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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.32 sec
: Elapsed time for training with 1000 events: 0.325 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00286 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: 0.000781 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00423 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: 0.0002 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000328 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 = 31491.1
: --------------------------------------------------------------
: 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 | 33061.5 31138.9 0.0111516 0.00116059 80072.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32559.9 30589.2 0.0127351 0.00114928 69050.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31849.7 29895 0.0114554 0.00114066 77559 0
: 4 Minimum Test error found - save the configuration
: 4 | 31096.8 29211.7 0.0115963 0.00114069 76514.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30307.6 28468.9 0.0116012 0.0011389 76464.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29498.8 27545.9 0.0115226 0.0011374 77032.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28805.5 26999.6 0.0115032 0.00114526 77235.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28376.1 26645.8 0.0123343 0.00156616 74293.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 28031.9 26331.1 0.0115381 0.00112469 76823.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27716.2 26037 0.0129166 0.00129437 68833.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27417.1 25758.4 0.0129559 0.00137471 69077.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27132.5 25489.4 0.0128864 0.00112166 68000 0
: 13 Minimum Test error found - save the configuration
: 13 | 26857.7 25228.2 0.0113809 0.00111383 77919.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26587 24978.9 0.0132204 0.00174398 69707.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26329.8 24731 0.0143191 0.00134153 61644.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 26077.3 24486.5 0.0156111 0.00131325 55952.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25822.3 24254.9 0.0160244 0.00174662 56031.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25580.7 24022.9 0.0174039 0.00184438 51415.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25341.3 23794 0.0158258 0.00166071 56476.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 25102 23573.1 0.0168229 0.00146358 52085.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 24872.7 23351 0.0163614 0.00149026 53795.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24642.3 23134.1 0.0118384 0.00126681 75674.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24416.2 22921 0.0118557 0.00120304 75098.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24195.6 22708.2 0.0116298 0.00112745 76173.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23975.1 22499.4 0.0116058 0.00116572 76627.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23757.6 22294.5 0.0115868 0.00116162 76737.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23544.6 22090.9 0.0115912 0.00112571 76441.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23330.1 21894.3 0.0115787 0.00113076 76570.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23123.7 21696.1 0.0116791 0.00123112 76569.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22916.6 21501 0.0115888 0.00114066 76568.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22716.1 21303.2 0.0117192 0.00113898 75612.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22510.5 21113.3 0.01169 0.00119014 76191.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22310 20927 0.0130532 0.00117662 67359.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 22112.3 20743.1 0.0119178 0.00120365 74667.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21918.6 20558.8 0.0115791 0.0011364 76608.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21726.5 20374.7 0.0115852 0.00113577 76559.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21535.1 20193.2 0.0116579 0.00114032 76063 0
: 38 Minimum Test error found - save the configuration
: 38 | 21346.3 20013.3 0.0118411 0.00115405 74856.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21158.7 19836.3 0.0116142 0.00113934 76373.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20973.3 19661.9 0.0118591 0.00114429 74663.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20789 19491 0.0115582 0.00113197 76729.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20609.5 19319.1 0.0118274 0.00116613 75038.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20429.5 19150 0.0117529 0.0011526 75469.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20251.5 18983.3 0.0115718 0.00113673 76664.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20077.4 18815.8 0.011801 0.00114743 75092.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19901.7 18652.5 0.0117584 0.00116991 75553.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19730.7 18489.3 0.0117716 0.00115557 75357.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19555.9 18333.9 0.0118153 0.00117196 75164.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19392 18172.5 0.0125144 0.00129854 71327.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19222.2 18015.9 0.0120347 0.0011596 73562.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 19056.9 17858 0.0118807 0.00120156 74912.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18890.8 17692.9 0.0117143 0.00114555 75694.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18717.6 17531.7 0.0117465 0.00115465 75529.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18551.8 17387.1 0.0117965 0.0012307 75716 0
: 55 Minimum Test error found - save the configuration
: 55 | 18396 17224.8 0.0116739 0.00114523 75982.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18233.5 17086.5 0.0118326 0.00117944 75095 0
: 57 Minimum Test error found - save the configuration
: 57 | 18073.6 16929 0.0119514 0.00115217 74079.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 17916.1 16778.9 0.0116133 0.00114845 76446.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17758.2 16629.3 0.0117362 0.00116399 75670.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17601.2 16485.1 0.0116465 0.00114536 76182.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17447.2 16332.3 0.0118017 0.00115396 75133.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17291.7 16185.9 0.0117628 0.00119903 75730.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 17140 16045.3 0.0117247 0.00116584 75765.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16988 15892 0.0117854 0.00115976 75289.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 16836.7 15748.7 0.0118399 0.00117748 75030 0
: 66 Minimum Test error found - save the configuration
: 66 | 16684.8 15605.4 0.012271 0.0012917 72864.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16536.5 15461.7 0.0128228 0.00121045 68892.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16388.5 15318.6 0.0118373 0.00117026 74997.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16239.6 15182.8 0.012247 0.00117541 72257.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 16097.2 15043.8 0.0118228 0.00116519 75064.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15949 14909.3 0.0121602 0.00135275 74023.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15809.1 14771.7 0.0126773 0.00130707 70359.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15669 14636.3 0.0119576 0.00117285 74178.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15526.1 14503.4 0.0121467 0.0011779 72934.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15385.7 14367.6 0.0120608 0.00118937 73587.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15244.9 14238.6 0.0127375 0.00125468 69669.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15108.6 14109.6 0.0123803 0.00123493 71778.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 14971.2 13983.9 0.0122456 0.00119239 72377.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14840.8 13853 0.0121543 0.00117375 72856.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14704 13728.6 0.0119201 0.00117686 74465.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14571.7 13605.7 0.0118648 0.0011733 74826.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14444.4 13479.6 0.0118798 0.00120175 74920.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14311.2 13360.4 0.0124432 0.00121467 71247.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14184.2 13238.5 0.0120146 0.00121137 74052.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 14057.7 13117.4 0.0120244 0.00118622 73813.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13929.3 13000.2 0.0119801 0.00122009 74349.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13806 12882 0.0119444 0.00118089 74324.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13681.5 12765.2 0.0118831 0.00117947 74741.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13557.4 12651.7 0.0119055 0.0011683 74507.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13437.8 12536.2 0.0119132 0.00117342 74489.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13316.8 12422 0.0119663 0.00118724 74218.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 13197.5 12308.8 0.011915 0.00118651 74568 0
: 93 Minimum Test error found - save the configuration
: 93 | 13078.4 12197.8 0.0120964 0.00120766 73470.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12960.4 12088.3 0.0119422 0.00117271 74283.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12844.6 11978.9 0.011983 0.00118098 74060 0
: 96 Minimum Test error found - save the configuration
: 96 | 12728.7 11871 0.011968 0.00118319 74178.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12614.3 11764.6 0.0118691 0.00117276 74791.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12501.4 11658.3 0.0121709 0.00119409 72881 0
: 99 Minimum Test error found - save the configuration
: 99 | 12389.2 11553.2 0.0118241 0.00117243 75105.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12277.3 11448.7 0.0120101 0.00135067 75051.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12167.1 11345.7 0.0119533 0.00118155 74268.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12056.7 11245.2 0.0118734 0.00117015 74743.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11948.7 11144.6 0.011885 0.00117246 74679.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11842.7 11042.5 0.0118861 0.00117334 74677.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11733.3 10946.1 0.0118943 0.00117538 74634.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11629.1 10847 0.0119091 0.00118683 74611.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11524.1 10750.4 0.0120737 0.00118631 73479.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11421.1 10653.2 0.0120619 0.00118161 73527.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11317.5 10557 0.0120875 0.00117816 73331.9 0
: 110 Minimum Test error found - save the configuration
: 110 | 11215.4 10462.3 0.0119862 0.00118186 74044.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 11113.9 10369.2 0.0120976 0.00118569 73314.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 11014.9 10274.6 0.0119803 0.00118914 74134.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10914.8 10182 0.0119671 0.00118194 74176.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10815.9 10090.8 0.0119938 0.00118168 73990.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10718.4 9999.76 0.0120231 0.00121754 74035.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10621.4 9908.45 0.0121292 0.00118411 73091.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10526.3 9820.7 0.0119326 0.00119217 74484.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10429.3 9731.69 0.0122298 0.00119688 72510.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10335.7 9645.62 0.0119193 0.00118424 74522.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10243.9 9555.5 0.0119149 0.00118147 74533.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10149.8 9468.96 0.0126619 0.00138514 70942.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10057.6 9384.9 0.0129418 0.00153781 70151 0
: 123 Minimum Test error found - save the configuration
: 123 | 9967.33 9299.5 0.0131532 0.00137817 67940.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9877.79 9214.02 0.0121521 0.00134716 74040.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9785.91 9132.74 0.0121003 0.00119531 73360.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9699.25 9049.87 0.0120433 0.00118134 73651.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9611.64 8965.33 0.0119313 0.00120015 74549.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9522.92 8884.59 0.0119769 0.00121218 74316.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9436.94 8803.83 0.0120801 0.00119717 73509.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9351.5 8722.92 0.0120797 0.00119078 73469 0
: 131 Minimum Test error found - save the configuration
: 131 | 9266.86 8645.12 0.011975 0.00119079 74182.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9182.93 8564.29 0.0119052 0.00120088 74736 0
: 133 Minimum Test error found - save the configuration
: 133 | 9099.1 8486.44 0.0121471 0.00119647 73055.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 9016.73 8408.8 0.012164 0.00120828 73021 0
: 135 Minimum Test error found - save the configuration
: 135 | 8934.03 8331.49 0.012738 0.00119888 69329.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8853.13 8256.31 0.0123258 0.00121347 71992.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8772.6 8180.46 0.0119461 0.00118851 74366.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8692.4 8106.81 0.0118921 0.00118727 74732.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8614.57 8031.72 0.0120035 0.00120509 74084.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8535.27 7957.42 0.0120429 0.00119569 73751.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8457.22 7883.74 0.0119239 0.00117799 74446.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8380.76 7812.8 0.0120478 0.00118621 73653.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8303.85 7741.09 0.012372 0.00120768 71657 0
: 144 Minimum Test error found - save the configuration
: 144 | 8227.6 7672.22 0.0120487 0.00118459 73637.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8154.22 7599.32 0.0119525 0.00119062 74336.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8078.64 7529.22 0.012029 0.00119723 73856.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 8005.45 7460.97 0.0119941 0.0011816 73988.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7931.34 7392.84 0.0123295 0.00127545 72371.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7859.61 7324.27 0.0121137 0.00125679 73686.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7787.82 7255.36 0.0120002 0.00119645 74048.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7717.43 7189.17 0.0119704 0.00118014 74140.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7646.18 7122.71 0.0122809 0.00119298 72150.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7575.79 7055.84 0.0118957 0.00118383 74683.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 7507.61 6991.85 0.011927 0.00119253 74526.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7438.18 6926.56 0.0120648 0.0011826 73514.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7370.07 6863.29 0.0120524 0.00121332 73807 0
: 157 Minimum Test error found - save the configuration
: 157 | 7302.32 6800.67 0.0120606 0.0011843 73554.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7236.73 6736.99 0.0120168 0.00118334 73845.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7169.49 6674.79 0.0119641 0.00118251 74200.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7103.99 6614.04 0.0119895 0.00118277 74027.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7039.35 6555.23 0.0119628 0.00122075 74473.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 6975.14 6489.65 0.012004 0.00120493 74080.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6910.11 6434.8 0.0119638 0.00118755 74237.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6847.33 6371.68 0.0119593 0.00117947 74212.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6784.22 6314.63 0.0119335 0.00119253 74481.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 6723.43 6254.95 0.0121522 0.00124808 73366.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6659.78 6199.26 0.0120131 0.00118435 73877.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6600.95 6137.41 0.0119125 0.00118766 74593.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6538.21 6081.92 0.0121611 0.00117915 72846.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6478.65 6028.1 0.0120388 0.00118672 73718.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6419.32 5969.56 0.0122025 0.001197 72690.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6360.63 5912.49 0.0118984 0.00117752 74621.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6301.49 5860.96 0.0119741 0.00118385 74141.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6244.02 5803.95 0.0121262 0.00121889 73345 0
: 175 Minimum Test error found - save the configuration
: 175 | 6186.97 5749.1 0.0121194 0.00123485 73498.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6129.7 5697.95 0.0119144 0.00118547 74564.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6073.05 5643.21 0.0119366 0.00118644 74417.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 6017.32 5590.18 0.011919 0.00117748 74477.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5961.42 5539.8 0.0120012 0.0011841 73956.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5906.96 5486.7 0.0119439 0.00117788 74308.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5852.73 5434.04 0.0120046 0.00118473 73937.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5798.68 5386.13 0.0119133 0.00117711 74514.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5745.56 5331.69 0.0120182 0.00119006 73881.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5691.27 5287.82 0.0123906 0.0012029 71507.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5639.98 5237.82 0.0119435 0.00118029 74327.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5587.34 5186.76 0.0119555 0.00120795 74435.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5536.39 5137.57 0.0122066 0.00118962 72615.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5486.48 5090.22 0.0119661 0.0011868 74216 0
: 189 Minimum Test error found - save the configuration
: 189 | 5434.84 5039.49 0.0119755 0.00118651 74150 0
: 190 Minimum Test error found - save the configuration
: 190 | 5383.08 4998.16 0.0119815 0.00118286 74083.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5334.53 4950.67 0.0119891 0.00118533 74048.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5285.59 4901.03 0.0119709 0.00117772 74121 0
: 193 Minimum Test error found - save the configuration
: 193 | 5236.98 4860.14 0.0123931 0.00120223 71486.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5188.78 4810.62 0.0120584 0.0011842 73568.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5140.5 4767.66 0.0119853 0.00118076 74043 0
: 196 Minimum Test error found - save the configuration
: 196 | 5093.73 4719.91 0.0120235 0.00118903 73838.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5045.92 4677.29 0.0121856 0.00122921 73017 0
: 198 Minimum Test error found - save the configuration
: 198 | 4999.05 4634.3 0.01246 0.00126437 71456.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4953.42 4591.12 0.0123918 0.00123186 71685.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4908.35 4548.62 0.0122529 0.00126533 72809.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4862.62 4506.61 0.0123272 0.00122204 72038.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4817.37 4465.33 0.012472 0.0014059 72292.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4773.32 4421.92 0.0122181 0.00126581 73044.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4730.11 4379.99 0.0128288 0.00125755 69136.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 4685.35 4341.05 0.0125389 0.00127665 71034 0
: 206 Minimum Test error found - save the configuration
: 206 | 4642.8 4299.75 0.0123104 0.00125778 72381.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4600.42 4260.39 0.0122606 0.00120676 72372.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4558.47 4217.21 0.0124201 0.0012037 71324 0
: 209 Minimum Test error found - save the configuration
: 209 | 4515.71 4180.34 0.0122214 0.00124443 72880.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4474.33 4142.76 0.0121273 0.00119936 73207 0
: 211 Minimum Test error found - save the configuration
: 211 | 4433.35 4101.57 0.0122081 0.00120562 72710.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4392.03 4065.4 0.0121468 0.00121623 73189.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4352.02 4027.8 0.0121147 0.00120111 73303.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4311.84 3990.58 0.0122341 0.00122449 72663.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4273.09 3952.06 0.0126601 0.00172943 73188.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4233.78 3915.45 0.0125905 0.0011916 70182.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4194.81 3879.57 0.0123075 0.00119567 71995.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4155.49 3844.68 0.0119844 0.00118465 74076.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4118.19 3806.98 0.013366 0.00131223 66369.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4081.56 3769.87 0.0136842 0.00146335 65462 0
: 221 Minimum Test error found - save the configuration
: 221 | 4042.54 3736.03 0.0119925 0.00118292 74008.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4005.54 3702.93 0.0119883 0.00118795 74071.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3970.35 3667.17 0.0119735 0.00118624 74161.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3934.23 3630.81 0.0119729 0.00118402 74150.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3897.72 3594.67 0.0122298 0.00122593 72702 0
: 226 Minimum Test error found - save the configuration
: 226 | 3861.01 3564.88 0.0123886 0.00121155 71575.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3826.31 3531.7 0.0120359 0.001198 73814.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3792.29 3497.75 0.0121392 0.00126224 73549.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3757.37 3464.77 0.0121219 0.00120626 73289.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3722.63 3432.23 0.0119865 0.00118414 74058 0
: 231 Minimum Test error found - save the configuration
: 231 | 3689.23 3402.07 0.012706 0.0012186 69641.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3655.75 3367.64 0.0129422 0.00122172 68256.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3622.23 3337.04 0.0121379 0.00119525 73108.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3589.76 3305.48 0.012129 0.00135318 74240 0
: 235 Minimum Test error found - save the configuration
: 235 | 3556.07 3275.4 0.0122838 0.00122341 72330.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3525.29 3243.86 0.0128844 0.00120755 68511.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3491.8 3215.03 0.0129021 0.00119749 68349.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3460.44 3186.08 0.0119764 0.00118035 74101 0
: 239 Minimum Test error found - save the configuration
: 239 | 3430.08 3156.37 0.0121343 0.00122212 73312.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3398.54 3125.53 0.0119849 0.00118424 74069.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3367.27 3097.8 0.0120474 0.00121259 73836.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3337.25 3067.19 0.0120566 0.00121221 73771.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3306.09 3039.29 0.0122267 0.00118449 72449.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3276.17 3011.2 0.0119788 0.00118186 74095.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3247.15 2982.43 0.011924 0.00117927 74454.9 0
: 246 Minimum Test error found - save the configuration
: 246 | 3216.8 2955.24 0.0119777 0.00118149 74099.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3188.78 2926.77 0.011917 0.00118711 74558 0
: 248 Minimum Test error found - save the configuration
: 248 | 3158.69 2900.48 0.012637 0.00191019 74579.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3131.12 2872.71 0.0120914 0.00120037 73455.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3102.19 2846.3 0.0118977 0.00117905 74636 0
: 251 Minimum Test error found - save the configuration
: 251 | 3073.63 2820.28 0.0118878 0.00118853 74771.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3045.87 2794.74 0.011999 0.00119813 74068.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3018.49 2768.57 0.0120122 0.00119067 73927 0
: 254 Minimum Test error found - save the configuration
: 254 | 2991.82 2741.58 0.0119122 0.00118832 74599.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2963.94 2716.02 0.0122138 0.00118263 72521.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2936.78 2691.6 0.0119363 0.00119252 74461.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2910.54 2666.28 0.0121079 0.00126703 73795 0
: 258 Minimum Test error found - save the configuration
: 258 | 2884.46 2641.93 0.0119241 0.00118047 74462.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2858.07 2617.56 0.011963 0.00120262 74347 0
: 260 Minimum Test error found - save the configuration
: 260 | 2832.47 2592.88 0.012589 0.00119496 70212 0
: 261 Minimum Test error found - save the configuration
: 261 | 2806.45 2569.3 0.0120291 0.00118483 73771.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2781.37 2545.67 0.0119902 0.00118659 74049 0
: 263 Minimum Test error found - save the configuration
: 263 | 2755.9 2522.27 0.011937 0.00118051 74373.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2731.35 2498.52 0.0120614 0.00119964 73652.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2706.37 2475.62 0.0119631 0.00118997 74258.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2682.28 2452.4 0.0119974 0.00118662 74000 0
: 267 Minimum Test error found - save the configuration
: 267 | 2657.62 2430.15 0.0119024 0.00117035 74543.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2633.63 2407.48 0.0119531 0.00117871 74249.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2610.01 2385.07 0.0119942 0.00119129 74053.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2586.29 2363.27 0.0121403 0.00120384 73149.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2562.34 2342.32 0.0121945 0.00123257 72980.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2540.33 2319.49 0.0122314 0.00119325 72476 0
: 273 Minimum Test error found - save the configuration
: 273 | 2516.71 2297.93 0.0119782 0.00118227 74102.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2493.38 2277.71 0.0122487 0.00120547 72442.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2471.18 2256.83 0.0122162 0.00119201 72567.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2448.45 2236.44 0.0121005 0.00119154 73334.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2426.27 2216.46 0.0122824 0.00123569 72419.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2404.84 2195.59 0.0123402 0.00125347 72158.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 2382.85 2175 0.0119665 0.00118845 74224.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2360.58 2155.19 0.0119606 0.00119709 74325.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2339.77 2134.66 0.0121041 0.00119548 73336.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2317.79 2115.64 0.0127275 0.00122457 69547.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2296.99 2095.73 0.0122354 0.00125548 72860.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2275.89 2076.62 0.0120096 0.00119138 73949.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2254.61 2058.42 0.0121875 0.00122986 73008.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2234.84 2039.03 0.0120427 0.00119423 73742.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2213.91 2020.38 0.0119787 0.00118273 74101.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2193.72 2002.44 0.012015 0.00119191 73915.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2173.55 1983.64 0.0122077 0.00119291 72629.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2153.52 1965.55 0.0119835 0.00123505 74429.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2133.56 1947.61 0.0120899 0.00131387 74238.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2115.31 1928.57 0.012067 0.00118409 73509.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2094.18 1911.41 0.0120436 0.0011935 73731.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2074.95 1894.74 0.0120696 0.00131911 74415.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2056.8 1876.7 0.0121105 0.00122107 73465.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2036.91 1859.76 0.0119584 0.00119364 74316.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2018.33 1842.73 0.0121133 0.00119744 73287.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1999.89 1825.64 0.0130926 0.00178315 70737.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1980.91 1809.78 0.0208057 0.00228257 43189.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1962.81 1793.48 0.0149166 0.00123502 58472.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1944.98 1776.05 0.0121199 0.00120182 73272.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1926.61 1760.05 0.0121785 0.00119318 72824.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1908.97 1743.42 0.0121957 0.00121272 72839.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1890.23 1728.18 0.0120643 0.00119023 73569.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1873.01 1712.59 0.0120249 0.00118406 73795.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1855.24 1697.36 0.0120407 0.00119506 73762.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1838.96 1680.89 0.0124497 0.00132432 71907.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1821.33 1665.35 0.0121182 0.00120681 73318 0
: 309 Minimum Test error found - save the configuration
: 309 | 1803.43 1650.68 0.0121174 0.00119232 73226.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1787.46 1635.26 0.0120477 0.00120094 73754.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1770.71 1619.66 0.0120907 0.00118396 73349.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1753.25 1605.19 0.0121174 0.00123393 73505.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1736.93 1590.75 0.0129284 0.00124849 68493.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1720.2 1576.69 0.0174021 0.00172883 51042.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1705.05 1561.67 0.012269 0.0012067 72317.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1688.22 1547.24 0.0121965 0.00118779 72669.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1672.06 1533.32 0.0123356 0.00119383 71801.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1656.16 1519.62 0.0122861 0.00119678 72141.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1640.86 1505.63 0.0123769 0.00118744 71496 0
: 320 Minimum Test error found - save the configuration
: 320 | 1625.38 1491.68 0.0119908 0.00121192 74218.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1609.74 1477.84 0.0119394 0.00118046 74356.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1594.19 1464.42 0.0119179 0.00117806 74488.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1579.26 1450.76 0.0119702 0.00118093 74147.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1564.09 1437.35 0.0119545 0.00118181 74261.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1548.72 1424.75 0.0120161 0.00118382 73853.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1534.44 1411.32 0.0121659 0.00123882 73212.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1519.86 1398.1 0.0122833 0.00122568 72348.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1505.08 1385.13 0.011963 0.00118186 74203.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1490.46 1372.68 0.011925 0.00118156 74463.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1476.47 1360.22 0.0124705 0.00126405 71387.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1462.22 1347.72 0.0123443 0.00119086 71727.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1448.79 1334.71 0.0122779 0.00120212 72229.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1433.99 1322.67 0.0120561 0.00119184 73635.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1420.35 1310.91 0.0119636 0.00117947 74183 0
: 335 Minimum Test error found - save the configuration
: 335 | 1406.96 1298.54 0.0120082 0.00118277 73900.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1394 1285.91 0.0119756 0.00118187 74117 0
: 337 Minimum Test error found - save the configuration
: 337 | 1379.67 1274.47 0.0120707 0.00119529 73560.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1366.79 1262.75 0.0119846 0.00118161 74053.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1353.67 1250.42 0.0120482 0.00119332 73699.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1340.28 1238.99 0.0121814 0.00119975 72849 0
: 341 Minimum Test error found - save the configuration
: 341 | 1327.69 1227.39 0.0121641 0.0012695 73430.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1314.67 1216.46 0.0123525 0.00120443 71761.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1302.38 1204.49 0.0122604 0.00139269 73612.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1289.1 1194.28 0.0126565 0.00126502 70228 0
: 345 Minimum Test error found - save the configuration
: 345 | 1277.56 1182.34 0.0126272 0.00131963 70749 0
: 346 Minimum Test error found - save the configuration
: 346 | 1264.62 1171.37 0.0121719 0.00124054 73183.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1252.66 1160.25 0.0131551 0.00138907 67992.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1240.41 1149.44 0.0123489 0.00121413 71846.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1228.12 1139.24 0.0124522 0.00118447 70999.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1216.75 1128.18 0.0123906 0.00137678 72635.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1204.92 1117.62 0.0124271 0.00123973 71509.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1193.04 1107.3 0.012215 0.00124087 72898.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1181.43 1097.13 0.0123392 0.00118913 71748.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1170.29 1086.62 0.012415 0.00118279 71223.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1158.94 1076.01 0.0119968 0.00118401 73986.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1147.58 1066.16 0.0123809 0.00131693 72306.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1136.5 1055.95 0.0129333 0.00120608 68217.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1125.12 1046.56 0.0124224 0.00131425 72019.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1114.74 1036.01 0.012482 0.00129268 71496.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1103.53 1027.08 0.0125211 0.00135775 71662.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1093.23 1016.66 0.0122639 0.00118432 72204.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1082.22 1006.74 0.0126103 0.0011856 70023.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1071.65 997.071 0.0122265 0.00118589 72459.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1061.34 987.55 0.0124371 0.00134686 72135.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1050.67 978.594 0.0125194 0.00119398 70637.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1040.77 968.671 0.0124519 0.00119016 71037.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1030.08 959.77 0.01241 0.00134019 72268.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1020.17 950.859 0.0124835 0.00118907 70831.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1010.38 941.672 0.0120451 0.00119785 73751.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 1000.73 932.474 0.0135022 0.00149168 66608.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 990.478 923.734 0.0138328 0.00135419 64109.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 981.159 914.409 0.014259 0.0012889 61680.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 971.142 905.913 0.0138968 0.00149335 64497.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 961.695 897.39 0.0130965 0.0014838 68890.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 952.39 888.838 0.013482 0.00120109 65141.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 943.229 879.774 0.0123351 0.00122163 71984.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 933.782 871.114 0.0124277 0.00124229 71522 0
: 378 Minimum Test error found - save the configuration
: 378 | 924.499 862.594 0.01255 0.00123917 70728.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 915.496 854.19 0.0129381 0.00125623 68482.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 906.138 847.016 0.0122379 0.00118095 72352.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 897.767 838.037 0.0119233 0.00117892 74457.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 888.572 829.83 0.0121019 0.00119078 73319.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 880.016 821.845 0.011951 0.00117602 74246.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 871.157 813.947 0.0120458 0.00119053 73696.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 862.502 805.974 0.0119573 0.00121294 74457.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 854.061 797.878 0.012069 0.00118996 73536 0
: 387 Minimum Test error found - save the configuration
: 387 | 845.37 790.479 0.0121744 0.00125701 73277.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 836.941 782.689 0.012394 0.00123068 71663 0
: 389 Minimum Test error found - save the configuration
: 389 | 828.982 774.636 0.0120983 0.00121319 73494.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 820.497 767.399 0.0119662 0.00121259 74393.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 812.262 760.129 0.0121281 0.00121235 73288.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 804.639 751.819 0.0120742 0.00121971 73702.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 796.306 744.104 0.0120278 0.00118828 73804.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 787.957 736.996 0.0121272 0.00120574 73250.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 780.42 729.625 0.0121721 0.00119086 72851.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 772.648 722.088 0.0125796 0.00120531 70333.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 764.751 714.89 0.0122234 0.00121081 72643.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 757.164 707.888 0.0121375 0.00121435 73238.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 749.423 700.782 0.0122756 0.00123444 72456.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 741.909 693.788 0.0122606 0.00121881 72451.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 734.549 686.836 0.0122258 0.0012206 72693.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 727.506 679.661 0.013091 0.00140985 68486.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 719.637 673.03 0.0131192 0.00159281 69406 0
: 404 Minimum Test error found - save the configuration
: 404 | 712.629 665.939 0.0126191 0.00123688 70285 0
: 405 Minimum Test error found - save the configuration
: 405 | 705.493 658.999 0.0121452 0.00119809 73079 0
: 406 Minimum Test error found - save the configuration
: 406 | 698.323 652.53 0.0123768 0.00123293 71788.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 691.072 646.547 0.0129708 0.00118973 67905.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 684.258 640.148 0.0121257 0.00118267 73105.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 677.669 632.798 0.0122374 0.00120574 72518.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 670.26 626.92 0.0120745 0.00125605 73947.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 663.833 620.326 0.0124829 0.00147023 72643.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 656.821 614.069 0.0124383 0.0011958 71158.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 650.368 607.518 0.0122429 0.00120828 72499.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 643.471 602.036 0.0144653 0.00157204 62048 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.668 595.911 0.0122638 0.00120272 72325.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 630.966 588.656 0.0122283 0.00119896 72533.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.288 582.763 0.0122267 0.0012444 72844.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.013 576.551 0.0121084 0.00120566 73376 0
: 419 Minimum Test error found - save the configuration
: 419 | 611.677 570.759 0.0124279 0.00129397 71852.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 605.325 564.691 0.0122327 0.0011986 72502.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.105 558.831 0.0123253 0.00122647 72079.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.226 553.324 0.0125672 0.00127612 70852.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.112 547.248 0.0123355 0.00122362 71994.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 580.837 541.189 0.0126984 0.00123191 69768.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 574.434 536.201 0.0125776 0.00127052 70752.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 568.651 530.715 0.0124791 0.00119658 70906.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.065 524.671 0.0123201 0.00124308 72221.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.12 519.212 0.0122293 0.00123443 72761.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 551.167 513.805 0.0123743 0.00125168 71925.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 545.624 508.296 0.0122678 0.00121285 72365.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 539.851 503.592 0.0119354 0.0011797 74378.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.475 497.978 0.0123192 0.00123505 72174.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 529.065 492.317 0.0121323 0.00120415 73205.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.372 486.966 0.0123851 0.00120004 71523.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.194 482.358 0.012301 0.00119522 72034.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 512.633 477.199 0.0130511 0.00144094 68905.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.464 471.745 0.0126989 0.00122421 69718.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.026 466.7 0.0131548 0.00124119 67149.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 496.701 461.836 0.0126685 0.00127546 70218.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 491.747 457.128 0.0124613 0.00120341 71061.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.752 451.641 0.0127837 0.00132802 69834.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.577 446.86 0.0126558 0.00125644 70179.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.486 441.628 0.0123765 0.0011968 71558.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.35 437.034 0.0126144 0.00129116 70651.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 466.493 432.498 0.012424 0.00119413 71238.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 461.848 427.716 0.0121488 0.00118487 72966.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 456.592 423.388 0.0121932 0.00118858 72696.5 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.16 418.334 0.0120647 0.00118239 73513.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.357 414.511 0.0121826 0.0012137 72933.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 443.029 409.596 0.0121472 0.00117548 72914.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.096 404.555 0.0120556 0.00117583 73531.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.274 400.454 0.0120568 0.00118625 73593.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 428.71 396.626 0.012053 0.00117983 73575.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.344 392.067 0.0122493 0.00120733 72450.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 419.987 387.554 0.0121526 0.00122137 73185.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.778 383.111 0.0121091 0.00118101 73206 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.097 378.868 0.0120662 0.0011806 73491.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 406.749 374.949 0.0123735 0.00125718 71966.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.454 370.52 0.0121887 0.00119068 72740.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.203 366.737 0.0123127 0.00119138 71934.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.126 362.358 0.0145948 0.00191493 63092.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 389.916 358.33 0.0162078 0.00194925 56106.7 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.867 354.789 0.0199742 0.00232986 45340.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.793 350.759 0.015525 0.00120854 55879.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.681 346.87 0.0121006 0.00119915 73384.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.693 342.865 0.0175273 0.00192475 51273.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 369.535 339.027 0.0160427 0.00212024 57461 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.605 335.427 0.0187953 0.00173925 46904.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.887 331.776 0.0150178 0.00178969 60477.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.203 327.886 0.0134574 0.0011991 65261.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.388 324.343 0.0121311 0.00124675 73500.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.487 320.585 0.0122359 0.00125743 72869.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.731 317.052 0.0122371 0.00122575 72652.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.998 313.387 0.0125098 0.00127541 71210.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.281 309.492 0.0122961 0.00124831 72413 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.785 306.243 0.0121235 0.00126015 73642.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.327 303.135 0.0121821 0.00118374 72738 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.566 299.08 0.0130585 0.00192402 71848.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.964 295.6 0.0187678 0.00211427 48037.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.514 292.645 0.016242 0.00121778 53247.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 318.021 288.988 0.012085 0.0011767 73338.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.468 285.718 0.0121375 0.00118448 73039.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.363 282.103 0.0121569 0.00121555 73117 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.692 279.004 0.0120921 0.00119656 73424.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.338 276.052 0.0120999 0.00118757 73311.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.214 272.772 0.0122471 0.00120806 72470.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.09 269.721 0.012142 0.0011885 73035.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.695 266.814 0.0121924 0.00118821 72699.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.698 263.612 0.0121135 0.00118407 73196.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.248 260.599 0.0121013 0.00121074 73458.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.226 257.816 0.0122879 0.00133469 73037.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.215 254.862 0.0121133 0.00117758 73154.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.13 251.674 0.0121766 0.0012045 72912.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.998 249.559 0.0121547 0.00118028 72896.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.915 246.785 0.0121578 0.00118068 72878.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.422 243.289 0.0122064 0.00122032 72819.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.388 240.402 0.0120663 0.00120817 73677.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.078 237.719 0.0121214 0.00121829 73373.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.344 235.273 0.0121792 0.00122019 72999 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.539 232.031 0.0120774 0.00121437 73644.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.568 229.169 0.0121015 0.00118452 73280.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.614 226.53 0.01201 0.00117763 73852.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.036 223.93 0.0121351 0.00120475 73190.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.399 221.296 0.012125 0.00117123 73034.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.52 218.906 0.012131 0.00124705 73502.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.844 216.14 0.0120878 0.00117645 73317.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.033 213.741 0.0121884 0.00117189 72618.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.92 211.205 0.0122604 0.00124342 72615.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.074 208.918 0.0122688 0.00122382 72430.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.689 207.005 0.0122299 0.00122574 72699.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.157 204.699 0.0120945 0.00118298 73316.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.658 201.675 0.0121682 0.00120703 72984.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.961 199.25 0.0121034 0.00120832 73427.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.718 197.018 0.0124599 0.00123018 71239.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.142 195.006 0.0122985 0.00120369 72105.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.715 192.572 0.0121762 0.00121789 73004.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.429 190.405 0.0121795 0.00121732 72978.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.896 188.417 0.0121674 0.00120613 72984.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.632 185.637 0.0120411 0.00118127 73665.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.336 183.69 0.012152 0.00123785 73299.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.954 182.009 0.0122578 0.00118066 72220.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.779 179.453 0.0124007 0.0012186 71543 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.606 177.086 0.0121536 0.00120429 73063.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.19 174.859 0.0125025 0.001241 71038.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.749 173.193 0.0124187 0.00131588 72053.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.916 171.069 0.0123418 0.00124552 72096.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.687 169.15 0.0124561 0.00124423 71353 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.655 167.355 0.0121331 0.00119579 73144.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.561 165.17 0.0119708 0.00117951 74134.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.169 163.197 0.0121605 0.00119794 72975.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.637 161.746 0.0123973 0.00125188 71778.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.412 159.984 0.0122689 0.00124119 72544.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.057 157.932 0.0120859 0.00123639 73736.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.146 155.386 0.0121858 0.0012114 72896.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.886 153.645 0.0123191 0.00122793 72129.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.093 152.001 0.012542 0.00126064 70913.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.987 150.143 0.0122971 0.00124656 72394.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.202 148.911 0.0120538 0.00119886 73699 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.466 146.568 0.0121971 0.00117832 72603.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.341 145.495 0.0121818 0.00119018 72782.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.28 143.434 0.0130438 0.00123728 67759.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.401 141.473 0.0126648 0.00127763 70254.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.704 139.439 0.0129851 0.00132158 68589.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.668 138.859 0.0139793 0.0017119 65213.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.109 136.426 0.0137581 0.00134738 64460.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.346 134.396 0.0134514 0.00120238 65311.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.405 133.208 0.0120746 0.00119758 73549.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.146 132.364 0.0125802 0.0012479 70594.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.35 130.395 0.0123764 0.00124536 71871.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.36 128.746 0.0126462 0.00132624 70671.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.364 127.213 0.0132352 0.00128716 66956.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.726 125.685 0.013419 0.00131831 66111.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 142 123.864 0.0134213 0.00134527 66247.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.604 122.697 0.0136419 0.00153099 66056.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.018 122.017 0.0134291 0.00122149 65533.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.483 120.16 0.0121642 0.00118476 72863.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.682 118.613 0.0132495 0.00135381 67251.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.943 116.684 0.0130143 0.00135685 68625.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.372 115.612 0.013286 0.00134104 66973.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.955 113.983 0.0128516 0.00121247 68733.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.322 112.834 0.0127155 0.00129308 70037.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.471 111.075 0.0125625 0.00128632 70946.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.473 109.662 0.0123171 0.00126801 72404.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.099 109.13 0.0122312 0.00119794 72508 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.433 106.863 0.0121895 0.00120223 72811.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.853 105.388 0.0120672 0.0012303 73821.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.348 104.272 0.0148631 0.00193968 61902.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.938 103.674 0.0171592 0.00209964 53122.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.556 102.112 0.0145548 0.0014348 60975.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.017 101.477 0.0129599 0.00141587 69299.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.909 99.0269 0.0127686 0.00132306 69896.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.402 97.9552 0.0122091 0.001218 72786.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.947 97.0189 0.0124305 0.00118094 71114.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.651 95.7428 0.0123796 0.00140888 72921.6 0
: 575 | 109.824 96.6672 0.0128402 0.00115387 68456.3 1
: 576 Minimum Test error found - save the configuration
: 576 | 108.389 93.6787 0.0124697 0.00121879 71105.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.997 92.0152 0.012323 0.00139974 73238.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.541 91.203 0.0124677 0.0012016 71009.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.321 89.9375 0.0131414 0.00131365 67637.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.034 88.7173 0.0133509 0.00126428 66188.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.795 87.5668 0.0131377 0.00143831 68379.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.633 86.9118 0.0149276 0.00142452 59245.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.3024 85.4234 0.0127144 0.00121901 69593.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.5067 84.9332 0.0127194 0.00125067 69754.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.0712 83.3603 0.0120251 0.00121495 74004.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.9277 82.3848 0.0119872 0.00118304 74045.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.7551 81.1873 0.0124626 0.00119652 71009.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.7926 80.015 0.0120383 0.00120603 73853.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.6328 78.6281 0.0122272 0.0011895 72479.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.3316 78.23 0.0120327 0.00118976 73780.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.2932 77.053 0.0122437 0.00118552 72344.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.2071 76.0013 0.0118921 0.00120361 74846.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.2291 75.4165 0.0119631 0.00118081 74196 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.2403 73.9852 0.012213 0.00118573 72547.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.2282 72.8663 0.0119956 0.0011816 73978.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.4151 72.6377 0.0119754 0.00117962 74103.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.3317 71.4266 0.0119254 0.00117696 74429.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.3206 70.4598 0.0119432 0.00117493 74292 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.3174 69.8936 0.0120411 0.00119549 73762.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.2672 68.4542 0.012021 0.00117671 73771.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.3497 68.299 0.0126909 0.00133811 70467.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.4247 67.0884 0.0127716 0.00126132 69503 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.4295 66.2566 0.012969 0.00129392 68522.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.6799 65.0701 0.0129536 0.00125931 68409.2 0
: 605 | 76.7354 65.2509 0.012809 0.00122282 69047.6 1
: 606 Minimum Test error found - save the configuration
: 606 | 75.848 63.6513 0.0128273 0.00127741 69265 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.8887 62.7674 0.012947 0.00135957 69040 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.8402 61.7489 0.0128923 0.00133756 69236 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.1099 60.9535 0.0127114 0.00124596 69775.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.1997 60.4185 0.0128065 0.00125766 69271.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.2432 59.0623 0.0128347 0.00130998 69416.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.376 58.3845 0.0128142 0.00124198 69131.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6239 57.9001 0.0128613 0.0013487 69489.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.9657 56.7894 0.0125893 0.00117538 70089.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.2535 55.9058 0.0127557 0.00130296 69852.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.0555 55.4295 0.0127855 0.00127027 69473.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.2715 54.462 0.0127779 0.0013454 69975.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.0014 54.2735 0.0126421 0.0012554 70257.5 0
: 619 | 65.1732 54.5453 0.0127278 0.00120441 69423.9 1
: 620 Minimum Test error found - save the configuration
: 620 | 64.381 52.665 0.012691 0.00131845 70344.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.3789 52.1107 0.012678 0.00125527 70035.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.5312 51.5589 0.0126883 0.00123137 69826.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.8759 51.1798 0.0127488 0.0012532 69591.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.1113 50.4345 0.0129103 0.00132031 69025.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.5028 49.2169 0.0128688 0.00135747 69496.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.7024 48.2946 0.0127398 0.00125581 69662.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.0336 47.812 0.012844 0.00125773 69047.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.1966 47.0265 0.0127693 0.00118683 69069.7 0
: 629 | 57.5012 47.3928 0.0127382 0.00120604 69371.2 1
: 630 Minimum Test error found - save the configuration
: 630 | 57.4537 46.5946 0.0127063 0.00129253 70090.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.3771 44.9227 0.0128447 0.00127966 69174 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.6027 44.4955 0.0130132 0.00130576 68332.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.8174 43.9774 0.0127414 0.00119472 69284.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.1528 43.2451 0.0127969 0.00127472 69431.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.4865 42.7824 0.0128355 0.00130609 69387.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.9811 41.9485 0.0127897 0.00131587 69724.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.2177 41.1496 0.0126944 0.00124803 69890.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.5496 40.8543 0.0128236 0.00125526 69154.5 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.0778 40.4335 0.0128024 0.00126017 69310.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.4861 40.1971 0.0127936 0.00130372 69626.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.9644 39.2048 0.0125984 0.00118362 70084.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.4775 38.4127 0.0127484 0.00124934 69571 0
: 643 | 49.1733 38.7477 0.0128298 0.00124852 69077.2 1
: 644 Minimum Test error found - save the configuration
: 644 | 48.1494 37.9972 0.0128055 0.00132923 69708.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.6724 36.7201 0.0125475 0.00126558 70910.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.0404 36.502 0.0126891 0.00124702 69917.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.5717 35.735 0.0127777 0.00129747 69685.3 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.7259 35.2023 0.013 0.00126727 68185.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.4474 35.0076 0.0128502 0.00134987 69563 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.7512 34.2132 0.0126904 0.00125818 69977.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.1306 33.9962 0.0128662 0.00126915 68983.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.702 33.6602 0.0127237 0.00127547 69879.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.2017 33.1094 0.0127566 0.00126538 69618.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.8338 32.6483 0.0126625 0.0012293 69971.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.1114 32.0362 0.0127001 0.00123056 69750.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.7332 31.28 0.0128572 0.00136856 69633.8 0
: 657 | 41.125 31.8906 0.0127225 0.00123885 69664.3 1
: 658 Minimum Test error found - save the configuration
: 658 | 41.3892 31.0478 0.0127051 0.00121952 69652.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.411 30.48 0.0127842 0.00124484 69328 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.7956 29.8119 0.0127839 0.00126146 69429.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.2848 29.3416 0.0127109 0.00131445 70197.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.8001 29.3015 0.012692 0.00124789 69905.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.3864 28.3679 0.0129188 0.00126799 68665 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.6854 28.2414 0.0127919 0.00128035 69495.5 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.355 27.5922 0.012693 0.00124874 69904.3 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.899 27.1518 0.0127145 0.00131386 70171.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.4335 26.5821 0.0127115 0.00124806 69786.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.0702 26.2023 0.0126605 0.00126144 70181.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.8381 25.9388 0.0128701 0.00126251 68920.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.2532 25.6225 0.0127065 0.00125601 69866.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.6271 24.8932 0.0126647 0.00123107 69968.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.3139 24.5304 0.0130554 0.00127475 67908 0
: 673 | 34.1167 24.8283 0.0129252 0.00121351 68307.7 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.7418 24.0537 0.0130233 0.00128001 68124.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.1918 23.6057 0.0130177 0.00126872 68091.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.9727 23.3001 0.0128362 0.00124843 69038.5 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.4186 23.1297 0.0127756 0.00126449 69497.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.9377 22.6049 0.0127894 0.00134939 69929.8 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.3927 22.4597 0.0128556 0.00133856 69462.2 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.1047 22.2458 0.0127731 0.00126383 69509.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 31.0225 21.9364 0.0127985 0.00128135 69461.7 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.4199 21.0718 0.0129182 0.00125963 68619.1 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.8903 20.8645 0.0130437 0.00127317 67966.1 0
: 684 | 29.7035 20.8844 0.0130377 0.00123265 67767.3 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.2695 20.3244 0.0129769 0.00131831 68619 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.7558 19.9852 0.0131506 0.00131809 67610.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.5612 19.5903 0.0131321 0.00129593 67589.2 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.9809 19.2651 0.0129193 0.00127956 68729.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.6032 19.0684 0.0130793 0.00132329 68050 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.55 18.8715 0.0129954 0.00128668 68324.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.19 18.604 0.0129252 0.00127055 68642.1 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.639 18.0976 0.0129927 0.00126673 68224.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.234 18.0383 0.0129439 0.00123467 68322 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.9388 17.9171 0.01285 0.00125346 68986.3 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.7091 17.7425 0.0128574 0.00125207 68933.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.3274 16.9576 0.0128892 0.00127285 68868.3 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.951 16.5891 0.0127385 0.00137025 70371.7 0
: 698 | 24.6213 17.3103 0.0128625 0.00130556 69222.3 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.4587 16.5791 0.0128774 0.00128567 69014.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.0069 16.2213 0.0128142 0.00124511 69149.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.7444 16.0432 0.0129177 0.00127254 68697.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.3511 15.4755 0.0129786 0.00128508 68413.8 0
: 703 | 23.0041 16.3003 0.0128838 0.00122376 68610.6 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.9555 15.3059 0.012921 0.00127535 68694.9 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.4593 14.8913 0.0129642 0.00128609 68504 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.1628 14.8168 0.0130402 0.00126203 67922.1 0
: 707 | 21.7769 14.9326 0.012791 0.00125292 69335.4 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.5315 14.421 0.0129965 0.00126155 68172.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.2997 14.1479 0.0129815 0.00128195 68378.5 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.0111 13.9569 0.0129422 0.00127258 68554.2 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.5817 13.6411 0.0128798 0.00134467 69353.1 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.3466 13.6178 0.0129412 0.00136958 69134.5 0
: 713 | 20.3163 13.6965 0.0129544 0.00130912 68697.6 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.9703 13.1016 0.0129495 0.00134296 68926.6 0
: 715 | 19.7225 13.2537 0.0129987 0.00134997 68676.8 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.4226 12.7576 0.0128737 0.00133365 69323.8 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.1191 12.4182 0.0131782 0.00138895 67858.6 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.8947 12.1681 0.0129871 0.00139694 69023.8 0
: 719 | 18.6136 12.4184 0.0127249 0.00115755 69160.5 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.4464 11.9497 0.0129882 0.00128276 68344.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.2651 11.4038 0.0132182 0.00144361 67942.8 0
: 722 | 18.1529 12.3986 0.0129115 0.00134507 69165.5 1
: 723 | 17.9623 11.5544 0.0130324 0.00132705 68344.8 2
: 724 Minimum Test error found - save the configuration
: 724 | 17.5827 11.1032 0.0131417 0.00137322 67977.9 0
: 725 | 17.3251 11.2042 0.0129628 0.00134881 68882.2 1
: 726 Minimum Test error found - save the configuration
: 726 | 17.198 10.7984 0.0130104 0.00133772 68536 0
: 727 | 16.9323 11.5656 0.0129026 0.00130984 69008.4 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.7065 10.7905 0.0128767 0.00135916 69459.4 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.435 10.5271 0.0128535 0.00128812 69172.1 0
: 730 Minimum Test error found - save the configuration
: 730 | 16.0892 10.4159 0.012843 0.00125264 69022.8 0
: 731 | 15.9122 10.4721 0.0128636 0.00123062 68769.8 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.7588 9.79576 0.0129844 0.00125435 68201 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.3626 9.63526 0.0129379 0.00127017 68565.1 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.1959 9.54868 0.0128599 0.00129274 69161.5 0
: 735 | 14.9927 9.61226 0.0128082 0.00123743 69139.6 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.7576 9.49629 0.0129463 0.00133429 68893.9 0
: 737 | 14.5531 9.60713 0.0128498 0.00130576 69299.6 1
: 738 | 14.5641 9.63323 0.0128368 0.00124911 69038.8 2
: 739 Minimum Test error found - save the configuration
: 739 | 14.4407 8.90194 0.0128671 0.00126997 68982.5 0
: 740 | 14.2022 8.95382 0.0126628 0.00114724 69471.2 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.9627 8.33774 0.0128801 0.00135437 69409.9 0
: 742 | 13.6598 8.67593 0.0128053 0.00127876 69405.2 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.5006 8.16594 0.0129278 0.00132815 68967.7 0
: 744 | 13.44 8.21435 0.0129625 0.00131334 68674.6 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.2706 7.89905 0.0126996 0.00125271 69888.3 0
: 746 Minimum Test error found - save the configuration
: 746 | 13.0852 7.60172 0.0127854 0.00124049 69294.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.8223 7.55612 0.0128184 0.00128436 69360 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.6002 7.17815 0.0129002 0.0012675 68771.8 0
: 749 | 12.2794 7.34083 0.0128695 0.001271 68974.4 1
: 750 | 12.1574 7.47372 0.0130327 0.00123767 67825.1 2
: 751 | 12.1271 7.34345 0.0129734 0.00123769 68167.9 3
: 752 Minimum Test error found - save the configuration
: 752 | 12.1053 6.89412 0.0131473 0.001291 67474.8 0
: 753 | 11.7866 7.5899 0.0128743 0.00125563 68854.8 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.7039 6.59783 0.0129649 0.00129915 68576.9 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.4333 6.30976 0.0128465 0.00135879 69639.8 0
: 756 | 11.3302 6.57353 0.0126951 0.00117311 69432.5 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.1428 6.23568 0.0129517 0.00127371 68505 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.1499 5.91007 0.0129108 0.00127608 68759.6 0
: 759 | 11.2118 7.29365 0.0130024 0.00122463 67924.6 1
: 760 Minimum Test error found - save the configuration
: 760 | 11.0438 5.76659 0.0129397 0.0012609 68499.9 0
: 761 | 10.9607 6.1058 0.0129369 0.00123139 68343.7 1
: 762 | 10.6092 6.22013 0.0129666 0.00122371 68126.2 2
: 763 Minimum Test error found - save the configuration
: 763 | 10.9574 5.5907 0.0129111 0.00126773 68708.4 0
: 764 | 10.3155 5.64041 0.0127089 0.00122849 69683.8 1
: 765 Minimum Test error found - save the configuration
: 765 | 10.1079 4.83929 0.012953 0.00135257 68963.1 0
: 766 | 9.95287 5.01805 0.0129073 0.001322 69052.9 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.67261 4.79502 0.0129799 0.00135202 68800.4 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.70929 4.77801 0.0129513 0.00135236 68972 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.49668 4.51562 0.0128546 0.0012901 69177.2 0
: 770 | 9.49475 4.68557 0.0127904 0.00121604 69118.1 1
: 771 | 9.51646 4.78147 0.012873 0.00122164 68661.3 2
: 772 | 9.482 4.68188 0.0128736 0.00122865 68699.2 3
: 773 | 9.25847 4.78178 0.0128353 0.00122901 68927.9 4
: 774 Minimum Test error found - save the configuration
: 774 | 9.33256 4.32771 0.0129237 0.0012607 68592.9 0
: 775 Minimum Test error found - save the configuration
: 775 | 9.27058 4.23847 0.0128517 0.00133574 69469 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.78015 4.03616 0.0127096 0.00125153 69819.7 0
: 777 | 8.9035 4.04354 0.0128032 0.00123153 69134.3 1
: 778 | 8.61611 4.08866 0.012731 0.00122434 69524.8 2
: 779 Minimum Test error found - save the configuration
: 779 | 8.44628 3.8999 0.0127947 0.00133062 69783.2 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.31169 3.54503 0.0130872 0.00128103 67761.4 0
: 781 | 8.16347 3.79037 0.0128042 0.00126793 69346.6 1
: 782 Minimum Test error found - save the configuration
: 782 | 8.16496 3.46541 0.0127537 0.00128906 69780 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.94359 3.2312 0.0127709 0.00124588 69414 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.83589 2.87282 0.0129757 0.00129712 68501.6 0
: 785 | 7.76596 3.19406 0.0128965 0.00122854 68563.6 1
: 786 | 7.65379 2.9371 0.0127837 0.00121785 69169.4 2
: 787 | 7.66913 3.15565 0.0127383 0.00121545 69427.6 3
: 788 Minimum Test error found - save the configuration
: 788 | 7.51785 2.81739 0.0126865 0.00125088 69956.8 0
: 789 | 7.35991 3.00649 0.0127492 0.00124162 69519.3 1
: 790 | 7.36733 2.92615 0.0127217 0.00122047 69558.1 2
: 791 | 7.28741 2.87693 0.012649 0.00126846 70295.5 3
: 792 | 7.04347 3.14083 0.0126712 0.00120626 69778.1 4
: 793 Minimum Test error found - save the configuration
: 793 | 7.10467 2.61276 0.0126808 0.00125918 70042.9 0
: 794 | 7.03989 2.75771 0.0126301 0.00126278 70377.3 1
: 795 | 6.77148 2.87025 0.0127169 0.0012246 69612 2
: 796 | 6.77264 3.00306 0.0127122 0.00122535 69645 3
: 797 | 6.73693 2.7218 0.0127605 0.00120717 69244.3 4
: 798 | 6.5562 3.02938 0.0126848 0.00125542 69995.2 5
: 799 | 6.43046 2.62662 0.0126501 0.00121154 69939 6
: 800 | 6.34009 2.62508 0.0126186 0.0012016 70070.9 7
: 801 | 6.26643 2.82752 0.0125209 0.00114746 70339.1 8
: 802 Minimum Test error found - save the configuration
: 802 | 6.29822 2.41364 0.0127841 0.00123957 69297.1 0
: 803 | 6.35383 2.69474 0.0126633 0.00118625 69704.3 1
: 804 | 6.33456 3.0367 0.0125311 0.00120221 70615.8 2
: 805 | 6.1384 2.75278 0.0125966 0.00123262 70398.1 3
: 806 Minimum Test error found - save the configuration
: 806 | 5.83458 2.35266 0.0126338 0.00130309 70604.7 0
: 807 | 5.81992 2.56423 0.0126468 0.00122991 70071.6 1
: 808 | 5.89755 2.60545 0.0125739 0.00115134 70036.9 2
: 809 | 5.8683 2.73774 0.0124436 0.00114578 70810.1 3
: 810 | 5.73077 2.79729 0.0126897 0.00121536 69720.6 4
: 811 | 5.61995 2.57616 0.0128688 0.00122473 68704.3 5
: 812 | 5.57617 2.52493 0.0127013 0.0012744 70010 6
: 813 | 5.59969 3.18486 0.0126289 0.00121054 70062.4 7
: 814 | 5.45838 2.8216 0.012753 0.00125773 69593.8 8
: 815 | 5.28588 2.74595 0.0128292 0.00121889 68904.3 9
: 816 | 5.21953 2.73678 0.012741 0.00128342 69822.8 10
: 817 | 5.4019 3.18074 0.0126957 0.00121474 69680.8 11
: 818 | 5.23769 2.90259 0.0127381 0.00119179 69286.4 12
: 819 | 5.19214 3.08313 0.0127159 0.00119003 69409.3 13
: 820 | 5.07283 3.20755 0.012579 0.0011998 70303.4 14
: 821 | 5.09415 3.10348 0.0126966 0.00120143 69594.3 15
: 822 | 4.9777 2.93476 0.0127839 0.00122747 69225.8 16
: 823 | 5.00204 2.86559 0.0126468 0.001263 70275.1 17
: 824 | 5.05574 2.96099 0.0127393 0.00124007 69570.1 18
: 825 | 4.8192 2.62538 0.0128692 0.00122093 68680 19
: 826 | 4.85524 3.04164 0.0128622 0.00122028 68717.1 20
: 827 | 4.87315 3.30429 0.0126651 0.00129025 70330.7 21
:
: Elapsed time for training with 1000 events: 10.4 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: 0.0149 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: 0.975 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.173 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= 3.30719e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08439e+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: 0.0422 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: 0.0437 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: 0.00159 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: 0.124 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: 1.01 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: 0.0245 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00286 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: 0.0437 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00507 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: 0.00198 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00051 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: 0.121 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0136 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.997 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.112 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 : -1.14 -0.289 5.88 1.62 | 3.215 3.216
: 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 : -0.446 -0.243 2.21 1.13 | 3.338 3.332
: 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.