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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;
}
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:145
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
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:3802
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:1105
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:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
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:137
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
main
int main()
Definition main.cpp:18
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: 0.359 sec
: Elapsed time for training with 1000 events: 0.364 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00526 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: 0.0011 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00694 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: 0.000451 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00132 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 = 31551.6
: --------------------------------------------------------------
: 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 | 33116.8 31158.9 0.0136824 0.00154659 65920.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32598.1 30607.8 0.0137577 0.00148028 65160.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31896.7 29941.1 0.0143737 0.0011822 60645 0
: 4 Minimum Test error found - save the configuration
: 4 | 31157.3 29314.6 0.0111151 0.00109305 79823.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30438.3 28629.7 0.013504 0.00118628 64947.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29625.1 27720.6 0.0131167 0.00114043 66798.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28844.9 26986.5 0.0109095 0.00110103 81562 0
: 8 Minimum Test error found - save the configuration
: 8 | 28332.4 26586.6 0.0108973 0.00108411 81523.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 27963.1 26254 0.0145758 0.00181577 62695.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27631.8 25951.5 0.0118045 0.00115437 75116.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27326.1 25665.1 0.0103541 0.00102461 85750 0
: 12 Minimum Test error found - save the configuration
: 12 | 27032.6 25393.6 0.0109553 0.00113316 81448.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26755.4 25126.9 0.0107839 0.00118025 83301.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26480.2 24873.4 0.0117858 0.00107961 74723.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26215.5 24627.2 0.011797 0.00117651 75326.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 25963.1 24379.4 0.011688 0.00143538 78028.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25707.3 24142.8 0.0109909 0.00109695 80857.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25461.9 23908.7 0.0107814 0.00116145 83160.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25218.4 23680.9 0.0109228 0.00111029 81528.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 24983.2 23453.1 0.0111846 0.00141718 81904.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24748.2 23230.9 0.0112919 0.00118761 79174.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24516 23015.1 0.0112662 0.00120158 79486.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24291.8 22798.8 0.0109991 0.00111943 80974 0
: 24 Minimum Test error found - save the configuration
: 24 | 24067.9 22586.4 0.0125946 0.0011541 69926.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23845.7 22379.5 0.0114794 0.00142374 79557.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23629.6 22173 0.0109932 0.00110318 80889.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23415.7 21968 0.0109373 0.00113706 81630.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23202.2 21767.9 0.0114324 0.00133847 79255.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 22994.2 21568.3 0.0109662 0.00115304 81522.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22786.8 21372.1 0.0108382 0.00108649 82036.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22581.9 21179.3 0.0106123 0.00106235 83769.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22378.4 20990.9 0.0127056 0.00163325 72251.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22177.2 20806.7 0.0108882 0.00112386 81931.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 21985 20616.4 0.0116381 0.00116505 76386.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21787.6 20431.4 0.0110096 0.00109079 80654.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21595.4 20247.2 0.0119988 0.0013604 75199.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21404 20065.6 0.0116806 0.00117822 76173.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21213.7 19888.1 0.0126313 0.00106968 69194.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21028.4 19710.4 0.0111037 0.00136947 82183.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20838.6 19541.7 0.0110537 0.00108288 80234.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20659.9 19367.8 0.0108398 0.00110165 82151.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20479 19194.4 0.0106612 0.00108162 83511.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20297.3 19023.4 0.0122235 0.00162869 75508.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20116.5 18852.6 0.0116291 0.00113809 76256 0
: 45 Minimum Test error found - save the configuration
: 45 | 19938.5 18685.2 0.0109617 0.00118387 81817.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 19763.4 18520.7 0.0108003 0.0011059 82521.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19591 18355.1 0.0112872 0.00122105 79474 0
: 48 Minimum Test error found - save the configuration
: 48 | 19416.7 18192.3 0.0117124 0.0010897 75310.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19253.1 18029 0.0114782 0.00117997 77683.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19076.4 17879.7 0.0118033 0.00114223 75039.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18912.5 17719.1 0.0118738 0.00114591 74572.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 18744.5 17559 0.0115666 0.00123184 77408.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18577.1 17403.6 0.0116107 0.00122274 77012 0
: 54 Minimum Test error found - save the configuration
: 54 | 18418.2 17248.2 0.0121337 0.00122761 73353.7 0
: 55 Minimum Test error found - save the configuration
: 55 | 18254.2 17094.5 0.0112543 0.00115318 79199.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18093.4 16937.5 0.0115085 0.00119911 77599.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 17931.6 16788.5 0.0119785 0.00120671 74268.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17771.4 16638.5 0.011458 0.00130619 78803.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17620.8 16484.1 0.0112231 0.0012021 79832 0
: 60 Minimum Test error found - save the configuration
: 60 | 17457.7 16339.9 0.0110172 0.0011256 80876.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17303.3 16188.2 0.0111464 0.00119177 80364.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17150.9 16040.3 0.0120175 0.00165682 77215.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 16996.6 15898.9 0.0118962 0.00113448 74337.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16845.1 15753.3 0.0113467 0.00118332 78714.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16693.7 15611.9 0.0124777 0.00176894 74704.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16547 15467.2 0.0122934 0.00112794 71649.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16395.5 15328 0.0112967 0.0012694 79782.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16248.7 15190.4 0.0123725 0.0011353 71192 0
: 69 Minimum Test error found - save the configuration
: 69 | 16103 15051.5 0.0118 0.00114483 75080.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 15959 14913.9 0.0113851 0.00119491 78507.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15815.6 14776.3 0.0136727 0.00118259 64050.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15671.6 14643 0.0110804 0.00112405 80350.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15530.3 14509 0.0112261 0.00115554 79439.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15391.1 14376.4 0.0113706 0.00117514 78466.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15252.8 14243.5 0.0109791 0.00114592 81357.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15113.7 14114.6 0.0132537 0.00167527 69093.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 14978.1 13986.4 0.0111882 0.00113903 79608.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 14842.8 13860.8 0.0113046 0.00111608 78519.5 0
: 79 Minimum Test error found - save the configuration
: 79 | 14710.9 13733.3 0.011039 0.00112223 80671.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14578.6 13607.3 0.0110781 0.00114681 80553.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14445.7 13485.4 0.0109831 0.00110904 81020.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14317.6 13362.1 0.0131361 0.00115684 66782.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14187.6 13241.8 0.0111126 0.00116611 80430.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14061.7 13120.2 0.0109836 0.00120265 81791.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 13933.4 13002.8 0.0110236 0.00116129 81116.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13811.6 12881.6 0.0113421 0.00115801 78554.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13684.6 12765.8 0.012407 0.00167392 74536 0
: 88 Minimum Test error found - save the configuration
: 88 | 13561.8 12650.5 0.0119411 0.00115741 74185.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13440.1 12536 0.0111418 0.0011047 79704.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13319.4 12422.3 0.0109643 0.00109577 81065.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13200.2 12308.7 0.0112744 0.00117972 79250 0
: 92 Minimum Test error found - save the configuration
: 92 | 13081.3 12196.8 0.0146723 0.00185057 62394.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 12962.3 12087.3 0.0117796 0.00113589 75162.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 12846.6 11977.7 0.0108763 0.00109347 81776.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12731.2 11868.2 0.010967 0.00110546 81123.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12616.8 11760.1 0.0108822 0.00110527 81825.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12501.8 11654.7 0.0111621 0.00112656 79716.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12391.8 11546.5 0.0111554 0.00113255 79817.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12278.9 11441.3 0.0111277 0.00116662 80312.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12167.7 11337.8 0.0119708 0.00124793 74607 0
: 101 Minimum Test error found - save the configuration
: 101 | 12057.1 11236.9 0.011027 0.00119097 81333.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 11950.9 11133.4 0.0109855 0.00111063 81013.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 11842.3 11031.8 0.012308 0.00167107 75209.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11735.6 10931.2 0.0131127 0.00116162 66939.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11628 10834.3 0.0118371 0.00115789 74911.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11525.7 10734.3 0.0111608 0.00111374 79625.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11421.1 10636.1 0.0108694 0.00109243 81824.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11317.4 10539.7 0.0110036 0.00113138 81035.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11214.7 10444.8 0.0112203 0.00115783 79503.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 11114.2 10349.8 0.0111241 0.00111804 79951.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11014 10255.2 0.0110352 0.00114471 80885.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 10913.1 10163.7 0.0111935 0.00116168 79745.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10816.1 10070.3 0.011462 0.00112103 77362.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10718.1 9978.18 0.0110136 0.00115126 81116.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10620.8 9887.27 0.0111834 0.00112111 79504.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10524.8 9797.22 0.0113685 0.00120571 78718.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10429.2 9708.34 0.0114452 0.00118511 77972.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10335.5 9619.09 0.0119879 0.00122297 74315.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10240.3 9533.44 0.012513 0.00142957 72179.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10149.4 9445.18 0.0123497 0.00117038 71560.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10057.8 9357.59 0.011754 0.00119574 75770.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 9965.4 9272.41 0.0123386 0.00127778 72327.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9876.36 9186.41 0.0122323 0.00116374 72276.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9783.71 9105.65 0.0127543 0.00116228 69013 0
: 125 Minimum Test error found - save the configuration
: 125 | 9698.16 9021.02 0.011853 0.00119532 75063.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9609.65 8937.35 0.0119633 0.00147054 76242.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9520.96 8856.92 0.0130717 0.00189124 71553.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9434.98 8776.48 0.0120874 0.00117829 73333.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9349.2 8696.73 0.0113772 0.00111766 77976.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9265.4 8615.89 0.0119182 0.00117231 74446.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9179.64 8538.16 0.0115521 0.00121268 77373.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9097.15 8459.7 0.0115044 0.00146826 79712.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9014.22 8382.17 0.0127008 0.002288 76828.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 8932.08 8305.59 0.0114004 0.00115056 78050.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8851.29 8228.79 0.0113272 0.00112966 78450.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8770.26 8153.81 0.0111684 0.0011253 79656.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8690.53 8078.63 0.0115193 0.00120301 77547.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8610.64 8005.66 0.0112504 0.00114769 79186.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8533.29 7931.03 0.011282 0.00114483 78917.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8455.29 7857.98 0.011423 0.00140001 79816.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8377.75 7786.19 0.0120798 0.00113083 73066 0
: 142 Minimum Test error found - save the configuration
: 142 | 8302.3 7713.45 0.0119268 0.00134829 75624.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8225.11 7643.5 0.0117513 0.00118485 75711.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8150.6 7573.36 0.013349 0.0012915 66348.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8075.52 7504.83 0.0113311 0.00115803 78639.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8002.89 7435.43 0.0111273 0.00125699 81051.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 7929.97 7366.05 0.0111729 0.00120163 80230.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7856.54 7298.97 0.0114616 0.00132493 78921.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 7785.78 7230.91 0.0126444 0.00116625 69697.4 0
: 150 Minimum Test error found - save the configuration
: 150 | 7713.19 7165.09 0.0110216 0.00112568 80841.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7643.72 7098.71 0.0109846 0.00110457 80971.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7573.12 7033.81 0.0107956 0.00107863 82330 0
: 153 Minimum Test error found - save the configuration
: 153 | 7504.11 6969.08 0.0109154 0.0011004 81508.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 7436.28 6903.46 0.011635 0.00119603 76636.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7366.67 6840.71 0.0114564 0.00117973 77846.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7299.82 6777.67 0.0109244 0.00110447 81467.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7233.35 6714.77 0.0110017 0.00115345 81232.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7166.69 6652.95 0.0116203 0.00171945 80800.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7101.19 6591.06 0.0121035 0.00114788 73021.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7036.22 6530.19 0.0118022 0.00121624 75571.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 6971.34 6469.8 0.0117925 0.00120771 75580.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 6908.07 6409.45 0.0119423 0.00112774 73974.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6844.32 6349.9 0.0115822 0.00117201 76848.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6781.63 6291.32 0.011152 0.00117801 80208.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6718.65 6233.87 0.0115074 0.00117257 77408.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6658.2 6174.81 0.0109881 0.00116402 81432.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6595.35 6119.58 0.0120397 0.00148961 75828.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6536.05 6061.87 0.0108905 0.00112374 81910.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6476.7 6004.43 0.0116729 0.00114429 75983.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6415.04 5950.16 0.0114432 0.00118493 77985.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6356.89 5895.65 0.0142584 0.0017672 64045 0
: 172 Minimum Test error found - save the configuration
: 172 | 6299.28 5839.59 0.0160285 0.001786 56170 0
: 173 Minimum Test error found - save the configuration
: 173 | 6240.31 5786.06 0.0159496 0.00175457 56357.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6182.89 5733.09 0.0160427 0.00173021 55895.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6126.43 5679.14 0.0158886 0.00165945 56222.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6070 5626.17 0.0157125 0.0016642 56946.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6014.21 5572.82 0.0159066 0.001719 56387.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 5958.58 5521.6 0.0160586 0.00179056 56069.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5903.47 5469.78 0.0162725 0.00176636 55149.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5848.53 5420.51 0.0144121 0.00113834 60269.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5796.43 5368 0.0108994 0.00111387 81753.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5741.24 5318.92 0.0108358 0.00108515 82045.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5689.06 5268.9 0.0141047 0.00174863 64745.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5635.94 5220.8 0.0158547 0.00169134 56483.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5585.43 5170.45 0.0161706 0.00182025 55747.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5532.83 5122.35 0.0164492 0.00180262 54620.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5482.18 5074.77 0.0168237 0.00184648 53414.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5431.01 5027.2 0.0144472 0.00114392 60135.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5380.41 4983.08 0.0111584 0.00110955 79610.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5331.94 4935.44 0.0111232 0.00118318 80483 0
: 191 Minimum Test error found - save the configuration
: 191 | 5282.5 4888.78 0.0108403 0.00119558 82947.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5233.56 4843.51 0.0115397 0.00114296 76947 0
: 193 Minimum Test error found - save the configuration
: 193 | 5185.52 4797.95 0.0109578 0.00108921 81065 0
: 194 Minimum Test error found - save the configuration
: 194 | 5137.13 4753.9 0.0110746 0.00114361 80555.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5090.79 4708.36 0.0110895 0.00120136 80904.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5042.97 4664.69 0.0113221 0.00114011 78570.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 4996.6 4621.28 0.012198 0.00122723 72920.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4951.18 4577.01 0.0111546 0.00113629 79853.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4903.83 4537.2 0.0112057 0.001216 80082.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4859.57 4494.76 0.0109627 0.00120606 81995.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4815.22 4451.9 0.0120179 0.0015249 76241.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4770.75 4409.48 0.0109735 0.00116216 81538.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4726.51 4368.53 0.0115475 0.00131338 78170 0
: 204 Minimum Test error found - save the configuration
: 204 | 4681.87 4330.47 0.0151597 0.00190101 60337.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4640.76 4287.62 0.0166907 0.00179899 53721 0
: 206 Minimum Test error found - save the configuration
: 206 | 4597.1 4247.47 0.0162035 0.0015151 54464.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4554.41 4208.51 0.0114238 0.0011202 77642.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4512.69 4170.25 0.011295 0.00111805 78609.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4470.75 4131.66 0.0117818 0.00113133 75113.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4430.33 4092.57 0.0111737 0.0011416 79744.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4389.63 4054.76 0.0120341 0.00112399 73326.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4348.76 4017.28 0.0113344 0.00113207 78413.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4309.88 3978.43 0.0123773 0.00114212 71204.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4269.3 3941.97 0.0126913 0.00145138 71174.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4231.01 3904.82 0.0122337 0.00118061 72378.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4191.35 3867.93 0.011539 0.00115806 77064.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4153.16 3831.8 0.0120877 0.00115496 73174.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4114.86 3796.58 0.0115565 0.001187 77149.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 4077.26 3761.46 0.0119094 0.00155987 77298.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4039.83 3726.73 0.011763 0.00117025 75523 0
: 221 Minimum Test error found - save the configuration
: 221 | 4003.04 3691.89 0.0118131 0.00115634 75069.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3966.71 3657.07 0.0114478 0.00119886 78057 0
: 223 Minimum Test error found - save the configuration
: 223 | 3929.94 3623.16 0.0121367 0.00118907 73075.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3894.8 3589.01 0.011356 0.00119611 78741.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3858.75 3555.09 0.0118878 0.00121843 74980.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3823.35 3522.28 0.012385 0.00116151 71279 0
: 227 Minimum Test error found - save the configuration
: 227 | 3787.94 3489.39 0.0112708 0.00112361 78839.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3753.71 3457.31 0.0109318 0.00110908 81443.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3720.08 3425.23 0.0111195 0.00114084 80171 0
: 230 Minimum Test error found - save the configuration
: 230 | 3685.86 3393.48 0.0113282 0.00150399 81431.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3652.39 3361.71 0.0117559 0.0011597 75498.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3618.84 3331.28 0.0119076 0.00141579 76250.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3586.79 3299.54 0.0120021 0.00118501 73957.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3553.66 3268.19 0.0128399 0.00123436 68932.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3520.65 3238.18 0.0127385 0.00128646 69856.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3488.67 3208.77 0.0121455 0.00126687 73538.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3458.19 3178.15 0.0121758 0.00165956 76072.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3425.61 3148.78 0.0124835 0.00123994 71151.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3395.06 3119.26 0.0122872 0.00125099 72488.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3363.71 3091.15 0.0120122 0.00121406 74086.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3333.18 3062.6 0.0116865 0.00119786 76273.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3303.77 3032.93 0.0126456 0.00158404 72322.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3272.92 3004.87 0.0132337 0.00137257 67447.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3242.97 2977.43 0.0181742 0.00133472 47507.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3213.95 2949.7 0.0118402 0.00127548 75723.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3184.63 2922.55 0.0138754 0.00123282 63278.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3155.9 2894.64 0.0147801 0.00193535 62282.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3126.9 2867.67 0.0138972 0.00127605 63385.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3099.09 2840.52 0.0168752 0.00168088 52651.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3070.12 2815.08 0.014128 0.00198047 65856.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3043.1 2788.16 0.0181359 0.00207038 49796.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3015.08 2761.88 0.0144233 0.00134392 61164.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 2987.58 2736.37 0.0142198 0.0019146 65013.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2960.26 2711.72 0.0182542 0.0020351 49324.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2933.89 2685.8 0.0124155 0.00130298 71991 0
: 256 Minimum Test error found - save the configuration
: 256 | 2907.18 2661.21 0.0124212 0.00126329 71698 0
: 257 Minimum Test error found - save the configuration
: 257 | 2880.49 2637.53 0.0121272 0.00112304 72699.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2854.64 2612.44 0.0128956 0.00141943 69709.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2829.33 2587.87 0.0119593 0.00124811 74688.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2803.26 2563.6 0.0118044 0.00120296 75461.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2777.39 2540.55 0.0130819 0.00120437 67354 0
: 262 Minimum Test error found - save the configuration
: 262 | 2753.09 2516.37 0.0116767 0.00124182 76666.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2727.33 2493.75 0.0117876 0.00123726 75827.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2703.03 2470.56 0.0118562 0.00119319 75025.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2678.79 2448.01 0.0132363 0.0012167 66557.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2654.26 2425.22 0.0119498 0.0011343 73967.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2630.21 2402.7 0.0125622 0.00113099 69983.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2606.63 2380.15 0.0113322 0.00118207 78816.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2582.68 2358.59 0.0120544 0.00124721 74025 0
: 270 Minimum Test error found - save the configuration
: 270 | 2559.46 2337.23 0.0123139 0.00114757 71643.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2536.52 2315.07 0.011972 0.00110967 73649.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2513.32 2293.49 0.0123733 0.00116799 71395 0
: 273 Minimum Test error found - save the configuration
: 273 | 2490.17 2272.54 0.0128597 0.00133032 69387.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2467.89 2251.6 0.0125887 0.00118936 70179.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 2444.79 2231.77 0.0121716 0.00123506 73149.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2423.23 2210.79 0.0116576 0.00112957 75987.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2401.1 2190.3 0.011098 0.00115831 80485.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2379.28 2169.96 0.0114728 0.00112191 77287.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2357.13 2150.77 0.0111 0.0011567 80455.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2335.97 2131.03 0.0111812 0.00122324 80338.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2315.07 2111.02 0.0115873 0.00119383 76971.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2293.56 2091.63 0.0114904 0.00125415 78153.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2272.47 2072.52 0.0111914 0.00121088 80155.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2251.29 2054.48 0.0115351 0.001145 76996.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2231.43 2034.86 0.0115338 0.00118928 77335.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2211.23 2015.55 0.0119233 0.0012374 74865 0
: 287 Minimum Test error found - save the configuration
: 287 | 2190.07 1997.24 0.0131072 0.00155642 69259.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2170.01 1979.14 0.0128056 0.00154904 71070 0
: 289 Minimum Test error found - save the configuration
: 289 | 2150.11 1960.88 0.0115282 0.0011616 77171.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2130.14 1943.18 0.0110477 0.00111844 80569.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2111.14 1925.3 0.0115905 0.00117874 76836.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2091.14 1908.28 0.0118173 0.00123512 75598.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2072.2 1889.77 0.0111496 0.00123038 80651.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2052.61 1872.7 0.0113848 0.00114004 78088.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2033.95 1855.31 0.0117067 0.00121412 76244 0
: 296 Minimum Test error found - save the configuration
: 296 | 2014.63 1838.68 0.0116895 0.00113651 75807.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 1996.39 1821.59 0.0114069 0.00120637 78427.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1977.67 1804.77 0.0115491 0.00123872 77591.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1959.21 1788.4 0.0110514 0.00114757 80777 0
: 300 Minimum Test error found - save the configuration
: 300 | 1940.97 1772.19 0.0115317 0.00120593 77475.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1922.67 1756.3 0.0127611 0.00140086 70421 0
: 302 Minimum Test error found - save the configuration
: 302 | 1905.48 1739.63 0.0111293 0.00114418 80119.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1886.97 1723.98 0.0114979 0.0011842 77566.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1869.5 1708.05 0.0113551 0.00115527 78432.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1851.95 1692.62 0.0122702 0.00126501 72692.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1834.67 1677.16 0.0112281 0.00114499 79340.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1817.72 1662.42 0.0113656 0.00118545 78584.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1800.58 1646.97 0.0115866 0.00121362 77123.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1783.57 1631.3 0.0122637 0.00146463 74080.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1766.72 1616.25 0.0129659 0.00191434 72388.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1749.6 1601.96 0.0118468 0.00113647 74694.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1733.55 1586.72 0.0113759 0.00118241 78481.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1717.12 1571.97 0.0120135 0.00119454 73944 0
: 314 Minimum Test error found - save the configuration
: 314 | 1700.65 1557.61 0.0119574 0.00169993 77991.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1684.44 1543.34 0.0117074 0.00130871 76932.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1667.95 1530.36 0.011492 0.00114966 77351.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1653.28 1515.43 0.0113365 0.0011383 78445.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1637.08 1502.04 0.0124739 0.00142258 72389.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1621.6 1487.66 0.0110965 0.00113586 80316.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1605.58 1474.37 0.0114067 0.00114641 77970.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1590.98 1460.16 0.0118922 0.00152112 77137.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 1575.34 1446.87 0.0114696 0.00114621 77493.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1559.97 1433.97 0.0112671 0.00117567 79275.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1545.76 1420.14 0.0130392 0.00119952 67569.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1530.34 1407.64 0.0115634 0.00123352 77445.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1515.85 1394.5 0.0118211 0.00121554 75432 0
: 327 Minimum Test error found - save the configuration
: 327 | 1501.37 1381.49 0.0114664 0.00115968 77619.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1487.01 1368.82 0.0117372 0.00113251 75438.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1472.86 1355.66 0.0111819 0.00112531 79550 0
: 330 Minimum Test error found - save the configuration
: 330 | 1458.25 1343.36 0.010917 0.00109014 81409.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1444.56 1330.92 0.0109953 0.00111006 80928.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1429.95 1319.78 0.0110211 0.00113104 80889.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1417.61 1306.26 0.0109215 0.00109003 81371 0
: 334 Minimum Test error found - save the configuration
: 334 | 1403.2 1294.09 0.0109861 0.00109668 80894.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1389.45 1282.93 0.0110939 0.00115492 80491.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1376.36 1270.58 0.0110657 0.00111339 80383.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1363.21 1258.32 0.0112124 0.00113058 79350.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1349.64 1247.1 0.0114798 0.0011949 77783.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1336.88 1235.53 0.0110141 0.00110589 80740.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1324.4 1223.73 0.011388 0.00115245 78159.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1311.19 1211.9 0.0111872 0.00112924 79538.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1298.07 1201.37 0.011595 0.00118961 76882.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1286.1 1190.13 0.0112662 0.00114849 79069.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1273.63 1179.31 0.0115515 0.00114105 76845.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1261.47 1167.53 0.0111499 0.00111986 79760.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1248.92 1156.66 0.0111977 0.00118732 79917.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1236.77 1146.01 0.0123012 0.00115067 71745.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1225.01 1135.15 0.011205 0.0011196 79322.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1212.91 1124.74 0.012436 0.00114379 70845.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1201.53 1113.79 0.0110533 0.0011124 80475.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1189.74 1103.66 0.0110251 0.00112184 80781.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1178.43 1092.91 0.0112902 0.00113653 78789.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1166.79 1082.41 0.0111604 0.00111916 79671.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1155.05 1072.96 0.0129631 0.00157222 70231.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1144.35 1062.23 0.0114045 0.001143 77961.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1133.03 1051.79 0.0114567 0.00117675 77821.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1121.32 1042.97 0.0112012 0.00112717 79411.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1110.78 1032.92 0.0113384 0.00120714 78963.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1100.74 1022.18 0.011508 0.00115771 77292.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1089.17 1012.78 0.0120814 0.00116658 73295.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1078.94 1003.14 0.01387 0.0012626 63454.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1068.25 993.613 0.0113435 0.00121724 79002.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1057.45 984.69 0.0113775 0.00121392 78712.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1047.8 974.989 0.012026 0.00120163 73907 0
: 365 Minimum Test error found - save the configuration
: 365 | 1037.37 965.442 0.0113816 0.00122481 78765 0
: 366 Minimum Test error found - save the configuration
: 366 | 1027.22 956.293 0.0110906 0.00112023 80237.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1017.03 947.099 0.011756 0.00131161 76596.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1007.08 937.993 0.0112234 0.0011395 79334.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 997.094 929.68 0.0114676 0.00118786 77823.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 987.643 920.199 0.0113396 0.00114294 78456.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 977.858 911.486 0.0114193 0.00124875 78658.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 968.387 902.759 0.01141 0.00123937 78658 0
: 373 Minimum Test error found - save the configuration
: 373 | 958.345 894.203 0.0115741 0.00116346 76844.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 949.299 885.568 0.0123002 0.0015137 74166.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 939.975 876.809 0.0114721 0.00124043 78188.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 930.423 868.624 0.0112826 0.00120641 79395.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 921.633 859.781 0.0118298 0.00117456 75080.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 912.143 852.156 0.0118257 0.00137316 76536.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 903.716 843.331 0.0115111 0.00113972 77135.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 894.534 835.029 0.0111716 0.00110749 79490.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 885.482 827.09 0.0111035 0.00111977 80130.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 877.185 818.793 0.0114241 0.0011293 77708.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 868.243 811.233 0.0113257 0.00113917 78534.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 859.694 802.451 0.012584 0.00120012 70275.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 850.69 795.235 0.0111215 0.00114499 80188.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 842.631 787.404 0.0123662 0.0017533 75379.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 834.544 779.137 0.0116064 0.00122048 77027.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 825.719 771.369 0.0125343 0.00115348 70293.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 817.294 764.212 0.0114679 0.00124605 78263.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 809.52 756.794 0.0117798 0.00142122 77231 0
: 391 Minimum Test error found - save the configuration
: 391 | 801.537 748.746 0.012266 0.00117553 72134.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 793.673 741.403 0.0118092 0.00127291 75928 0
: 393 Minimum Test error found - save the configuration
: 393 | 785.369 734.206 0.0116254 0.00114326 76320.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 777.584 726.947 0.0112173 0.0011547 79502.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 769.863 719.524 0.0113739 0.00120871 78700.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.066 712.505 0.01168 0.0011918 76276.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.485 705.689 0.0111219 0.00115305 80250.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 747.075 698.214 0.0110912 0.00112135 80242.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 739.525 690.775 0.0111014 0.00110871 80058.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 731.741 684.157 0.0112109 0.00113699 79412.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 724.522 677.163 0.0110609 0.00110572 80360 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.598 670.556 0.0111434 0.00119346 80402.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.181 663.769 0.0110899 0.00112038 80244.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 702.816 656.919 0.0112134 0.00113843 79404.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 695.902 650.02 0.0112169 0.00113388 79341.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 688.693 644.064 0.0116187 0.00175991 81145.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 682.463 637.357 0.0117718 0.00121936 75811.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 675.232 630.739 0.0115834 0.0014178 78696.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 668.68 623.949 0.0111452 0.0011399 79957.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.108 617.452 0.0111012 0.00111282 80092.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.369 611.306 0.0113576 0.00111845 78131.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 647.863 605.076 0.0122282 0.0016574 75680.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 641.294 598.708 0.0114147 0.00113836 77849 0
: 414 Minimum Test error found - save the configuration
: 414 | 634.61 592.593 0.011275 0.00115042 79015.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.114 586.763 0.011305 0.00114281 78723 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.666 580.637 0.0116183 0.00127947 77378.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.466 574.728 0.0111541 0.00111577 79694.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.034 568.445 0.0125058 0.00120908 70817.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 602.958 563.232 0.0124576 0.00114334 70707 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.946 556.562 0.0113568 0.00125716 79210.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 590.48 551.01 0.011488 0.00113126 77244.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.384 545.372 0.0112364 0.00115458 79350.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.792 539.054 0.0124957 0.00166115 73837.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 572.733 533.529 0.0116023 0.00113874 76455.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.668 527.776 0.0113401 0.00113336 78379.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 560.771 522.51 0.0117059 0.00119317 76098.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 555.144 517.026 0.0115263 0.00127691 78053.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.27 511.529 0.0115034 0.00115528 77308.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 543.531 506.12 0.0121709 0.00136874 74059.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 538.191 500.476 0.0120411 0.00115493 73487.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.332 495.475 0.0120992 0.00150626 75521.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.985 490.212 0.0138178 0.00174763 66278.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.527 484.888 0.0162283 0.00180732 55474.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 515.971 479.649 0.0165604 0.00180893 54231.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 510.697 474.67 0.0165239 0.00179803 54326.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.496 469.705 0.0163711 0.00177353 54803.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.273 464.345 0.0162364 0.00172285 55121 0
: 438 Minimum Test error found - save the configuration
: 438 | 494.705 459.759 0.0160894 0.00171851 55668.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 490.11 454.708 0.0158799 0.00169801 56409.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.594 449.739 0.015809 0.00170708 56730 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.887 444.782 0.0153925 0.00164207 58180 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.61 439.893 0.0157505 0.00172128 57023.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.711 435.895 0.0131462 0.00169884 69885.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 464.823 430.92 0.0130116 0.00115218 67457.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.006 425.779 0.0121993 0.00126517 73165.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 455.287 420.922 0.0119544 0.00127063 74879.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.424 416.535 0.0118291 0.00125433 75652.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.65 412.218 0.0122289 0.00126658 72976.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 441.053 407.582 0.0121635 0.00135511 74016.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.521 402.721 0.0136603 0.00137714 65129.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.554 398.996 0.0122701 0.00116302 72026.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.302 394.498 0.0114905 0.00131104 78589.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.845 389.864 0.0112734 0.00113431 78902.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.253 385.503 0.0112103 0.00118873 79827.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 414.107 381.292 0.0113331 0.00126164 79432.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.637 377.915 0.0122459 0.00115172 72110 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.305 373.115 0.0114345 0.00113897 77703.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 401.11 368.865 0.012137 0.00123626 73389.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.906 364.872 0.0114248 0.00116451 77970.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.391 361.226 0.0115903 0.0011365 76526.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.352 357.204 0.0116021 0.00158384 79854.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.529 353.324 0.0113572 0.00114228 78316.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.49 349.396 0.0111623 0.00111584 79630.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.383 345.292 0.0115618 0.00114404 76791.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.298 341.656 0.0110147 0.0011429 81038.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.359 337.361 0.0111489 0.00111866 79759.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.44 333.613 0.0113089 0.00114435 78705.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.351 330.018 0.0110973 0.00113152 80274.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.628 326.186 0.0110583 0.0011359 80625.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.021 322.331 0.0109252 0.00108934 81334.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.255 318.497 0.0109691 0.00111579 81190.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.403 315.412 0.011147 0.00126807 80980.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.924 312.111 0.010909 0.00109548 81520.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.048 308.033 0.0111461 0.00112291 79814.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.557 304.906 0.0109708 0.00110837 81115.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.201 301.178 0.0116997 0.0012153 76304.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.352 297.625 0.0110365 0.00111093 80599.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 323.808 294.157 0.0125799 0.00120255 70315.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.937 291.198 0.01155 0.00119611 77265.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.217 288.017 0.0110233 0.0011126 80720.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.52 284.493 0.0109933 0.00114479 81230.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.941 281.474 0.010919 0.00110055 81479.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.827 277.889 0.0110756 0.00112466 80394.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.327 274.702 0.0109665 0.00113521 81372.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 299.868 271.728 0.011096 0.0011472 80411.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.715 268.736 0.011087 0.00111181 80199.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.616 265.481 0.0108174 0.00107397 82106.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.333 262.195 0.0108148 0.00107581 82144 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.008 259.206 0.0111075 0.00113839 80247.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.988 256.807 0.0111224 0.00111189 79916.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.215 253.249 0.0113108 0.00116915 78882.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 277.875 250.402 0.0115841 0.00114363 76624.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 274.979 247.905 0.0114379 0.00118522 78028.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.087 244.694 0.012663 0.00116833 69597.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.957 241.965 0.0113877 0.00140921 80172.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.996 239.138 0.0112593 0.00114994 79134.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.111 236.137 0.0111017 0.00115707 80445.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.191 233.626 0.0114596 0.00111244 77315.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.332 231.126 0.0113319 0.00114189 78508.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.705 228.575 0.0110654 0.00110942 80353.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.036 225.912 0.0113841 0.00118752 78457.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.37 223.574 0.011677 0.00119841 76345.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.346 221.181 0.012396 0.0013527 72442.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.751 217.808 0.0128229 0.0013746 69879.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.125 215.147 0.012618 0.00171775 73392.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.775 212.626 0.0120263 0.00112369 73377 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.576 210.454 0.0117497 0.00122303 75997.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.283 207.568 0.0111886 0.00119225 80029 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.462 205.245 0.011375 0.00114728 78218.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.855 203.126 0.0112937 0.00117878 79091.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.586 200.812 0.0121853 0.00120075 72829.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.392 198.758 0.011945 0.00113911 74033.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.978 196.319 0.0118446 0.0013184 76000.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.136 193.694 0.0115342 0.00132477 78358.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.885 191.922 0.011821 0.00124711 75658.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.539 189.567 0.0120653 0.00113064 73161.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.301 186.703 0.0131678 0.00186529 70780.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.829 184.424 0.0160022 0.00187936 56645.8 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.609 182.316 0.0143171 0.00165029 63156.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.258 180.092 0.0117527 0.00116268 75543 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.933 178.63 0.0113788 0.00116762 78345.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.011 176.444 0.0131453 0.00166627 69692.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.29 174.091 0.0137629 0.00117221 63539.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.176 173.04 0.0112818 0.00111924 78720.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.256 170.226 0.0111062 0.00118496 80635.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.318 167.718 0.0115211 0.00116172 77224.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.79 166.431 0.0112957 0.00113745 78753.6 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.819 164.575 0.0118849 0.00176297 79036.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.702 162.451 0.0128866 0.00115591 68197.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.608 160.808 0.0111845 0.00120425 80158.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.551 158.41 0.0114758 0.00118136 77712.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.606 157.783 0.0111545 0.00124172 80703.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.727 155.058 0.0118968 0.00148314 76822.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.47 152.437 0.0133257 0.0012389 66187.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.543 150.942 0.0109885 0.00112163 81079.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.583 149.613 0.0119635 0.00117964 74184.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.604 147.102 0.0113799 0.00117704 78409.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.339 145.655 0.0113389 0.00111637 78258.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.697 144.226 0.012804 0.00141101 70218.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.805 141.927 0.0120007 0.00117976 73930.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.815 141.059 0.0116856 0.00116365 76031.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.092 139.509 0.0111298 0.00113475 80039.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.492 137.224 0.013561 0.00114806 64448.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.31 135.676 0.01221 0.00170097 76124.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.551 133.918 0.0111218 0.00116713 80364.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.826 132.444 0.0113418 0.00113433 78374.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.808 130.753 0.0112623 0.0012013 79515.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.274 128.892 0.0111653 0.00112071 79645 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.659 127.687 0.0111861 0.00110678 79370.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.885 125.912 0.0119131 0.00158557 77462.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.157 124.27 0.0123045 0.00118462 71943.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.406 122.759 0.0113261 0.00124799 79380 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.831 121.478 0.011229 0.00111533 79101 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.216 120.1 0.0111748 0.00111909 79557 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.674 118.484 0.0110974 0.00112132 80191.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.046 117.553 0.0109086 0.00108704 81453.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.304 116.217 0.0112868 0.00120716 79367.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.805 114.28 0.011341 0.0012646 79393.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.344 113.341 0.0112097 0.00116346 79631.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.681 112.047 0.0113385 0.00130011 79694.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.62 110.793 0.0116329 0.00117089 76467.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.85 109.786 0.011361 0.00134045 79836.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.377 107.862 0.0126931 0.00118357 69507.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.125 106.908 0.0116487 0.00141366 78162.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.597 104.916 0.0111775 0.00111791 79526.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.25 103.942 0.0128246 0.00114714 68508.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.525 102.501 0.0119472 0.001148 74079.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.953 101.345 0.0115283 0.00116477 77194.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.894 99.9426 0.0112517 0.00116647 79324.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.226 98.7909 0.01136 0.00111391 78078.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.897 97.4175 0.0115223 0.00118384 77380.9 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.492 96.2585 0.0110377 0.00111703 80640 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.258 94.7946 0.0113993 0.00119966 78434.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.935 93.7278 0.0124509 0.00129982 71742.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.687 92.4813 0.0116277 0.00112917 76201.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.249 92.0198 0.0111436 0.00111877 79801.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.271 90.4132 0.0113082 0.00116973 78907.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.211 89.2215 0.0116211 0.0012331 77012.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.025 88.2995 0.0117523 0.00112886 75305.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.471 87.1547 0.0110134 0.00112304 80886.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.223 86.2555 0.0116187 0.00122774 76990.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.1311 85.3796 0.0113707 0.00117719 78481.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.0883 83.9889 0.0117092 0.00146863 78120.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.6299 82.6018 0.0113724 0.00116119 78345.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.4745 81.6256 0.0117248 0.00121536 76121.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.5108 80.495 0.0115921 0.00140289 78514.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.2569 79.4623 0.0117255 0.00127453 76547.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.0928 78.5736 0.0112159 0.00115284 79498.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.1052 77.7012 0.0112268 0.00113913 79304.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.1986 76.5213 0.0117443 0.00112761 75353 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.0837 75.3571 0.0112682 0.00131707 80392.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.0705 74.4458 0.0117163 0.00114448 75672.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.777 73.5847 0.0119002 0.00115553 74455.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.8373 72.9979 0.0115374 0.00171813 81472.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.0365 72.4757 0.0119487 0.00116564 74190.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9855 71.3617 0.0112324 0.0011318 79203.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.1244 70.8856 0.0110826 0.00110994 80219.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.0571 69.459 0.0112217 0.0010898 78958.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.8573 68.2164 0.0113436 0.0011161 78220.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.0523 67.2891 0.0108987 0.00108892 81551.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.1827 66.8229 0.0107762 0.00106171 82350.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.2116 66.2063 0.0108458 0.00108736 81980 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.3234 65.1081 0.0108907 0.00112403 81911.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.3975 64.027 0.0117498 0.0012418 76132.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.5139 63.0309 0.0113229 0.00122073 79190.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.5114 62.7768 0.0111344 0.00111965 79882.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.8418 61.5887 0.0121037 0.00134486 74357.8 0
: 608 | 73.0115 61.6521 0.0115902 0.00106961 76041.6 1
: 609 Minimum Test error found - save the configuration
: 609 | 72.1696 60.1977 0.0123234 0.00116331 71683.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.0795 59.3964 0.0116092 0.00115279 76508.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.3118 58.3519 0.0110065 0.00110111 80764 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.2869 57.9438 0.0110561 0.00118363 81033.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.5326 57.5647 0.0110537 0.00109923 80365.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.8222 56.3661 0.0110376 0.0011011 80511.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.1154 56.0064 0.0112828 0.00113739 78853.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.4534 55.6711 0.0110928 0.00118396 80736.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.698 55.048 0.0110553 0.00109587 80325.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.7098 53.8089 0.0109466 0.00108595 81130.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.9822 53.19 0.011511 0.00113493 77100.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.0851 52.4653 0.0119722 0.0016694 77648.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.5404 51.7626 0.014213 0.00145596 62710.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.7212 51.0511 0.0123894 0.00129054 72079.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.9532 50.572 0.0119234 0.00157143 77279.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.0638 49.8196 0.0118698 0.00156845 77659.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.5328 49.2367 0.0126493 0.00136231 70877.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.0403 48.1464 0.0129057 0.00130179 68942.4 0
: 627 | 58.175 48.193 0.0118447 0.00106853 74237.6 1
: 628 Minimum Test error found - save the configuration
: 628 | 57.3509 47.7149 0.0114302 0.00121273 78297.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.6988 46.8723 0.0112618 0.00113903 79029.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.1648 46.4077 0.0116011 0.00118644 76814.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.469 45.697 0.0112979 0.00114928 78828.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.77 45.4934 0.0113612 0.00117899 78568.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.114 44.4058 0.0118559 0.00127483 75606.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.4668 44.036 0.0114243 0.001121 77645 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.7568 42.777 0.0116728 0.0012366 76656.3 0
: 636 | 52.0446 43.4425 0.0116207 0.00107583 75866.4 1
: 637 Minimum Test error found - save the configuration
: 637 | 51.5632 42.0022 0.0130709 0.00150363 69160.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.8723 41.2932 0.0125863 0.00130676 70924.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.3287 40.7075 0.0148116 0.00151579 60169.5 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.606 39.8663 0.0131227 0.00120399 67121.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.1094 39.4815 0.0112103 0.00111288 79228.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.4821 39.1341 0.0121411 0.00115731 72834.8 0
: 643 | 48.276 39.2609 0.0111751 0.00104901 79004.1 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.4146 38.0667 0.0112254 0.00113957 79319.1 0
: 645 | 46.7095 38.2405 0.0114426 0.00105268 76997.5 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.2185 36.9121 0.0116895 0.00118427 76152.9 0
: 647 | 45.8052 37.4239 0.0114992 0.00107595 76751.7 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.121 36.29 0.0117412 0.00120956 75961.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.5325 36.245 0.0115485 0.00116977 77080.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.1675 35.6615 0.0122198 0.00151377 74723.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.7869 35.3269 0.0113532 0.00119338 78741.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.0964 34.3247 0.0164941 0.00180913 54477.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.5075 34.308 0.0128314 0.00115176 68495.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.9714 33.7285 0.0149399 0.00176165 60706.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.4691 33.3584 0.0148453 0.0017527 61103.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.9033 32.5167 0.0164194 0.00183324 54846.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.3396 32.3812 0.0126834 0.00115166 69373.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.2353 31.9239 0.0141797 0.00159446 63566.4 0
: 659 | 39.9074 31.9554 0.015644 0.00169943 57369.9 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.1061 30.5245 0.0154842 0.00165181 57835.3 0
: 661 | 38.6633 30.6263 0.0161854 0.00170902 55262.6 1
: 662 | 38.3938 31.4871 0.0153371 0.00168322 58591.4 2
: 663 Minimum Test error found - save the configuration
: 663 | 38.1177 29.8004 0.0112554 0.00110714 78830.9 0
: 664 | 37.2189 30.0692 0.0114775 0.00159591 80958.6 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.7296 28.3215 0.0151981 0.00163764 58995.1 0
: 666 | 36.2859 28.8376 0.0152215 0.001575 58623.2 1
: 667 | 36.1837 28.3435 0.0161817 0.00165927 55087.2 2
: 668 Minimum Test error found - save the configuration
: 668 | 35.311 27.6255 0.0167758 0.00189717 53768.5 0
: 669 | 34.9206 27.8856 0.0149147 0.00108395 57842.2 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.7866 27.2527 0.0154654 0.00177181 58421.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.2501 26.8679 0.0154823 0.00116113 55861.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.8041 26.3463 0.0120532 0.00114478 73338 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.1832 25.8146 0.0110784 0.00114328 80522.2 0
: 674 | 32.8026 25.9104 0.0109669 0.00104001 80589.3 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.4473 25.2179 0.011122 0.00111272 79925.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.0198 24.744 0.0119987 0.00113242 73622.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.5669 24.1897 0.012312 0.00145023 73652.6 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.3794 23.8231 0.0123295 0.00120888 71938.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.9358 23.6679 0.0114402 0.00115681 77795.3 0
: 680 | 30.6505 23.8534 0.0112502 0.00108662 78712.7 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.3148 23.4108 0.0113898 0.00113268 77995 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.2726 22.4716 0.0111335 0.00112582 79938.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.359 22.113 0.0111621 0.00111893 79656.2 0
: 684 | 28.9295 22.4152 0.0120285 0.00123041 74087.1 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.6113 21.7461 0.0123657 0.00125829 72023.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.3522 21.5002 0.01348 0.00131368 65755.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.8655 21.1978 0.0121311 0.00122475 73352.1 0
: 688 | 27.4626 21.4655 0.0155299 0.0015415 57190.1 1
: 689 | 27.2071 21.232 0.0149931 0.0015442 59484.5 2
: 690 Minimum Test error found - save the configuration
: 690 | 26.8622 20.189 0.0151096 0.00161247 59272 0
: 691 | 26.5951 20.7872 0.0132174 0.00105332 65767.2 1
: 692 | 26.4073 20.603 0.0146627 0.00122684 59542.1 2
: 693 Minimum Test error found - save the configuration
: 693 | 25.9387 19.4062 0.0170719 0.00187932 52657.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.6539 19.2097 0.0175317 0.00195401 51355.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.1196 19.0474 0.0143324 0.0011735 60795.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.7296 19.001 0.0118165 0.00122105 75504.4 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.496 18.5253 0.0123027 0.00145056 73718.1 0
: 698 | 24.0676 19.3796 0.0119392 0.00119758 74476.4 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.8102 17.9785 0.0131435 0.00124282 67223 0
: 700 | 23.4759 18.0317 0.0129014 0.00124978 68660.3 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.321 17.3867 0.0118697 0.00116086 74704.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.0469 17.2835 0.0118511 0.00123686 75370.4 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.6554 17.1017 0.0126181 0.00116696 69862.2 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.4755 16.4644 0.0121542 0.0014291 74591.7 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.9997 16.3713 0.0129128 0.00139883 69481.1 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.6919 16.353 0.01196 0.00129947 75043 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.411 16.2902 0.0120411 0.00120555 73830.8 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.1156 15.9533 0.0128371 0.0014538 70278.6 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.9474 15.6229 0.0116608 0.00115564 76153.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.5845 15.5048 0.0117082 0.00140454 77642 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.361 15.0427 0.0133244 0.00115376 65732.2 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.9961 14.9731 0.0119648 0.0012264 74498.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.6783 14.407 0.0121905 0.00131858 73583.9 0
: 714 | 19.5573 14.8377 0.0119251 0.00115874 74305.6 1
: 715 | 19.303 14.6206 0.0116821 0.00106426 75344.9 2
: 716 Minimum Test error found - save the configuration
: 716 | 19.216 13.8674 0.0124055 0.00129049 71975 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.7733 13.686 0.0120512 0.0013367 74665.4 0
: 718 | 18.8782 14.1287 0.0121277 0.00122648 73386.3 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.4898 13.5584 0.0122541 0.00119469 72336.3 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.8873 13.1441 0.0122544 0.00132385 73189.4 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.8319 12.9894 0.0126417 0.00146068 71549.7 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.4871 12.7141 0.012418 0.00130664 71998.3 0
: 723 | 17.1936 13.3312 0.0136867 0.00109257 63521.4 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.1053 12.6237 0.0120031 0.00121331 74144.1 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.9464 11.977 0.0130185 0.00134688 68542.6 0
: 726 | 16.8521 12.1587 0.0129016 0.00142487 69706.1 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.3868 11.5185 0.0122117 0.00119518 72617.9 0
: 728 | 16.091 11.5203 0.0116625 0.00106788 75509.9 1
: 729 | 15.9814 11.8195 0.012195 0.00112961 72297.7 2
: 730 Minimum Test error found - save the configuration
: 730 | 15.9958 11.1016 0.0123132 0.00125572 72349.2 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5644 10.7538 0.0116191 0.0011788 76626.4 0
: 732 | 15.3683 11.11 0.0115243 0.00111913 76885.1 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.1643 10.3469 0.0118912 0.00119527 74794.7 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.8615 9.91531 0.0115044 0.00122721 77842 0
: 735 | 14.5187 9.97484 0.0126765 0.00113333 69304.9 1
: 736 | 14.554 10.4034 0.0120276 0.00107812 73062.7 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.327 9.7513 0.0115407 0.0011518 77005 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.0148 9.4649 0.0145263 0.00163713 62067.5 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.8423 9.22596 0.0157885 0.00174611 56970.4 0
: 740 | 13.7714 9.37677 0.0153639 0.00153758 57860.8 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.4622 9.13352 0.0158217 0.00171628 56715.8 0
: 742 | 13.3859 9.40052 0.015409 0.00163217 58068.7 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.2555 8.79414 0.0155902 0.00172512 57698.9 0
: 744 | 13.2042 9.26934 0.0149618 0.00133256 58697.4 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.1737 8.53344 0.0155953 0.00174725 57770 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.7281 8.42517 0.0152229 0.00135155 57672.9 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.603 7.98483 0.0155268 0.00136128 56475.3 0
: 748 | 12.6202 8.00762 0.0119359 0.00115939 74235.5 1
: 749 | 12.2531 8.40095 0.012372 0.00122562 71772 2
: 750 | 12.348 8.45133 0.0118232 0.00112599 74785.9 3
: 751 Minimum Test error found - save the configuration
: 751 | 11.9465 7.62138 0.0123801 0.00125727 71924.4 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.8042 7.1516 0.0120808 0.00133579 74453.4 0
: 753 | 11.5617 7.32275 0.011813 0.00112898 74878 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.1901 6.94246 0.0120162 0.00120827 74019.6 0
: 755 | 11.1372 7.2386 0.0115926 0.00108701 76150.1 1
: 756 | 11.0142 7.20775 0.0115242 0.0010517 76390.9 2
: 757 Minimum Test error found - save the configuration
: 757 | 10.9522 6.743 0.011781 0.00135918 76762.4 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.6372 6.53165 0.0116136 0.0011821 76690.7 0
: 759 | 10.6817 6.67923 0.0118234 0.00110195 74616.5 1
: 760 | 10.5681 7.07866 0.0120123 0.00113793 73567.2 2
: 761 Minimum Test error found - save the configuration
: 761 | 10.6067 6.35758 0.0118151 0.00117632 75196.4 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.2872 6.05042 0.0123744 0.00123436 71813.1 0
: 763 | 10.29 6.08843 0.0127281 0.00112524 68948.6 1
: 764 | 10.0852 6.33246 0.012189 0.00106852 71939.2 2
: 765 | 9.90393 7.01072 0.0118287 0.00129185 75924 3
: 766 Minimum Test error found - save the configuration
: 766 | 9.82884 5.59372 0.0123154 0.00124763 72282 0
: 767 | 9.57589 5.84306 0.0116807 0.00115821 76027.9 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.44072 5.37824 0.011632 0.00118475 76574.9 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.23849 5.02619 0.0117159 0.00124185 76379 0
: 770 | 9.10633 5.8468 0.0113657 0.00106728 77681.6 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.11577 4.92005 0.0123945 0.00167859 74655.5 0
: 772 | 9.01214 5.18708 0.0114389 0.00105931 77074.3 1
: 773 | 8.86382 5.21318 0.0117597 0.0010901 74979.6 2
: 774 | 8.63976 5.43346 0.011576 0.00111002 76438.4 3
: 775 | 8.62186 5.01834 0.011462 0.00129567 78691.1 4
: 776 Minimum Test error found - save the configuration
: 776 | 8.57232 4.437 0.0120027 0.0013161 74860.3 0
: 777 | 8.27179 4.65732 0.0118968 0.00107741 73941.3 1
: 778 | 8.22255 5.44679 0.0114742 0.00108171 76978.9 2
: 779 | 8.23074 4.93851 0.0128507 0.00113834 68304.1 3
: 780 | 8.30989 5.42737 0.0120654 0.00106219 72706.1 4
: 781 | 8.17524 4.56282 0.01209 0.0010624 72544.9 5
: 782 | 8.11706 4.82982 0.0114682 0.00108021 77011.8 6
: 783 Minimum Test error found - save the configuration
: 783 | 7.96631 4.28731 0.0121172 0.0013096 74021.8 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.6252 4.04784 0.0118898 0.0011924 74784.8 0
: 785 | 7.57094 4.09407 0.0113987 0.00107924 77523.7 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.56469 3.63177 0.0133637 0.00115262 65514.5 0
: 787 | 7.49194 4.07935 0.0115525 0.00107457 76350.7 1
: 788 | 7.49615 3.94995 0.0111408 0.00105684 79333.6 2
: 789 Minimum Test error found - save the configuration
: 789 | 7.15423 3.5275 0.0114348 0.00119279 78110 0
: 790 | 7.32247 3.55652 0.011314 0.00109623 78294.9 1
: 791 | 7.10128 3.89027 0.0111745 0.00104507 78978.1 2
: 792 | 6.9403 3.53809 0.0113127 0.0010355 77842.6 3
: 793 Minimum Test error found - save the configuration
: 793 | 6.76595 3.39133 0.0110397 0.00112656 80700.6 0
: 794 Minimum Test error found - save the configuration
: 794 | 6.95668 3.22944 0.0115168 0.00111938 76942.2 0
: 795 | 6.68007 4.05882 0.0112786 0.00106568 78332.5 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.61614 3.10186 0.0115775 0.00135489 78258.1 0
: 797 | 6.40501 3.13435 0.0112956 0.0011382 78760.6 1
: 798 | 6.39862 3.31423 0.0114082 0.00104143 77169.9 2
: 799 | 6.42219 3.37904 0.0112994 0.00104018 77978.4 3
: 800 Minimum Test error found - save the configuration
: 800 | 6.35466 3.02174 0.0112077 0.00112402 79336.4 0
: 801 | 6.28829 3.16132 0.0112976 0.00103727 77969.9 1
: 802 | 6.27367 4.12188 0.0111003 0.00107178 79772.4 2
: 803 | 6.40033 3.35576 0.011365 0.0010779 77767.4 3
: 804 | 6.11856 3.10737 0.0110493 0.00103102 79853.8 4
: 805 Minimum Test error found - save the configuration
: 805 | 5.95343 2.82742 0.0112049 0.00118158 79813.6 0
: 806 | 5.7952 3.32808 0.0113958 0.00108282 77572.2 1
: 807 | 5.70814 3.35999 0.0111342 0.00107878 79559.3 2
: 808 | 5.63711 3.16972 0.0112339 0.00107501 78748.4 3
: 809 Minimum Test error found - save the configuration
: 809 | 5.80455 2.69166 0.0112125 0.00116517 79623 0
: 810 | 5.78531 3.18766 0.0111463 0.00102709 79057.7 1
: 811 | 5.66383 3.1364 0.0114801 0.00126242 78296 2
: 812 | 5.51995 2.74929 0.0113604 0.00110817 78031.9 3
: 813 | 5.31452 3.27832 0.0113144 0.00114387 78658.7 4
: 814 | 5.42643 2.71137 0.0165434 0.00173511 54023.8 5
: 815 | 5.28194 3.13559 0.0166797 0.00174137 53553.5 6
: 816 | 5.31809 2.90616 0.0170162 0.00176706 52461.8 7
: 817 Minimum Test error found - save the configuration
: 817 | 5.05523 2.68419 0.0173694 0.00188705 51671.8 0
: 818 | 4.99394 2.77394 0.0115018 0.00109824 76896.6 1
: 819 Minimum Test error found - save the configuration
: 819 | 4.9901 2.4678 0.0116825 0.00132116 77210.5 0
: 820 Minimum Test error found - save the configuration
: 820 | 4.98217 2.44676 0.0118117 0.00114248 74981.8 0
: 821 | 5.05175 3.3848 0.0126438 0.00131313 70604.6 1
: 822 | 5.15161 2.52 0.0131534 0.00125293 67224 2
: 823 | 4.94691 2.87408 0.0109967 0.0010401 80348.6 3
: 824 | 4.88283 2.90785 0.010826 0.00102377 81614.3 4
: 825 Minimum Test error found - save the configuration
: 825 | 4.81887 2.28279 0.0110901 0.00109207 80015.9 0
: 826 | 4.85183 3.18244 0.0109093 0.00102579 80942.9 1
: 827 | 4.66588 2.71079 0.0108512 0.00103092 81464.1 2
: 828 | 4.58103 2.52475 0.0108519 0.00102755 81430.6 3
: 829 | 4.61654 2.5438 0.0112083 0.00102788 78581.8 4
: 830 | 4.54842 2.78043 0.0109722 0.00104229 80564.5 5
: 831 | 4.77165 2.64205 0.0109034 0.00102416 80978.1 6
: 832 | 4.76652 2.48082 0.0109001 0.00104038 81138.5 7
: 833 | 4.48603 2.61406 0.0115994 0.00131351 77776.4 8
: 834 | 4.38463 2.49375 0.0115253 0.00103117 76233.4 9
: 835 | 4.18812 2.65072 0.0111795 0.0010723 79151.4 10
: 836 | 4.21097 3.07048 0.0122006 0.00155487 75147.6 11
: 837 Minimum Test error found - save the configuration
: 837 | 4.1073 2.2742 0.0137676 0.00165335 66038.1 0
: 838 | 4.05698 2.3719 0.0158309 0.00167809 56525.9 1
: 839 | 3.98525 2.75299 0.0162642 0.00167714 54843.1 2
: 840 | 4.09246 2.74255 0.0156715 0.00111044 54941.1 3
: 841 | 3.88454 2.56583 0.012266 0.00110902 71703.9 4
: 842 | 4.02912 2.33408 0.0118197 0.00102449 74107 5
: 843 | 4.00026 2.69706 0.012035 0.00128018 74385.3 6
: 844 | 3.98114 2.4751 0.0121238 0.00108966 72502.3 7
: 845 | 3.8951 2.34627 0.0114233 0.00101684 76875.2 8
: 846 | 3.83284 3.42615 0.0111754 0.00101968 78773.2 9
: 847 Minimum Test error found - save the configuration
: 847 | 3.77765 2.25332 0.0109356 0.00109188 81269.8 0
: 848 | 3.53966 2.33246 0.0109782 0.00101332 80282.1 1
: 849 | 3.62634 2.68184 0.0141626 0.00170021 64193 2
: 850 | 3.63858 2.65852 0.0169105 0.00176119 52807.6 3
: 851 | 3.67378 2.68992 0.0160102 0.00105174 53481.4 4
: 852 | 3.62595 2.39956 0.0114545 0.00149287 80308.5 5
: 853 | 3.60411 3.09586 0.0120481 0.00111277 73157.3 6
: 854 | 3.49692 2.39578 0.0118676 0.00107477 74123.5 7
: 855 Minimum Test error found - save the configuration
: 855 | 3.29885 2.17685 0.0115337 0.00121548 77532.7 0
: 856 | 3.22214 2.42127 0.0114744 0.00105642 76790.2 1
: 857 | 3.24598 2.34598 0.0117619 0.0011081 75090.7 2
: 858 | 3.38361 2.57214 0.0150052 0.00155105 59461.4 3
: 859 | 3.30484 2.9752 0.0154448 0.00154237 57543.8 4
: 860 | 3.25503 2.89722 0.0157244 0.00154823 56432.7 5
: 861 | 3.25845 2.73439 0.0156891 0.00168073 57108.7 6
: 862 | 3.26062 2.5084 0.0157817 0.00159233 56380.1 7
: 863 | 3.15468 2.34891 0.0152434 0.00154883 58417.5 8
: 864 | 3.13672 2.61901 0.0151224 0.00153218 58866 9
: 865 | 3.15032 2.20099 0.0151864 0.00152276 58549.4 10
: 866 | 3.27421 2.58762 0.0150471 0.00150344 59068.4 11
: 867 | 3.01917 2.4799 0.0150352 0.0014966 59090.5 12
: 868 | 3.0286 2.73646 0.0144664 0.00144917 61456.8 13
: 869 | 2.89829 2.53183 0.0143145 0.00144695 62172.1 14
: 870 | 2.88306 2.20246 0.0156084 0.00174267 57696.4 15
: 871 | 2.8887 2.24391 0.0153228 0.00148695 57820.7 16
: 872 | 3.06391 2.93327 0.015075 0.00150238 58942.1 17
: 873 | 3.03286 2.44599 0.0149204 0.00151116 59660.4 18
: 874 | 2.85637 2.32446 0.014983 0.00153295 59479.3 19
: 875 | 2.87108 2.21382 0.0147382 0.00148031 60341.3 20
: 876 | 3.15589 2.55067 0.0147114 0.00146772 60406 21
:
: Elapsed time for training with 1000 events: 10.7 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: 0.0164 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: 0.941 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.26 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= 3.28278e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05917e+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: 0.0573 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: 0.0473 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: 0.00233 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: 0.106 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: 0.978 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: 0.0253 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00342 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: 0.0407 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00504 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: 0.00295 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000803 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: 0.106 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0116 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: 1 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.108 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 : -0.742 0.0112 5.19 1.53 | 3.214 3.233
: 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 : -0.0894 0.0440 1.71 1.10 | 3.381 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.