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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A 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:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.336 sec
: Elapsed time for training with 1000 events: 0.34 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00323 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: 0.000906 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00436 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: 0.000243 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0004 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 = 31524
: --------------------------------------------------------------
: 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 | 32994.8 31046.7 0.0125032 0.00124394 71052.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32401.4 30428.1 0.0124272 0.00131735 72008.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31673.4 29771.6 0.0129534 0.00132343 68787.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 30941 29121.9 0.0131963 0.00134236 67488 0
: 5 Minimum Test error found - save the configuration
: 5 | 30195.7 28336.5 0.0134796 0.00120111 65154.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29300.5 27353.1 0.0120977 0.00121876 73536.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28570.5 26760 0.0118408 0.00116419 74929.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28116.5 26396.3 0.0120939 0.00120991 73502.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27767.1 26076.3 0.0118464 0.00118779 75057 0
: 10 Minimum Test error found - save the configuration
: 10 | 27450.8 25780 0.0121105 0.00120509 73357.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27150.7 25502.2 0.0120642 0.00135927 74731.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 26865.3 25236.8 0.0118429 0.00118523 75063.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26592.7 24977.7 0.0121257 0.00128544 73798.8 0
: 14 Minimum Test error found - save the configuration
: 14 | 26326.8 24725.9 0.0124591 0.00138627 72249.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26068.5 24479.5 0.0123655 0.00116455 71422.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 25813.4 24241.6 0.0119203 0.00121507 74729.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25566.9 24007 0.012073 0.00119783 73561.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25323.6 23777.4 0.0117699 0.00118991 75614.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25085.5 23551.1 0.0124957 0.00120152 70833 0
: 20 Minimum Test error found - save the configuration
: 20 | 24851.4 23328 0.0154274 0.00118546 56172.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24619.3 23110.4 0.0117664 0.0012523 76088.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24391 22897.1 0.0120443 0.00115572 73471.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24169.4 22683.1 0.0118919 0.00117733 74665 0
: 24 Minimum Test error found - save the configuration
: 24 | 23946.5 22474.5 0.0122344 0.00118018 72370.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23729.4 22267.4 0.0117935 0.00113025 75024.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23512.6 22065 0.0119865 0.00115777 73877.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23300.3 21864.5 0.0120038 0.00119612 74021.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23091.7 21664.3 0.0120373 0.00119155 73761.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 22884 21466.9 0.01736 0.00130053 49814.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22677.3 21274.3 0.0121119 0.00114988 72979.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22475 21083.2 0.0121346 0.00126289 73585.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22276.3 20891.9 0.0125685 0.00116151 70132.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22077.6 20703.6 0.0120846 0.00116935 73291.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 21879.6 20520.7 0.0116759 0.00121159 76450 0
: 35 Minimum Test error found - save the configuration
: 35 | 21685.5 20340.3 0.0120562 0.00114896 73345.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21497.3 20156.6 0.0121763 0.00114397 72514.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21307.5 19975.6 0.0129022 0.00124051 68600.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21117.2 19800.5 0.0122962 0.00115336 71795.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 20932.5 19626 0.0128252 0.00117739 68682.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20748.6 19453.5 0.0120477 0.00122017 73885.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20568.8 19279.7 0.0117624 0.00117283 75546.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20387.3 19109.5 0.0123076 0.00121343 72109.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20206.6 18942.7 0.0123208 0.00118496 71839.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 20030.8 18767.8 0.0121165 0.00126068 73693.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 19848.8 18599.8 0.011877 0.00117367 74743 0
: 46 Minimum Test error found - save the configuration
: 46 | 19679.9 18435.1 0.0117783 0.00118146 75494.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19505.8 18281.2 0.0117437 0.00116196 75602.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19335.5 18116.5 0.0118929 0.00123344 75050.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19162.3 17949.4 0.0116573 0.0011464 76111.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 18992.9 17793.9 0.0120505 0.00121709 73845.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 18825.5 17638.2 0.0126614 0.00119745 69783.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18660.5 17480.4 0.0120563 0.00123334 73917 0
: 53 Minimum Test error found - save the configuration
: 53 | 18501.1 17323.6 0.0120517 0.00118985 73652.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18340.4 17182 0.0120217 0.00121879 74054.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18176 17019.3 0.0120196 0.00114598 73572.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18013.3 16865.6 0.0122307 0.00119327 72480.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 17852.9 16713.2 0.0121645 0.00123242 73179.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17696.4 16562 0.0121371 0.00132036 73959.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 17541.7 16408.4 0.0127496 0.00142155 70621.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17381.2 16269.1 0.0129599 0.0012329 68218.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17229.2 16116.5 0.0124914 0.00124486 71132.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 17075.6 15972.3 0.012244 0.00124062 72705.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 16920.6 15828.9 0.0121942 0.00119874 72757.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 16771.4 15686.6 0.0121538 0.00123212 73248.6 0
: 65 Minimum Test error found - save the configuration
: 65 | 16621.4 15542.6 0.0133406 0.00150176 67574.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16473.3 15401.6 0.0129958 0.00131052 68462.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16324.8 15261.9 0.0127357 0.00129345 69916.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16179.5 15120.9 0.0136531 0.00132933 64915.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 16032.2 14983 0.0127675 0.00135449 70095.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 15887.4 14849.9 0.0144567 0.0016675 62552.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 15746.2 14713 0.013342 0.00128443 66348.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15604.7 14577.9 0.0170162 0.00238359 54672.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15462.1 14446.2 0.0187629 0.00118739 45518 0
: 74 Minimum Test error found - save the configuration
: 74 | 15323.6 14316.2 0.0116564 0.00116663 76264.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15187.5 14184 0.0116439 0.00115246 76252.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15050.5 14053.5 0.011764 0.00120289 75749.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 14913.8 13927.2 0.0120478 0.00121938 73879.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 14780.8 13799.8 0.0119081 0.00115744 74413.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14646.7 13675.8 0.0121054 0.00128617 73942.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14516.2 13551.5 0.012401 0.00126474 71837.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14384.3 13430.7 0.0122221 0.00121023 72649.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14257.5 13307.3 0.0117006 0.00117227 75985.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14128 13187 0.0116015 0.00115312 76566.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14000.6 13068.6 0.0145554 0.00121846 59983.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 13876.3 12949 0.0140524 0.001226 62371.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13750 12833.5 0.0119204 0.00116198 74360.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13629.3 12714.8 0.0118049 0.00117103 75231.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13503.4 12601.7 0.011725 0.00119226 75953.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13384 12487.4 0.0115934 0.00114303 76552 0
: 90 Minimum Test error found - save the configuration
: 90 | 13263.8 12373.5 0.0117477 0.00116209 75574.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13143.8 12262.2 0.0116493 0.00118875 76477.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13025.5 12151.2 0.0115997 0.00115755 76612.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 12909.1 12041.1 0.0116082 0.0011506 76499.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12791 11935 0.0117902 0.00115466 75219.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12678.5 11825.9 0.0115643 0.00114804 76803.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12563.2 11718 0.0117498 0.00116986 75614.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12450.5 11612.5 0.01497 0.00157863 59740 0
: 98 Minimum Test error found - save the configuration
: 98 | 12338.1 11508.6 0.0119229 0.00116238 74346 0
: 99 Minimum Test error found - save the configuration
: 99 | 12226.5 11404.6 0.0177714 0.00119157 48251.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12116.1 11303 0.0127418 0.00185303 73470.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12007.7 11201.5 0.012756 0.00129536 69803.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 11898.2 11101.4 0.011913 0.00117772 74520.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11793.1 11000.3 0.0120691 0.00116057 73337.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11687.4 10899.3 0.0116159 0.0011479 76423.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11579.9 10801.4 0.0116009 0.00114232 76492 0
: 106 Minimum Test error found - save the configuration
: 106 | 11476.4 10703.7 0.0117696 0.00115507 75368.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11370.7 10609.1 0.0116674 0.00118676 76331.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11269.9 10513.2 0.0116156 0.00115675 76490 0
: 109 Minimum Test error found - save the configuration
: 109 | 11169.3 10417.8 0.0116715 0.00120917 76464.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11066.5 10323.9 0.012048 0.00115225 73423 0
: 111 Minimum Test error found - save the configuration
: 111 | 10966.6 10232.8 0.0115364 0.00114249 76968 0
: 112 Minimum Test error found - save the configuration
: 112 | 10868 10140.7 0.0115192 0.00114858 77140.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10769.4 10050 0.011651 0.00115378 76210.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10672.9 9957.49 0.0130708 0.00198815 72184.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10574.9 9868.49 0.0132818 0.00117675 66088.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10481.1 9777.93 0.0118108 0.00115578 75081.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10384.8 9690.29 0.011766 0.00118664 75619.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10290.7 9604.46 0.0134812 0.00185334 68800.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10198.5 9515.66 0.0139144 0.00117278 62786.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10104.5 9433.04 0.0118002 0.00119427 75429.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10014.7 9345.18 0.0116361 0.0011546 76325.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 9922.65 9261.88 0.0117293 0.00117998 75834.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9833.53 9179.4 0.0145484 0.0011571 59740.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9744.74 9095.14 0.011907 0.00132933 75630.9 0
: 125 Minimum Test error found - save the configuration
: 125 | 9655.35 9012.02 0.0122222 0.00126172 72989.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9567.01 8933.82 0.0118295 0.00115252 74927.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9481.7 8850.76 0.0126755 0.00115893 69465 0
: 128 Minimum Test error found - save the configuration
: 128 | 9394.45 8771.47 0.0116176 0.00121358 76893.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9309.74 8690.95 0.0115991 0.00116883 76699.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9225.12 8614.09 0.0127674 0.00163537 71864.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9141.7 8534.88 0.0119535 0.00120858 74453.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9057.25 8458.8 0.011688 0.00119898 76269.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 8975.2 8381.74 0.0118181 0.00118198 75215.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 8894.13 8304.84 0.011814 0.00118964 75298.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8812.83 8232.52 0.0118496 0.00125973 75543.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8732.42 8157.82 0.0118091 0.00117355 75219.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8654.76 8079.79 0.0122479 0.00125235 72756.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8573.73 8009.48 0.0130533 0.00117709 67361.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8495.62 7937.18 0.0119126 0.00116052 74404.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8418.72 7866.27 0.0120148 0.00122663 74155.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8341.79 7795.34 0.0123103 0.00136264 73075 0
: 142 Minimum Test error found - save the configuration
: 142 | 8264.92 7723.41 0.0126459 0.00133177 70707.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8192.01 7651.84 0.0122798 0.00127013 72663.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8115.61 7581.89 0.0120799 0.0011608 73266.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8040.9 7516.94 0.011643 0.00115262 76260.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 7968.55 7449.36 0.0118011 0.00115094 75116.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 7895.46 7374.48 0.01218 0.00124153 73136.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7822.6 7311.03 0.0117456 0.00116207 75589.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 7752.55 7241.62 0.0115754 0.00117222 76899.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7680.8 7179.61 0.011991 0.0012315 74353.1 0
: 151 Minimum Test error found - save the configuration
: 151 | 7610.39 7111.94 0.0116429 0.00115323 76265.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7540.29 7047.82 0.0116183 0.00114949 76417.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7472.72 6984.3 0.0115741 0.00114823 76732.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7403.82 6919.81 0.0115632 0.00114476 76786.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7335.76 6858.48 0.0115461 0.0011485 76940.8 0
: 156 Minimum Test error found - save the configuration
: 156 | 7269.63 6794.5 0.0115655 0.00114785 76792.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 7202 6735.24 0.0115855 0.00115313 76684.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7136.29 6672.11 0.0115372 0.00114454 76977.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7071.13 6609.38 0.0116728 0.00123824 76668.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7005.82 6553.1 0.0116084 0.00116263 76586.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 6941.21 6490.19 0.0115785 0.00114876 76704 0
: 162 Minimum Test error found - save the configuration
: 162 | 6878.44 6435.98 0.0116433 0.0011647 76346.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6814.83 6375.28 0.0116989 0.00116182 75922.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6752.7 6315.95 0.0116541 0.00115207 76175.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6691.21 6259.39 0.0116361 0.0011643 76395.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6629.34 6200.52 0.0116207 0.00117634 76596 0
: 167 Minimum Test error found - save the configuration
: 167 | 6568.05 6140.66 0.0116181 0.00114921 76417.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6507.54 6089.77 0.0116547 0.00116225 76245.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6448.63 6029.58 0.0122934 0.00119647 72092.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6388.96 5970.96 0.012082 0.00116263 73264.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6330.21 5916.87 0.0117373 0.00115894 75625.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 6270.81 5867.23 0.0116942 0.00116039 75946.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6214.42 5810.37 0.0115965 0.00115267 76600.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6157.05 5758.88 0.0121506 0.00125562 73428.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6099.57 5705.31 0.0125141 0.00121838 70823.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6044.03 5648.89 0.0120686 0.00116552 73373.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 5987.93 5601.11 0.0122443 0.00117839 72294.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 5933.25 5545.52 0.012042 0.00117213 73597.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 5878.96 5497.24 0.0119379 0.00133413 75445.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5824.25 5443.53 0.0123678 0.00122174 71774.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5770.44 5393.9 0.0125127 0.00156015 73042.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5716.99 5341.86 0.0119863 0.00117378 73988.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5663.76 5293.5 0.0121642 0.00116973 72763.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5612.89 5239.65 0.0120514 0.00119718 73704.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5560.92 5196.54 0.0122242 0.00138263 73789.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5507.85 5149.23 0.0141401 0.00221668 67094.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5458.55 5094.11 0.0148297 0.00118911 58648.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5407.9 5052.59 0.011876 0.0011676 74707.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5357.72 5008.95 0.011698 0.00119046 76135.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5307.93 4959.62 0.0117286 0.00116167 75707.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5259.71 4910.41 0.0117245 0.00121277 76105.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5210.5 4864.95 0.0120432 0.00119132 73720 0
: 193 Minimum Test error found - save the configuration
: 193 | 5162.97 4830.26 0.0119998 0.00121148 74154.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5116.04 4779.57 0.0118615 0.00119339 74989.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5067.2 4736.91 0.0118179 0.00117751 75185.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5021.05 4680.88 0.0120178 0.00117563 73786.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 4974.76 4641.16 0.0117413 0.00116247 75622.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 4928.24 4599.82 0.0117664 0.00115861 75416.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4883.71 4552.29 0.011688 0.00115638 75961.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4838.1 4518.49 0.0117705 0.00117115 75476 0
: 201 Minimum Test error found - save the configuration
: 201 | 4793.52 4465.3 0.0117305 0.00115931 75677.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4749.29 4437.24 0.0119732 0.00116794 74037.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4706.18 4392.9 0.0121763 0.00123957 73148.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4661.04 4342.41 0.0120508 0.00116919 73518.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4619.32 4311.1 0.0119405 0.00115739 74190.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4576.17 4271.97 0.0118029 0.00120957 75518.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4534.8 4223.19 0.0118428 0.00117213 74971.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4492.8 4189.28 0.012354 0.0011832 71615.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4451.33 4150.77 0.011974 0.00117316 74068.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4410.91 4116.71 0.0119395 0.0011609 74221.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4369.57 4064.51 0.0116253 0.00115194 76384.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4329.41 4037.4 0.0115623 0.0011519 76846.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4290.21 3997.62 0.0116408 0.00116016 76331.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4249.97 3957.68 0.011658 0.00116617 76250.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4211 3926.89 0.0116616 0.00116167 76190.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4172.91 3889.53 0.0116027 0.00115304 76557.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4134.28 3855.77 0.0116902 0.00117656 76091.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4096.75 3811.44 0.0118368 0.0011795 75065.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4058.66 3775.06 0.0117836 0.00121198 75674.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4021.63 3740.09 0.0116272 0.00114891 76348.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 3984.55 3713.97 0.0115771 0.00114825 76710.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3949.44 3667.59 0.0115629 0.00114522 76792.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 3911.9 3630.72 0.0116451 0.00115544 76265.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3876.12 3600.89 0.0116071 0.00115831 76564 0
: 225 Minimum Test error found - save the configuration
: 225 | 3841.25 3568.19 0.0116563 0.00115625 76189.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3805.98 3532.72 0.0117321 0.00120526 75996.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3771.48 3497.91 0.0117785 0.00118105 75490 0
: 228 Minimum Test error found - save the configuration
: 228 | 3736.85 3472.74 0.0116551 0.00117968 76369.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3702.57 3436.47 0.0116079 0.00116045 76573.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3669.12 3396.48 0.0117455 0.00116698 75625.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3636.15 3366.67 0.0118269 0.00121399 75379.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3601.91 3334.64 0.0126435 0.00131034 70589.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3569.62 3308.64 0.0130456 0.00127193 67948.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3537.5 3273.09 0.0126038 0.00120178 70162.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3504.83 3242.98 0.0118939 0.00120707 74858.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3472.65 3213.28 0.0118783 0.00119097 74855.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3441.61 3185.13 0.0118735 0.00129782 75645.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3410.31 3152.13 0.0116426 0.00115943 76312.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3378.96 3121.8 0.0116473 0.00116131 76292.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3348.42 3093.05 0.0116856 0.0011712 76086.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3317.18 3066.99 0.011737 0.00119382 75878.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3288.55 3034.81 0.0117006 0.00116622 75942 0
: 243 Minimum Test error found - save the configuration
: 243 | 3257.95 3006.64 0.0121207 0.00119162 73199.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3228.28 2979.3 0.0120541 0.00120892 73765.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3197.93 2952.25 0.0119168 0.00117334 74464 0
: 246 Minimum Test error found - save the configuration
: 246 | 3170.36 2924 0.0119456 0.00118817 74367.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3140.76 2898.74 0.0126692 0.00140188 71002 0
: 248 Minimum Test error found - save the configuration
: 248 | 3112.73 2868.58 0.0124114 0.00119712 71337.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3083.67 2842.05 0.0119602 0.00118185 74222.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3056.1 2818.14 0.0120901 0.00117451 73289.9 0
: 251 Minimum Test error found - save the configuration
: 251 | 3028.39 2789.73 0.0123079 0.00120036 72023.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3000.98 2762.57 0.0119882 0.00121493 74257.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 2973.51 2737.4 0.0133096 0.00128979 66556.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2946.47 2712.56 0.0146976 0.00126304 59547.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2919.71 2685.52 0.0135885 0.00202111 69160.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2893.6 2661.1 0.014372 0.00189286 64107.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2867.26 2636.42 0.0121618 0.00133262 73874.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2841.08 2611.43 0.0152894 0.0013171 57256.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2815.28 2586.48 0.0124829 0.00126122 71290.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2789.49 2562.32 0.0126471 0.00119932 69882.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2764.75 2539.3 0.0118657 0.0011716 74807.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2739.58 2514.93 0.0116554 0.00116425 76254.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2714.08 2493.4 0.0117444 0.00117421 75684.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2690.05 2468.66 0.0118338 0.00116388 74976.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2665.37 2445.43 0.011711 0.00116396 75850.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2641.72 2423.01 0.011686 0.00116834 76062.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2617.56 2400.32 0.0117633 0.00120744 75787.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2593.15 2379.43 0.0116685 0.00124222 76729.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2570.55 2357.42 0.011812 0.00117018 75175.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2546.82 2335.14 0.0127062 0.00132522 70292.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2523.77 2313.78 0.0118905 0.0011898 74761.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2500.96 2291.72 0.0116944 0.00116095 75948.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2478.28 2269.73 0.0120593 0.00116232 73414.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2455.8 2249.3 0.0128974 0.00119843 68382 0
: 275 Minimum Test error found - save the configuration
: 275 | 2432.81 2228.66 0.011643 0.00115722 76293.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2411.48 2209.13 0.0145391 0.00224338 65063.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2388.97 2188.31 0.0136248 0.0011705 64234.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2366.94 2168.25 0.011716 0.00116438 75817.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2345.86 2149.81 0.0116663 0.00115624 76117.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2324.99 2127.94 0.0116805 0.00116072 76047.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2303.23 2107.15 0.0115909 0.00114649 76596.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2281.95 2088.03 0.0116308 0.00117344 76501.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2261.12 2069.2 0.0116719 0.00115562 76072.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2239.86 2049.82 0.0116924 0.00120826 76305.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2220.02 2032.12 0.0119432 0.00125083 74820 0
: 286 Minimum Test error found - save the configuration
: 286 | 2198.99 2012.19 0.0116699 0.00116026 76120.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2179.54 1993.53 0.0115805 0.00114727 76678 0
: 288 Minimum Test error found - save the configuration
: 288 | 2159.08 1974.03 0.0117285 0.00117548 75807.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2138.63 1957.91 0.0115549 0.00114609 76857.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2119.83 1939.13 0.0118349 0.00136178 76385.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2099.56 1921.62 0.0116865 0.00115552 75966 0
: 292 Minimum Test error found - save the configuration
: 292 | 2080.28 1904.81 0.0117476 0.00116396 75588.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2061.76 1885.8 0.0116939 0.00115959 75942.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2042.4 1867.89 0.0118093 0.00117024 75194.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2023.01 1851.47 0.0118265 0.00118689 75191.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2004.4 1835.75 0.0118275 0.00120963 75344.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 1985.95 1816.74 0.0118034 0.0011587 75155 0
: 298 Minimum Test error found - save the configuration
: 298 | 1967.07 1801.3 0.0117683 0.00115754 75395.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1949.23 1784.11 0.0117594 0.00117286 75567.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1930.61 1767.42 0.0119468 0.00116536 74201.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1912.92 1751.12 0.0118494 0.00116763 74893.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1895.15 1735.23 0.012104 0.00124581 73677 0
: 303 Minimum Test error found - save the configuration
: 303 | 1877.02 1719.47 0.0122063 0.0011699 72487.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1859.9 1703.43 0.0119596 0.00119456 74314.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1841.95 1687.86 0.0122237 0.00120541 72606.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1824.7 1672.25 0.0117086 0.00115935 75834.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1807.34 1658.27 0.0117747 0.00116676 75415.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1791.23 1641.31 0.011744 0.00116426 75616 0
: 309 Minimum Test error found - save the configuration
: 309 | 1773.5 1627.27 0.0119177 0.00116673 74411.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1756.85 1612.07 0.0117422 0.00116954 75666.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1740.54 1596.7 0.0119743 0.0011831 74134.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1724.02 1581.66 0.0122695 0.00127031 72732.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1707.2 1568.2 0.0121341 0.00118368 73056.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1691.72 1553.22 0.0119427 0.00122541 74645.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1675.18 1538.91 0.0123839 0.0011721 71353.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1659.85 1524.38 0.0124108 0.00139172 72601.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1643.42 1510.09 0.0123484 0.00118079 71635.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1628 1496.48 0.0119017 0.00116505 74511 0
: 319 Minimum Test error found - save the configuration
: 319 | 1612.48 1483.67 0.0117817 0.0011721 75403.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1597 1469.59 0.0116547 0.0011852 76412.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1581.76 1456.63 0.0146279 0.00118117 59493.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1566.66 1442.6 0.0118355 0.00116203 74952.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1551.86 1428.88 0.0117394 0.00116596 75661.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1536.71 1416.08 0.0117225 0.00116136 75749.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1522.36 1403.08 0.0117925 0.00116092 75247.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1507.61 1389.66 0.0117956 0.00123422 75748 0
: 327 Minimum Test error found - save the configuration
: 327 | 1493.02 1377.57 0.0117226 0.00116699 75789.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1478.97 1364.13 0.0117006 0.00116132 75906.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1464.75 1350.76 0.0118712 0.00115896 74681 0
: 330 Minimum Test error found - save the configuration
: 330 | 1450.3 1339.61 0.0117756 0.00115873 75351.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1436.72 1326.82 0.0117685 0.00118562 75593.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1422.84 1314.55 0.0117838 0.00116978 75372.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1409.55 1302.01 0.011858 0.00117919 74914.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1395.88 1289.38 0.0117212 0.0011523 75693.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1381.82 1277.95 0.0117641 0.00115834 75430.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1368.94 1265.96 0.0117229 0.00116318 75759.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1355.63 1254.89 0.0118282 0.00122367 75439.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1342.53 1243.17 0.0132681 0.00152066 68099.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1329.61 1231.15 0.0134965 0.00133987 65807.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1316.92 1219.12 0.0141453 0.00156711 63602.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1303.77 1208.86 0.0122955 0.00128818 72678.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1291.51 1197.64 0.012388 0.00118088 71383 0
: 343 Minimum Test error found - save the configuration
: 343 | 1278.84 1185.87 0.0131169 0.00134356 67950.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1266.72 1175.2 0.0128056 0.00122815 69100 0
: 345 Minimum Test error found - save the configuration
: 345 | 1254.64 1163.94 0.0123283 0.00116982 71694.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1242.74 1152.24 0.0118303 0.00120081 75262.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1230.19 1141.3 0.0119288 0.001233 74795.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1218.21 1130.93 0.0117987 0.00121422 75582.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1206.27 1121.09 0.0122076 0.0013325 73562.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1195.05 1109.68 0.0122953 0.00117474 71938.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1183.04 1099.82 0.0116935 0.00116243 75965.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1171.91 1089.61 0.0116467 0.0011533 76238.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1160.92 1078.62 0.0117459 0.00118035 75718 0
: 354 Minimum Test error found - save the configuration
: 354 | 1149.04 1068.51 0.0137902 0.00128961 63997.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1138.11 1058.32 0.0129592 0.00116637 67837.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1126.58 1048.51 0.0127361 0.00132243 70091.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1116.08 1038.39 0.0138367 0.00139698 64310 0
: 358 Minimum Test error found - save the configuration
: 358 | 1104.95 1028.66 0.0138052 0.0013107 64028.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1094.19 1018.66 0.0130977 0.00119715 67223.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1083.76 1009.12 0.0128819 0.00123618 68694.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1073.04 1002.25 0.0131015 0.00127885 67666.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1063.25 991.615 0.0133635 0.00179438 69149.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1052.89 980.64 0.0130186 0.00129832 68257.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1041.95 970.92 0.0123007 0.00125285 72412.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1031.49 961.932 0.0121508 0.00119385 73013.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1021.91 952.413 0.0117225 0.00118931 75950.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1011.76 943.037 0.0117008 0.0011653 75934 0
: 368 Minimum Test error found - save the configuration
: 368 | 1001.8 934.669 0.0133211 0.00224749 72243.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 991.779 925.091 0.0123528 0.00122414 71886.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 982.071 916.283 0.0120108 0.00120557 74038.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 972.597 907.328 0.0117119 0.00119758 76086.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 962.899 898.455 0.0117174 0.00117327 75871.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 953.215 890.196 0.0117041 0.00115895 75864.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 944.292 881.342 0.011927 0.00119612 74551 0
: 375 Minimum Test error found - save the configuration
: 375 | 934.97 872.581 0.0117551 0.00116671 75554.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 925.492 864.364 0.011742 0.00118167 75754.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 916.421 855.671 0.0124175 0.00128633 71870.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 907.319 847.821 0.0124755 0.00118952 70884.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 898.413 839.401 0.0118193 0.00118152 75203.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 889.678 831.074 0.0121569 0.00125327 73370.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 880.571 823.162 0.0117766 0.00116423 75383.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 872.344 814.889 0.0120974 0.00119433 73373.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 863.601 807.044 0.011781 0.00116261 75340.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 854.906 798.939 0.011851 0.00117311 74921.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 846.295 791.075 0.0117678 0.00117542 75526 0
: 386 Minimum Test error found - save the configuration
: 386 | 837.919 783.364 0.0117656 0.00117061 75507.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 829.648 775.61 0.0117124 0.00116418 75842.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 821.202 768.116 0.011735 0.00116911 75715.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 813.435 760.057 0.0117138 0.00116901 75866.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 804.854 752.836 0.0117804 0.00118596 75511.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 797.181 745.228 0.0118381 0.00116512 74955.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 788.922 738.202 0.0116946 0.00116411 75969.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 781.504 729.987 0.0117016 0.00115813 75876.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 773.033 723.304 0.0118777 0.00117876 74773.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 765.532 716.278 0.0116926 0.00117791 76084.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 757.928 709.227 0.0117374 0.00116499 75668.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 750.312 701.734 0.01179 0.00116453 75290.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 742.396 695.331 0.0118165 0.0012013 75363.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 735.44 688.153 0.0122503 0.00122803 72580.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 727.661 681.199 0.0121596 0.00118889 72921.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 720.703 673.928 0.0118959 0.00118685 74702.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 713.235 667.164 0.0147747 0.00120203 58941.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 705.829 660.535 0.0117888 0.00117751 75391.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 699.386 653.416 0.0118665 0.00120069 75005.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 691.897 646.939 0.0126019 0.00127064 70600.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 685.375 640.15 0.0129912 0.0012384 68068.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 677.425 634.213 0.0120161 0.00120881 74024.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 671.066 627.46 0.0125287 0.00119716 70599.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 664.431 620.822 0.014638 0.00203507 63477.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 657.559 614.73 0.0139619 0.00124423 62904.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 650.723 608.069 0.0124404 0.00122386 71323.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 644.128 601.855 0.0123031 0.00120706 72098 0
: 413 Minimum Test error found - save the configuration
: 413 | 637.276 595.863 0.0123428 0.0012502 72120.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 631.037 590.575 0.0121553 0.00119667 73001.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 624.757 583.635 0.0121842 0.00126178 73243.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 618.296 577.734 0.0128145 0.00121852 68989.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 611.761 571.753 0.0117795 0.00117802 75461.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 605.52 565.821 0.0117183 0.00116918 75835.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 599.562 559.34 0.0122739 0.00130396 72926.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 592.995 553.788 0.0120547 0.00116334 73452.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 587.305 547.556 0.0116514 0.00115925 76247.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 580.79 542.46 0.01179 0.00116531 75296.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 575.133 537.077 0.0120021 0.00116246 73803.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 569.063 531.028 0.0119936 0.00116564 73882.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 563.464 525.648 0.0117205 0.00116828 75813.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 557.486 519.737 0.0117325 0.00117188 75752.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 552.026 514.137 0.0117828 0.00116715 75360.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 545.843 509.488 0.0117257 0.00116332 75740.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 540.419 503.443 0.0117425 0.0011684 75656.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 534.732 498.514 0.0121336 0.00118083 73040.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 529.248 492.973 0.0124976 0.00121895 70930.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 523.636 487.811 0.012415 0.00128758 71894.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 518.37 482.133 0.0124492 0.0013895 72334.5 0
: 434 Minimum Test error found - save the configuration
: 434 | 512.797 477.017 0.0120335 0.00118599 73749.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 507.497 471.843 0.0118663 0.00116974 74790.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 502.181 466.894 0.0118645 0.00117446 74835.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 496.806 462.127 0.0119244 0.00119881 74587.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 491.936 457.121 0.0121328 0.00119874 73165.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 486.725 451.938 0.0119011 0.00120094 74765.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 481.511 447.374 0.0127198 0.0012902 69993.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 476.546 442.456 0.011747 0.00116874 75626.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 471.541 437.689 0.0118001 0.00116226 75203 0
: 443 Minimum Test error found - save the configuration
: 443 | 466.532 433.158 0.0116716 0.00116804 76164.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 461.971 428.333 0.0117892 0.00116417 75293.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 457.089 423.279 0.0121769 0.00116764 72666.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 452.261 418.622 0.0118262 0.0012961 75973 0
: 447 Minimum Test error found - save the configuration
: 447 | 447.613 413.773 0.0118131 0.00117468 75199.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 442.567 409.62 0.0118237 0.0011819 75175.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 437.972 405.505 0.01178 0.0011662 75373.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 433.887 400.533 0.0117616 0.00116645 75506.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 429.053 396.63 0.0119114 0.00116579 74448.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 424.689 392.55 0.0125306 0.00127529 71077.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 420.009 387.745 0.0124648 0.00117079 70834 0
: 454 Minimum Test error found - save the configuration
: 454 | 415.719 383.695 0.0122027 0.0012023 72724.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 411.241 379.372 0.0118124 0.0011683 75159.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 407.014 375.161 0.0120353 0.00117594 73668.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 402.5 371.364 0.0137202 0.00145729 65237.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 398.264 366.533 0.0133809 0.00116367 65481.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 394.094 362.783 0.0117739 0.0011587 75363.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 390.109 358.95 0.013423 0.00202947 70215.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 385.86 354.419 0.0188929 0.00203943 47468 0
: 462 Minimum Test error found - save the configuration
: 462 | 381.425 350.838 0.0156194 0.00117124 55370.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 377.559 346.702 0.0117487 0.00119941 75834.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 373.598 343.245 0.0117137 0.00117394 75903 0
: 465 Minimum Test error found - save the configuration
: 465 | 369.652 339.616 0.0117469 0.00116128 75574.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 365.586 336.315 0.0117512 0.00116651 75580.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 362.071 331.517 0.0117463 0.00119552 75823.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 358.163 327.947 0.0116884 0.00116593 76027.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 354.535 324.221 0.0117388 0.00115655 75598.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 350.313 320.435 0.0118883 0.00132087 75704.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 346.659 316.691 0.0118766 0.00119653 74905.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 342.918 313.495 0.0121523 0.00150559 75140.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 339.499 309.645 0.0179435 0.00119407 47762.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 335.782 306.184 0.0125586 0.001207 70474.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 331.904 303.259 0.0117567 0.00116359 75520.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 328.7 299.611 0.0116859 0.00116206 76018.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 325.086 295.942 0.011707 0.00118257 76013.2 0
: 478 Minimum Test error found - save the configuration
: 478 | 321.606 292.848 0.0124221 0.00197996 76612.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 318.05 289.11 0.0126101 0.00116618 69906.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 314.624 286.799 0.0116773 0.00116382 76092.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 311.221 282.358 0.0117645 0.00116209 75454.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 307.68 279.285 0.0117136 0.00121988 76235.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 304.49 275.912 0.0116499 0.00116449 76296.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.241 272.933 0.0116428 0.00115741 76296.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 297.961 269.713 0.0117426 0.00115809 75581.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 294.643 266.533 0.0117054 0.00118396 76035.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.356 263.609 0.011687 0.00119428 76243.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.551 261.077 0.0116641 0.00115587 76130.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 285.257 257.879 0.0119324 0.00119161 74482.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 282.299 255.761 0.0118423 0.00120619 75215.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.118 251.642 0.0117989 0.00119429 75438.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 275.863 249.552 0.0147927 0.00129833 59284 0
: 493 Minimum Test error found - save the configuration
: 493 | 272.99 246.116 0.0123559 0.00119497 71678.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.115 243.295 0.0118859 0.00118917 74789.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.392 241.348 0.01242 0.00117423 71138.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.331 238.039 0.01264 0.00119283 69886.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.368 234.647 0.0119451 0.00116415 74204.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 258.741 232.132 0.0117868 0.00120069 75571.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 255.448 229.804 0.0129039 0.00123085 68533.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 252.892 226.984 0.0119223 0.00121641 74725.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.005 224.197 0.0121203 0.00125724 73644.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.308 221.782 0.012735 0.0011995 69350.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 244.715 218.849 0.0117648 0.00116631 75482.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.209 216.502 0.0117537 0.00116776 75571.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.319 214.297 0.0120146 0.00118497 73871.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 236.646 211.531 0.0118211 0.00117903 75173.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.19 208.916 0.0118 0.00117567 75298.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 231.423 206.8 0.0117977 0.00118816 75403.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.075 203.921 0.01192 0.00121475 74729.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.14 201.276 0.011804 0.00118294 75321.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 223.755 199.149 0.0118608 0.00116525 74797.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.496 196.681 0.0119674 0.00121014 74368.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 218.998 194.64 0.0118454 0.00127671 75695.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 216.485 192.028 0.0119086 0.00118964 74634.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.296 190.465 0.0117179 0.00116641 75818.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 211.892 188.177 0.0157128 0.00118693 55074.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.636 186.14 0.0118985 0.00120081 74782.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.229 183.294 0.0119435 0.00120699 74512.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 204.813 181.141 0.0118621 0.00117268 74840.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.677 179.417 0.0141445 0.00135126 62533 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.579 177.094 0.0117482 0.001168 75612.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 197.982 174.84 0.0116855 0.00116127 76015.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 195.856 172.76 0.013204 0.00172067 69666 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.452 170.607 0.0127214 0.00118507 69346 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.494 168.752 0.0125992 0.00146147 71828 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.336 166.596 0.0120057 0.00116752 73812.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.346 164.798 0.0117262 0.00116573 75754 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.047 163.074 0.0116872 0.00116998 76065.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.174 161.304 0.0116984 0.00116635 75958.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 180.967 159.195 0.0117876 0.00116825 75333.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.787 157.125 0.0117599 0.00117429 75574.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 176.917 154.988 0.0117112 0.00117438 75924.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.796 153.813 0.0117747 0.00117502 75473.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 172.848 151.395 0.0117851 0.0011653 75331 0
: 535 Minimum Test error found - save the configuration
: 535 | 170.992 149.549 0.0117547 0.00116487 75544.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.023 148.204 0.0119406 0.0011787 74336.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.085 147.337 0.0119222 0.00133171 75539.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.08 145.25 0.0123032 0.00118342 71944 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.221 142.808 0.0124296 0.00117582 71087.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.62 140.91 0.0117238 0.00116962 75799.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.543 139.758 0.0118038 0.00122545 75626.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.619 137.77 0.0116912 0.00116688 76014.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.766 135.945 0.0118443 0.00119684 75135.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.924 134.403 0.011714 0.00116435 75831.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.426 132.564 0.0118998 0.0011674 74540.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.755 131.064 0.0118796 0.00119465 74871.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.619 129.808 0.0118186 0.00116837 75115.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.929 128.372 0.0124293 0.00117608 71091 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.324 126.378 0.0119715 0.00117265 74081.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.454 125.474 0.0117333 0.00116105 75670.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.092 123.41 0.0118119 0.00116567 75143.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.253 121.952 0.0119491 0.00118296 74307.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.547 120.751 0.0118649 0.00122753 75206.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.997 119.065 0.0116562 0.0011733 76314.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.524 117.577 0.0117365 0.00116016 75640.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.872 116.19 0.0117471 0.00116694 75613.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.225 114.823 0.0127519 0.00119705 69235.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.601 113.696 0.0119295 0.00143894 76258.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.079 111.703 0.0123893 0.00116588 71279.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.019 110.956 0.0119073 0.00117437 74537 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.271 109.717 0.0117002 0.00116604 75943.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.829 108.107 0.0118432 0.00118029 75026.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.052 106.699 0.0117434 0.00116394 75617.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.83 105.539 0.0117836 0.00116433 75334.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.221 104.185 0.0118062 0.0012139 75526.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.716 102.817 0.0123131 0.00134331 72927.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.411 101.435 0.0119501 0.00120138 74427.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.966 99.9435 0.0118516 0.00120495 75140.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.427 98.9572 0.0119478 0.00117508 74261.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.383 97.984 0.0118701 0.00119323 74928.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.223 96.5683 0.0117295 0.00119857 75966.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.496 95.2564 0.0122314 0.00120345 72543 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.202 93.7955 0.0117976 0.00116526 75242.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.063 93.6894 0.0117555 0.00117338 75598.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.77 91.6119 0.0118852 0.00120886 74932 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.42 91.0632 0.0118915 0.00120185 74838.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.271 89.4252 0.0122746 0.00127219 72711.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.977 88.3453 0.0122529 0.00117511 72216.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.74 87.8344 0.0118133 0.00116645 75139.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.981 87.3305 0.0122258 0.00137643 73736.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.4975 84.9066 0.0121754 0.00116397 72651.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.9915 83.6478 0.0120295 0.00116467 73631.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.9787 82.7069 0.0118095 0.00118627 75307 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.6635 81.8015 0.0121808 0.00123802 73107.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.5098 80.5609 0.0121724 0.00125462 73274.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.452 79.5779 0.0124624 0.00138469 72217.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.4067 78.5927 0.0117661 0.00118851 75631.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.2239 78.1033 0.0121248 0.00119279 73179.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.1434 76.4507 0.0118951 0.00116437 74552 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.0805 75.8506 0.0122148 0.00121877 72753.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.2481 74.4761 0.0117082 0.00118175 75999.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.9925 74.1838 0.0117489 0.00116622 75594.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.1605 72.9951 0.0117462 0.00115837 75558.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.9048 71.8363 0.01187 0.00118118 74844.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.9649 71.2001 0.0116884 0.00118964 76199.1 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.8513 70.0677 0.0118928 0.00117123 74616.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.9893 69.1192 0.0130668 0.00125844 67748.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.0173 68.1867 0.0121334 0.00119764 73154.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.0977 68.0492 0.0119187 0.0012337 74871.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.2846 66.1699 0.0117892 0.00116453 75296.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.211 65.2784 0.0120783 0.001184 73433.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.1251 64.6506 0.0118674 0.00119038 74927.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.4611 63.8551 0.0120646 0.0012075 73684.8 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.5833 63.1229 0.0117478 0.00116617 75603 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.4197 62.5543 0.0118517 0.00118858 75024.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.5572 61.3601 0.0141632 0.00204273 66003.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.8745 60.5088 0.0130551 0.00117465 67337.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.8356 59.8484 0.0117357 0.00116346 75669.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.1555 58.8999 0.011844 0.00117582 74989.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.3073 58.3061 0.0125816 0.00120277 70306 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.3476 57.1977 0.0118027 0.00118187 75323.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.442 56.2815 0.0117561 0.00118521 75679.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.6699 56.157 0.0120843 0.00121716 73616.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.9149 55.7205 0.0136617 0.00124847 64447.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.2342 54.6 0.0120005 0.00120812 74126.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.6238 53.7925 0.0117686 0.00117917 75547.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.5386 52.8361 0.0118961 0.00121772 74917.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.7105 52.0109 0.0122609 0.0012074 72375 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.0047 51.32 0.0125165 0.00118918 70625.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.347 50.8783 0.0120226 0.00118916 73845.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.445 50.1635 0.0118273 0.00117355 75090.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.8395 49.3001 0.0117872 0.00117273 75368.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.2335 48.715 0.0117535 0.00117328 75612.6 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.2639 47.7115 0.01183 0.00119662 75235 0
: 625 | 58.5219 47.9437 0.011666 0.00112036 75860.4 1
: 626 Minimum Test error found - save the configuration
: 626 | 57.9648 46.738 0.011814 0.00117212 75174.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.0387 45.9747 0.0119963 0.00117761 73946.1 0
: 628 | 56.5612 46.3362 0.0117428 0.00111759 75292.6 1
: 629 Minimum Test error found - save the configuration
: 629 | 56.1801 44.8743 0.0118072 0.00120649 75466.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.081 44.1276 0.011788 0.00116848 75333 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.411 43.5837 0.0118776 0.00117158 74724.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.8136 42.7328 0.0117161 0.00115716 75765.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.0633 42.1478 0.0117385 0.00120442 75943.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.5457 41.7115 0.0116491 0.00115671 76246 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.1902 41.1274 0.0118036 0.00116334 75185.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.279 40.7713 0.0118516 0.0011749 74929.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.8228 40.0173 0.0121835 0.0011832 72725.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.02 39.8981 0.0118183 0.00118486 75234.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.3893 38.904 0.0121606 0.00119962 72986 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.8344 38.7235 0.0122986 0.00128653 72647.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.2231 37.9314 0.0126123 0.00117905 69971.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.7357 37.3983 0.0122237 0.00119458 72535.3 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.234 36.6311 0.0123274 0.00129219 72495.3 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.5 36.3949 0.0123147 0.00117969 71845.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.0211 35.7628 0.0121632 0.00116559 72743 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.4911 35.384 0.0122953 0.00132913 72951.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.8591 34.5285 0.0129605 0.0012612 68379.9 0
: 648 | 44.1481 34.6812 0.0118171 0.0011122 74732.1 1
: 649 Minimum Test error found - save the configuration
: 649 | 43.7016 33.3621 0.0122047 0.00117392 72524.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.3629 32.9732 0.0117417 0.00116973 75671.8 0
: 651 | 42.6427 33.0324 0.0122096 0.00125066 72999.9 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.4362 32.1146 0.0125426 0.00120707 70574.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.6829 31.7118 0.0117648 0.0011909 75658.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.0932 31.0896 0.0118617 0.00125077 75393.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.605 30.7402 0.0123745 0.00125958 71975.1 0
: 656 | 40.2822 31.1241 0.0116646 0.00113832 76000.3 1
: 657 Minimum Test error found - save the configuration
: 657 | 39.7659 29.6449 0.0117052 0.00118521 76046 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.2304 29.5313 0.0116966 0.00116013 75926.7 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.8215 29.044 0.0117254 0.00117153 75801.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.3553 28.8017 0.0121547 0.00117258 72845.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.8782 28.0792 0.0120809 0.00119341 73478.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.2389 27.5256 0.0123291 0.00118615 71794.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.9173 27.4182 0.0120024 0.00125431 74431.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.4497 26.7825 0.0117408 0.00118822 75810.5 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.8838 26.4465 0.0117964 0.00116709 75263.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.5125 26.3571 0.011982 0.00132802 75089.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.1796 25.9331 0.0130053 0.00119103 67714.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.6727 25.3239 0.0120912 0.00139878 74819.3 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.3542 24.8738 0.0118767 0.00122205 75084.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.7855 24.299 0.0116916 0.00115381 75916.9 0
: 671 | 33.246 24.6128 0.0116829 0.00112021 75738.1 1
: 672 Minimum Test error found - save the configuration
: 672 | 33.1652 24.0338 0.0118754 0.0011658 74699.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.6786 23.778 0.0117031 0.00118559 76063.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.3856 23.2532 0.0116563 0.0011633 76240.9 0
: 675 | 31.8433 23.3859 0.011689 0.00112216 75708.6 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.4287 23.005 0.0119758 0.0014368 75908.5 0
: 677 | 31.0215 23.0228 0.0116971 0.00113862 75768.8 1
: 678 Minimum Test error found - save the configuration
: 678 | 30.6887 21.8106 0.0130899 0.00123053 67457.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.3848 21.5292 0.0123162 0.00119624 71942.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.9734 21.3749 0.0128717 0.00132978 69312.3 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.3812 21.2243 0.0117337 0.00117563 75771.7 0
: 682 | 29.2061 21.6749 0.0117459 0.00115884 75563.7 1
: 683 Minimum Test error found - save the configuration
: 683 | 28.8421 21.1606 0.0119517 0.00119733 74388.1 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.5433 20.1591 0.0126463 0.00141368 71221.4 0
: 685 | 27.912 20.3047 0.0121293 0.00113716 72779.3 1
: 686 Minimum Test error found - save the configuration
: 686 | 27.7401 19.8837 0.0119082 0.00120552 74747.3 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.2666 19.4492 0.0119612 0.00119133 74281.6 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.7979 18.7716 0.0119053 0.00116693 74499.1 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.4619 18.7127 0.0119021 0.00118131 74621.2 0
: 690 | 26.3553 19.3836 0.0116724 0.00111423 75770.7 1
: 691 | 26.1109 19.2836 0.0116595 0.00111929 75900.1 2
: 692 Minimum Test error found - save the configuration
: 692 | 25.7429 18.0642 0.0121598 0.00118606 72901.3 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.2092 17.7781 0.0118402 0.00123106 75406.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.9619 17.5641 0.0124022 0.00122384 71566.9 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.6957 17.3974 0.0119401 0.00121882 74617.7 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.2704 16.9991 0.0120095 0.00120179 74020.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.8299 16.7758 0.0119205 0.00118157 74495.1 0
: 698 | 23.5742 17.4298 0.0117593 0.00112325 75216.1 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.3471 16.5387 0.0118602 0.0011749 74868.9 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.0763 16.2085 0.0120714 0.00119505 73553.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.6707 16.131 0.0119282 0.00116315 74314.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.3559 15.5071 0.0123398 0.00119088 71755.8 0
: 703 | 22.0833 16.0321 0.0118906 0.00112603 74317.8 1
: 704 | 21.7779 15.5892 0.0125089 0.00113556 70340 2
: 705 Minimum Test error found - save the configuration
: 705 | 21.5443 15.216 0.0117598 0.00120985 75829.4 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.235 15.1303 0.0117827 0.00116882 75373.3 0
: 707 | 20.88 15.1518 0.0117418 0.00113488 75422.7 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.5251 14.3233 0.0117174 0.00118344 75945.1 0
: 709 | 20.3132 14.4452 0.0116947 0.00112669 75700.2 1
: 710 | 20.1087 14.4918 0.0119768 0.00112699 73733.8 2
: 711 Minimum Test error found - save the configuration
: 711 | 19.8773 14.1922 0.0117377 0.00118282 75794 0
: 712 | 19.6047 14.277 0.0116717 0.00111563 75785.9 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.4268 13.1798 0.0119637 0.00116923 74112.1 0
: 714 | 19.2934 13.8761 0.0116622 0.00113252 75975.9 1
: 715 | 18.752 13.4654 0.011653 0.00113111 76031.7 2
: 716 | 18.5994 13.3939 0.0116248 0.00111703 76133.9 3
: 717 Minimum Test error found - save the configuration
: 717 | 18.2672 13.006 0.0116759 0.0011881 76279.1 0
: 718 Minimum Test error found - save the configuration
: 718 | 17.9293 12.5714 0.0117473 0.0011681 75620 0
: 719 | 17.8978 13.0555 0.0118481 0.00119613 75103.4 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.5281 12.218 0.0120726 0.00118334 73466.8 0
: 721 | 17.3046 12.3159 0.0116482 0.00111695 75964.4 1
: 722 | 17.3515 12.5861 0.0117666 0.00112837 75200.2 2
: 723 Minimum Test error found - save the configuration
: 723 | 17.0947 11.8462 0.0117788 0.00120132 75632.5 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.6567 11.6536 0.0117254 0.00116116 75727.1 0
: 725 | 16.3294 11.6615 0.0117567 0.0011541 75453.2 1
: 726 | 16.2127 11.7909 0.0117134 0.00111869 75509.6 2
: 727 Minimum Test error found - save the configuration
: 727 | 15.9426 11.1786 0.0117049 0.00119451 76115.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 15.7476 10.8567 0.0118369 0.00118587 75110 0
: 729 | 15.7169 11.2634 0.0117574 0.00112867 75267.9 1
: 730 | 15.5462 10.8672 0.0118946 0.00114116 74394.8 2
: 731 | 15.1935 11.1903 0.0120966 0.0011311 72956.3 3
: 732 Minimum Test error found - save the configuration
: 732 | 15.0783 10.6348 0.011747 0.00116993 75635 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.7074 10.1467 0.011898 0.00119492 74744.7 0
: 734 | 14.5711 10.2965 0.0121665 0.00114875 72609.9 1
: 735 | 14.3017 10.292 0.0117671 0.00112371 75164.1 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.2059 10.1313 0.0117591 0.00118054 75624.6 0
: 737 | 14.1275 10.3347 0.0118345 0.00115931 74940 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.8442 9.99672 0.0117779 0.00116913 75409.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.5719 9.53538 0.0121186 0.00120031 73271.3 0
: 740 | 13.4179 9.64689 0.0117716 0.00111494 75070.2 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.4232 8.81951 0.0117556 0.00118144 75656 0
: 742 | 13.2803 9.01146 0.0121761 0.00155865 75347.4 1
: 743 | 13.2378 9.09331 0.0117202 0.0011242 75500.2 2
: 744 | 12.9294 9.36356 0.0116888 0.00114698 75888.5 3
: 745 | 12.6891 8.92062 0.0117299 0.00111503 75365.8 4
: 746 | 12.4405 9.42486 0.011669 0.00112036 75838.9 5
: 747 | 12.2114 9.02297 0.0118209 0.00113165 74841.5 6
: 748 Minimum Test error found - save the configuration
: 748 | 11.9801 8.54948 0.0116672 0.00116901 76203.3 0
: 749 Minimum Test error found - save the configuration
: 749 | 11.8422 8.49512 0.0116541 0.00115755 76215.5 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.6614 8.37531 0.0116597 0.00116311 76215.4 0
: 751 | 11.5097 8.79097 0.0115957 0.00111727 76347.2 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.4901 8.16388 0.0116518 0.00115364 76203.5 0
: 753 | 11.2952 8.23343 0.011614 0.00112219 76249.7 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.1065 8.1017 0.0116375 0.00115728 76334.6 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.0179 7.92859 0.0116784 0.00115548 76024.6 0
: 756 | 10.8042 8.01572 0.0121263 0.00111999 72685.6 1
: 757 | 10.6395 8.57627 0.0121936 0.0012277 72953.3 2
: 758 Minimum Test error found - save the configuration
: 758 | 10.5977 7.56367 0.0122781 0.00129082 72811.8 0
: 759 | 10.4165 7.59651 0.0122477 0.00115518 72120.4 1
: 760 | 10.2309 7.76197 0.0118557 0.001178 74922.7 2
: 761 | 10.0408 7.80846 0.0118961 0.00121428 74893.9 3
: 762 Minimum Test error found - save the configuration
: 762 | 9.90043 7.11717 0.0120275 0.001191 73824.9 0
: 763 | 9.95216 7.35505 0.0117192 0.001151 75698.6 1
: 764 | 10.0413 8.01102 0.0122716 0.00118833 72180.6 2
: 765 | 9.80009 7.48119 0.0121436 0.00111867 72562.9 3
: 766 | 9.35459 7.38147 0.0121904 0.00119051 72728.1 4
: 767 Minimum Test error found - save the configuration
: 767 | 9.37542 6.92699 0.0120305 0.00121101 73940.4 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.20047 6.60613 0.0127036 0.00133524 70370.7 0
: 769 | 9.13055 7.14073 0.0119909 0.00114155 73737.4 1
: 770 | 9.08297 6.81208 0.0119673 0.00113372 73844.2 2
: 771 Minimum Test error found - save the configuration
: 771 | 8.91948 6.23474 0.0119072 0.0012413 75005.7 0
: 772 | 8.80236 6.41188 0.0122901 0.00140522 73496.8 1
: 773 Minimum Test error found - save the configuration
: 773 | 9.03718 5.88885 0.0131297 0.00123231 67241.8 0
: 774 | 8.84677 6.82171 0.0121804 0.00113172 72406.7 1
: 775 | 8.75325 6.58496 0.0121079 0.00117653 73183.8 2
: 776 | 8.51238 6.65616 0.0127677 0.00124091 69403.4 3
: 777 Minimum Test error found - save the configuration
: 777 | 8.23349 5.885 0.0131217 0.00133152 67853 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.04521 5.74618 0.0121237 0.00128717 73824.1 0
: 779 | 8.03942 5.95793 0.0123218 0.00111144 71362.4 1
: 780 | 8.0897 6.59916 0.0115415 0.00111311 76713.5 2
: 781 Minimum Test error found - save the configuration
: 781 | 8.18738 5.3995 0.0121413 0.00129041 73726.5 0
: 782 | 7.72867 5.57975 0.0127499 0.00113166 68857.2 1
: 783 | 7.51867 6.09269 0.0122762 0.00116248 71983.1 2
: 784 | 7.39657 5.63038 0.0127882 0.0012955 69609.5 3
: 785 Minimum Test error found - save the configuration
: 785 | 7.5095 5.33436 0.0125952 0.00127277 70656.2 0
: 786 | 7.56937 5.89048 0.0122858 0.00121022 72230.8 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.20127 5.05048 0.0123353 0.00123979 72101.1 0
: 788 | 7.21693 6.00334 0.0122266 0.00112867 72085.7 1
: 789 | 7.08918 5.58795 0.011681 0.00112553 75789.7 2
: 790 Minimum Test error found - save the configuration
: 790 | 6.99169 4.78377 0.0116935 0.00117158 76031.5 0
: 791 | 6.89142 5.5391 0.0116282 0.00111221 76074.3 1
: 792 | 6.73329 5.11139 0.0117767 0.00112974 75138.7 2
: 793 | 6.72936 4.82844 0.0116676 0.00111656 75821.8 3
: 794 | 6.52949 5.21045 0.011714 0.00110999 75442.9 4
: 795 Minimum Test error found - save the configuration
: 795 | 6.38794 4.39875 0.0116386 0.00116294 76367.7 0
: 796 | 6.43924 4.64635 0.011653 0.00110784 75864.3 1
: 797 | 6.36355 4.42184 0.0119287 0.00113596 74124.1 2
: 798 | 6.28098 4.95746 0.0116715 0.00111391 75775.1 3
: 799 | 6.43924 5.13246 0.0117323 0.00110827 75300.8 4
: 800 Minimum Test error found - save the configuration
: 800 | 6.15457 4.34242 0.0116836 0.00116626 76065.1 0
: 801 | 6.0628 4.42879 0.0116096 0.00110882 76184.4 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.09658 4.15004 0.0117021 0.00116037 75888.8 0
: 803 | 6.12082 4.8401 0.0120801 0.0011617 73270.6 1
: 804 Minimum Test error found - save the configuration
: 804 | 6.19337 3.95755 0.0123383 0.00123907 72077.2 0
: 805 | 5.89824 4.5356 0.0122777 0.00120752 72265.9 1
: 806 | 5.70166 4.95846 0.0119604 0.001158 74057.4 2
: 807 | 5.54959 4.00605 0.0117115 0.00111585 75502.7 3
: 808 | 5.75011 4.5083 0.0121448 0.00116368 72852.3 4
: 809 | 5.66441 4.85063 0.0124349 0.00117335 71037.9 5
: 810 | 5.49974 4.36797 0.0124099 0.00115435 71076.2 6
: 811 | 5.48811 4.81331 0.012433 0.00126261 71617.9 7
: 812 Minimum Test error found - save the configuration
: 812 | 5.38794 3.90341 0.0125013 0.00124182 71051.3 0
: 813 | 5.2571 4.50853 0.0127035 0.00142934 70958.4 1
: 814 | 5.24554 3.99972 0.0122444 0.00113636 72020.2 2
: 815 | 5.08742 4.05988 0.0118014 0.00113657 75012.6 3
: 816 | 5.02649 4.13362 0.0121081 0.00123888 73602.1 4
: 817 | 4.95566 4.16844 0.0118581 0.00120714 75110.7 5
: 818 | 5.05015 4.64395 0.0117583 0.00111239 75145.9 6
: 819 | 5.01465 4.09428 0.0118637 0.00111792 74447.5 7
: 820 | 4.78683 4.38136 0.012012 0.00119361 73948 8
: 821 | 4.73678 3.94616 0.0123393 0.00116357 71584 9
: 822 Minimum Test error found - save the configuration
: 822 | 4.78339 3.86406 0.0119512 0.00121438 74509.8 0
: 823 Minimum Test error found - save the configuration
: 823 | 4.75876 3.83204 0.0123016 0.00122308 72211.9 0
: 824 Minimum Test error found - save the configuration
: 824 | 4.64131 3.71731 0.0123792 0.00121135 71634 0
: 825 | 4.48548 4.38213 0.0123881 0.00118024 71378.7 1
: 826 | 4.56165 3.9173 0.0122752 0.00117791 72089.9 2
: 827 | 4.41711 4.02078 0.0124141 0.00139632 72609.9 3
: 828 | 4.33727 4.91017 0.0123027 0.00120252 72070.8 4
: 829 | 4.35997 3.94767 0.0134469 0.00193934 69519.7 5
: 830 | 4.23337 3.7248 0.0124904 0.00115417 70570.4 6
: 831 | 4.21965 4.18853 0.0127505 0.00115994 69021.5 7
: 832 | 4.2604 3.81138 0.0132049 0.00116752 66459.9 8
: 833 | 4.24444 4.3876 0.0121613 0.00116101 72725.4 9
: 834 | 4.03668 4.98311 0.0142896 0.00115801 60921.8 10
: 835 Minimum Test error found - save the configuration
: 835 | 4.26226 3.39382 0.0127072 0.00122333 69662.6 0
: 836 | 4.146 4.09928 0.0124027 0.00117888 71276.7 1
: 837 | 4.18513 3.99011 0.0133054 0.00119632 66066.3 2
: 838 | 4.08837 3.87254 0.012872 0.00128768 69058.9 3
: 839 | 4.05343 3.98446 0.012102 0.00115858 73103.1 4
: 840 | 3.86223 5.24137 0.0191358 0.00161818 45668.4 5
: 841 | 4.23038 4.46482 0.0133682 0.00134439 66534.6 6
: 842 | 3.65691 4.11574 0.0131611 0.00155151 68908.4 7
: 843 | 3.6657 3.92854 0.0197307 0.00206474 45284.7 8
: 844 | 4.08657 5.59908 0.012989 0.00115839 67620.9 9
: 845 | 3.84811 5.06919 0.0131981 0.00126656 67049 10
: 846 | 3.70919 4.93786 0.0124084 0.00122939 71562.6 11
: 847 | 3.48617 5.22209 0.0121693 0.00115862 72656.4 12
: 848 | 3.50108 4.40773 0.0125963 0.00128669 70736.5 13
: 849 | 3.60874 4.60241 0.011995 0.00117111 73910.6 14
: 850 | 3.51978 4.55456 0.0124529 0.00116466 70870 15
: 851 | 3.58498 5.05459 0.0128448 0.0012643 69081.8 16
: 852 | 3.38937 4.99329 0.0123693 0.00116203 71382.1 17
: 853 | 3.28558 5.89068 0.0126279 0.00115205 69711.3 18
: 854 | 3.43458 5.02167 0.0121173 0.00116095 73016.7 19
: 855 | 3.2273 4.48745 0.0122062 0.00113399 72252.9 20
: 856 | 3.29712 6.00131 0.0121946 0.00117782 72616.4 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: 0.0143 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: 1.03 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.201 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= 3.2666e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05014e+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: 0.0467 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: 0.0458 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: 0.00156 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: 0.128 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: 1.05 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: 0.0249 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00323 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: 0.0479 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00554 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: 0.00219 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000446 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: 0.124 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0144 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 1.03 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.115 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.754 -0.0372 5.39 1.69 | 3.225 3.222
: 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 : -0.154 -0.0243 2.04 1.29 | 3.378 3.367
: 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.