632 83855.4 1
: 621 Minimum Test error found - save the configuration
: 621 | 63.3798 52.6152 0.0105845 0.0010501 83906.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.5214 51.8613 0.0105644 0.00105406 84118.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.8894 51.4319 0.0105767 0.00104843 83961 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.0021 50.4716 0.01056 0.0010496 84118.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.1198 50.2569 0.0105587 0.00104818 84117.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.6464 49.759 0.010563 0.00104756 84073.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.8694 49.3264 0.0105728 0.00104682 83981.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.1805 47.8878 0.0105755 0.00104662 83955.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.4529 47.4408 0.0105849 0.00104493 83857.3 0
: 630 | 56.7991 47.4807 0.010526 0.00101663 84128 1
: 631 Minimum Test error found - save the configuration
: 631 | 56.047 45.849 0.0105561 0.00104892 84147.3 0
: 632 | 55.5483 45.9581 0.0105325 0.00101508 84056.3 1
: 633 Minimum Test error found - save the configuration
: 633 | 55.0659 45.4583 0.0105539 0.00104992 84175.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.2894 45.1636 0.0105742 0.00105055 84001 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.6498 44.2113 0.01056 0.00104657 84091.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.9897 42.9428 0.0105537 0.00104766 84156.6 0
: 637 | 52.2406 43.4597 0.0106473 0.00101667 83068.6 1
: 638 | 51.5982 42.9862 0.0105576 0.00101798 83860.5 2
: 639 Minimum Test error found - save the configuration
: 639 | 51.1225 41.5518 0.0105831 0.00105424 83955.4 0
: 640 | 50.6946 42.2992 0.0105919 0.0010174 83555.5 1
: 641 Minimum Test error found - save the configuration
: 641 | 50.0465 41.0586 0.010554 0.00105144 84188 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.6907 40.3425 0.0106063 0.00104806 83697.7 0
: 643 | 48.596 41.1643 0.0105383 0.001014 83995.8 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.9741 39.0996 0.010581 0.00105031 83939.2 0
: 645 | 47.4676 39.3067 0.0105267 0.00101332 84092 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.7512 38.7606 0.0105549 0.00104515 84124.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.2541 37.9256 0.0105703 0.00104663 84001.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.978 37.8067 0.0105754 0.0010481 83969.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.2474 37.3373 0.0105691 0.00105036 84044.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.8009 36.6935 0.0105466 0.00104624 84207.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.1846 36.0349 0.0105831 0.00104988 83916.9 0
: 652 | 43.5087 36.747 0.0105514 0.00101459 83885.6 1
: 653 Minimum Test error found - save the configuration
: 653 | 43.1472 35.1096 0.0105757 0.00104736 83960.4 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.5256 34.9154 0.0105819 0.0010453 83887.1 0
: 655 | 42.2058 35.2315 0.0105457 0.00101569 83945.6 1
: 656 Minimum Test error found - save the configuration
: 656 | 42.0853 34.2748 0.0105873 0.00105192 83897.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.3707 33.5691 0.0107064 0.00106414 82967.8 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.635 33.433 0.0105917 0.00105394 83877.6 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.4242 32.4358 0.0105803 0.0010526 83965.3 0
: 660 | 39.9692 32.5905 0.010533 0.00102087 84103.5 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.1024 32.2434 0.0105932 0.00105046 83833.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.6148 32.0011 0.0105911 0.0010539 83882.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.3064 31.6706 0.0106209 0.00105602 83639.5 0
: 664 | 38.0237 32.2637 0.0105462 0.00101682 83950.7 1
: 665 Minimum Test error found - save the configuration
: 665 | 37.8696 31.4198 0.0106134 0.00106224 83759.3 0
: 666 | 37.036 32.4534 0.0105451 0.00101572 83950.8 1
: 667 Minimum Test error found - save the configuration
: 667 | 36.6189 29.9172 0.0105816 0.00105042 83935 0
: 668 | 36.1488 30.1354 0.0105365 0.001014 84011.5 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.586 29.3219 0.0105584 0.00104679 84108 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.0668 28.4333 0.0105652 0.00104846 84062.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.9594 28.0507 0.0105667 0.0010482 84047.2 0
: 672 | 34.2802 28.3767 0.0105343 0.00101748 84061.9 1
: 673 | 33.648 28.1122 0.0105444 0.00101826 83979.3 2
: 674 Minimum Test error found - save the configuration
: 674 | 33.3494 27.0139 0.0105637 0.00104789 84070.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.9515 26.7751 0.0106219 0.00105248 83599.8 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.6236 25.9269 0.0105938 0.00105673 83883 0
: 677 | 32.0752 26.0591 0.0106826 0.00102635 82847.6 1
: 678 | 31.721 26.069 0.0105466 0.00101527 83933.4 2
: 679 | 31.5272 26.6036 0.0105336 0.00102143 84102.8 3
: 680 Minimum Test error found - save the configuration
: 680 | 30.9975 25.3867 0.0105756 0.00105474 84025.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.6113 24.8792 0.0105716 0.0010537 84052.5 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.1821 24.376 0.0105831 0.00104647 83886.7 0
: 683 | 29.9231 25.3144 0.0105355 0.00101406 84020.8 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.5423 23.5267 0.0105661 0.00105325 84096.7 0
: 685 | 29.3315 24.8036 0.0105329 0.00101415 84044.7 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.8468 23.494 0.0105481 0.001049 84218.4 0
: 687 | 28.2455 23.771 0.0105442 0.00101918 83989.7 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.8372 23.3878 0.0105613 0.00104996 84110 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.4853 22.49 0.0108398 0.00110183 82152.8 0
: 690 | 27.1363 22.761 0.0108228 0.0010378 81757.8 1
: 691 | 26.9335 23.3754 0.0111415 0.00105422 79307.8 2
: 692 Minimum Test error found - save the configuration
: 692 | 26.5427 21.9752 0.0109784 0.00109831 80970.7 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.0477 21.2391 0.0110162 0.0010965 80647.8 0
: 694 | 25.7753 21.8583 0.0108697 0.00104997 81468.4 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.4334 20.3428 0.0108202 0.00108061 82139.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.3157 20.2764 0.0109965 0.00108379 80704.8 0
: 697 | 24.9568 21.9904 0.0108494 0.00104009 81554.9 1
: 698 | 25.018 20.7616 0.0111466 0.00143149 82345.9 2
: 699 Minimum Test error found - save the configuration
: 699 | 24.2774 20.0592 0.0112554 0.00109702 78753 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.891 19.2905 0.0112402 0.00109122 78825.9 0
: 701 | 23.5984 20.1051 0.0109877 0.00106511 80624.4 1
: 702 | 23.2095 19.3212 0.0107913 0.00104617 82092.6 2
: 703 | 22.868 20.314 0.0108763 0.00104144 81343.6 3
: 704 Minimum Test error found - save the configuration
: 704 | 22.6823 18.9366 0.0109146 0.00109115 81437.9 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.3672 17.7058 0.0108686 0.00108097 81735.8 0
: 706 | 21.984 18.5486 0.0109647 0.00103867 80595.9 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.5903 17.6174 0.0109221 0.00107934 81277.7 0
: 708 | 21.4099 17.8609 0.0108737 0.00104503 81394.9 1
: 709 | 21.172 17.9404 0.0108522 0.00105005 81614.9 2
: 710 | 20.8591 17.8524 0.0112308 0.00105252 78599.1 3
: 711 | 20.5693 17.772 0.0114665 0.00105636 76848.3 4
: 712 Minimum Test error found - save the configuration
: 712 | 20.4061 16.8983 0.0108853 0.00108603 81639 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.1564 16.6227 0.0108751 0.00108837 81743.1 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.8501 16.5966 0.010997 0.00107605 80637.7 0
: 715 | 19.4245 16.7146 0.0108652 0.00108438 81792.6 1
: 716 | 19.2497 16.8675 0.0108416 0.0010505 81706.6 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.9584 16.3538 0.0109179 0.00107756 81298.1 0
: 718 | 18.736 16.3892 0.012245 0.00162538 75332.4 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.5242 16.2169 0.0137834 0.00109327 63041.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.4197 15.4575 0.0108306 0.00107388 81994.9 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.9429 15.1821 0.0108961 0.00108452 81536 0
: 722 | 17.7364 15.5799 0.0108677 0.00103946 81398.3 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.4603 14.883 0.0108831 0.00107309 81549.5 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.3095 14.7504 0.0108643 0.00107864 81752.7 0
: 725 | 16.9494 15.5319 0.0108739 0.00105047 81438.1 1
: 726 Minimum Test error found - save the configuration
: 726 | 17.0473 14.3985 0.0108675 0.00108757 81800.2 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.594 13.5608 0.0110457 0.00111175 80531.8 0
: 728 | 16.7711 15.0443 0.0109166 0.00104636 81052 1
: 729 | 16.5218 14.3658 0.0108908 0.00105055 81299 2
: 730 | 16.1114 13.7874 0.0108515 0.00104537 81581.3 3
: 731 | 16.0561 13.8546 0.0109894 0.00103982 80405.6 4
: 732 Minimum Test error found - save the configuration
: 732 | 15.6013 12.9297 0.0109189 0.0010801 81310.6 0
: 733 | 15.3554 14.2176 0.0108156 0.00104158 81849.7 1
: 734 | 15.3677 13.0299 0.0108836 0.00104896 81345.1 2
: 735 Minimum Test error found - save the configuration
: 735 | 15.1493 12.7185 0.0109229 0.00109093 81367.2 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.8549 12.2622 0.0108294 0.00107435 82008.8 0
: 737 | 14.5857 13.4878 0.0108621 0.00103969 81446.7 1
: 738 | 14.572 12.2695 0.0108763 0.00105435 81450 2
: 739 | 14.1363 12.4217 0.0109696 0.00116723 81613.2 3
: 740 | 13.9873 12.9281 0.010872 0.00104391 81399.1 4
: 741 Minimum Test error found - save the configuration
: 741 | 14.1752 11.2973 0.0109255 0.00110151 81433 0
: 742 | 13.5689 12.3165 0.010834 0.00104093 81690.6 1
: 743 | 13.3603 11.9301 0.0108122 0.00103936 81859.2 2
: 744 Minimum Test error found - save the configuration
: 744 | 13.4634 10.8326 0.0109276 0.00108268 81260.1 0
: 745 | 13.0557 12.273 0.0110777 0.00104358 79727.9 1
: 746 | 12.9242 11.189 0.0108367 0.00103993 81660 2
: 747 Minimum Test error found - save the configuration
: 747 | 13.0272 10.7698 0.0109599 0.00110141 81148.2 0
: 748 | 12.6668 10.9126 0.0109386 0.00104585 80867.5 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.7469 10.701 0.010931 0.00111932 81535.2 0
: 750 | 12.3478 11.6432 0.0107909 0.00104928 82122.1 1
: 751 Minimum Test error found - save the configuration
: 751 | 12.0559 10.5114 0.0109081 0.00108196 81415.6 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.9392 10.4322 0.0111489 0.00110521 79652.3 0
: 753 | 11.7626 10.446 0.0108121 0.00104324 81892.6 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.6554 10.3622 0.0108983 0.00107443 81434.6 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.434 10.3417 0.0108992 0.00107762 81453.4 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.4768 9.96561 0.0108612 0.00108206 81806.4 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.2873 9.7136 0.0112968 0.00111324 78558.1 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.0872 9.68768 0.0118535 0.00109878 74385.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.9139 9.54855 0.0108417 0.00107325 81896.7 0
: 760 | 10.92 10.6132 0.0108305 0.00104195 81727.8 1
: 761 | 10.7395 10.4198 0.0108733 0.00104786 81421.3 2
: 762 | 10.4838 9.83549 0.0108885 0.00103792 81213.7 3
: 763 | 10.494 9.72079 0.0108969 0.00104524 81204.3 4
: 764 | 10.7748 10.9865 0.0109287 0.00104714 80959 5
: 765 | 10.3234 10.2097 0.0108824 0.00103603 81248.4 6
: 766 Minimum Test error found - save the configuration
: 766 | 9.91787 9.49457 0.0109103 0.00111554 81676.4 0
: 767 | 9.69209 9.50628 0.0108255 0.00106234 81940.5 1
: 768 | 9.62295 10.2335 0.0110085 0.00104368 80282.6 2
: 769 | 9.85738 9.63051 0.0108368 0.00103872 81648.3 3
: 770 | 9.62026 10.8826 0.0108569 0.00104104 81500.9 4
: 771 Minimum Test error found - save the configuration
: 771 | 9.57659 9.36429 0.0109356 0.001093 81279.6 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.29294 9.06238 0.0109325 0.00109869 81351.6 0
: 773 | 8.98317 9.47397 0.0108496 0.001047 81610.8 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.86153 8.65798 0.0109554 0.00109551 81136.9 0
: 775 | 8.97579 9.30317 0.0108537 0.00104128 81529.4 1
: 776 | 8.90879 8.7195 0.0108403 0.00103849 81617.7 2
: 777 | 8.52854 9.69109 0.0108721 0.00104295 81390.5 3
: 778 | 8.41813 8.77177 0.0108752 0.0010508 81429.7 4
: 779 | 8.29556 9.01263 0.0108971 0.00105595 81290.9 5
: 780 | 8.26748 8.68671 0.0108161 0.00103672 81804.8 6
: 781 Minimum Test error found - save the configuration
: 781 | 8.1564 8.48719 0.0109185 0.00108681 81369.6 0
: 782 Minimum Test error found - save the configuration
: 782 | 8.16381 8.16264 0.0109129 0.00109187 81457.8 0
: 783 | 8.04173 8.51435 0.0108053 0.00104452 81960.9 1
: 784 | 7.8332 8.66653 0.011156 0.001052 79176.7 2
: 785 | 7.81934 8.64069 0.0109622 0.00104072 80632.8 3
: 786 | 7.78159 8.25949 0.0108154 0.00104681 81895.3 4
: 787 | 7.66082 8.60518 0.01088 0.00105186 81398.8 5
: 788 | 7.43153 8.59932 0.0108728 0.00104358 81389.7 6
: 789 | 7.53431 8.57775 0.0109081 0.00105943 81229.1 7
: 790 | 7.32849 8.81059 0.0107978 0.0010391 81977.8 8
: 791 | 7.32569 9.03125 0.0115264 0.00104477 76323.9 9
: 792 | 7.47428 8.17845 0.0111981 0.00104548 78797.1 10
: 793 | 7.1266 9.13125 0.0108816 0.00104749 81349.5 11
: 794 | 7.02504 8.65375 0.0110682 0.00104045 79778.9 12
: 795 Minimum Test error found - save the configuration
: 795 | 7.09365 8.13872 0.0109309 0.00109604 81343 0
: 796 | 7.15313 8.68203 0.010869 0.00110802 81958.8 1
: 797 | 6.71223 8.15007 0.010802 0.00105046 82038.6 2
: 798 | 6.47009 8.46823 0.0118738 0.001045 73877.2 3
: 799 | 6.64911 9.30409 0.0108642 0.00104106 81440.2 4
: 800 | 6.66674 9.2337 0.0108332 0.00104192 81705.5 5
: 801 Minimum Test error found - save the configuration
: 801 | 6.65214 8.08925 0.0109323 0.00109856 81352.7 0
: 802 | 6.52194 8.98243 0.0112277 0.00105952 78677 1
: 803 Minimum Test error found - save the configuration
: 803 | 6.35679 7.46911 0.0109583 0.0010877 81049.1 0
: 804 | 6.16778 8.94302 0.0114826 0.00109377 77005.5 1
: 805 | 6.18784 8.96532 0.0108969 0.0010436 81191 2
: 806 | 6.04241 7.73936 0.0108759 0.00105042 81421.3 3
: 807 | 5.96579 8.9408 0.0108512 0.00104483 81579.7 4
: 808 | 5.80808 7.99653 0.0108256 0.0010511 81845.7 5
: 809 | 5.68564 8.1987 0.01085 0.0010463 81601.6 6
: 810 | 5.77233 8.20344 0.0108456 0.00103511 81545.7 7
: 811 | 5.55654 8.33928 0.0111254 0.00104433 79357 8
: 812 | 5.53412 8.48074 0.0108551 0.0010356 81470.9 9
: 813 | 5.51632 8.6399 0.010937 0.0011126 81430.1 10
: 814 | 5.52147 8.12805 0.010825 0.00105055 81846.3 11
: 815 | 5.54223 7.91519 0.010957 0.00104131 80680.6 12
: 816 | 5.53516 8.19628 0.0108841 0.00103876 81256.5 13
: 817 | 5.4158 7.51521 0.0108607 0.00104908 81536 14
: 818 | 5.27463 7.97771 0.0108864 0.00104819 81315.7 15
: 819 | 5.2091 8.62945 0.0108761 0.00103945 81328.6 16
: 820 | 5.12669 7.91493 0.0108332 0.00104115 81699 17
: 821 | 4.93487 8.06446 0.0108803 0.00104806 81365.1 18
: 822 | 5.08192 8.35794 0.0108857 0.00104036 81256.9 19
: 823 | 4.95167 9.85825 0.0108236 0.00103672 81741.9 20
: 824 | 5.0892 7.72845 0.0108874 0.00104211 81257.3 21
:
: Elapsed time for training with 1000 events: 8.85 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: 0.0115 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: 0.814 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.152 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= 3.31502e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09129e+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: 0.0358 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: 0.0352 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: 0.00137 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: 0.0957 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: 0.877 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: 0.0188 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00236 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: 0.0362 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00413 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: 0.00175 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000319 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: 0.0963 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.876 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0975 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 : -0.748 0.275 6.30 1.80 | 3.170 3.199
: 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 : 0.0674 0.357 2.60 1.36 | 3.373 3.369
: 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.