Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
This macro provides examples for the training and testing of the TMVA classifiers.

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3795
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.275 sec
: Elapsed time for training with 1000 events: 0.278 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00266 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: 0.000836 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00442 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: 0.000228 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000415 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 = 31522.7
: --------------------------------------------------------------
: 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 | 33076.7 31146.1 0.0105531 0.00101637 83886.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32598.9 30582.5 0.0102493 0.0010175 86657.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31892.6 29967.2 0.0104524 0.00103844 84980.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31210.9 29395.3 0.0103409 0.00101097 85745.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30543.9 28756.8 0.0104104 0.00102814 85266.9 0
: 6 Minimum Test error found - save the configuration
: 6 | 29791.3 27905.6 0.0104028 0.00105979 85625.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 29067.1 27206.8 0.0104253 0.00103946 85234.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28571 26827.9 0.0102316 0.000994867 86611 0
: 9 Minimum Test error found - save the configuration
: 9 | 28214.4 26503.3 0.0103599 0.00100534 85519.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27891.8 26202 0.0101131 0.000999977 87785.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27587.7 25917.8 0.0104198 0.00105335 85410.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 27296.4 25647 0.0105838 0.0010539 83946.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 27021.3 25380.1 0.0101081 0.00104192 88240.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26746.6 25126.4 0.0100003 0.000979607 88684.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26482.4 24879.6 0.0100277 0.000980745 88427.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26227.3 24634.9 0.0105663 0.00114548 84918 0
: 17 Minimum Test error found - save the configuration
: 17 | 25974.4 24396.9 0.0115407 0.00119723 77343.4 0
: 18 Minimum Test error found - save the configuration
: 18 | 25728.6 24162 0.0110374 0.00112983 80746.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25485.3 23932.2 0.0108972 0.0011505 82079.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 25246 23707.5 0.0113668 0.00130847 79536.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25012.4 23484.9 0.011311 0.00168367 83097.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24780.6 23266.6 0.0110953 0.00112541 80241.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24556.1 23047.2 0.0111368 0.00103723 79211.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24327 22837.4 0.0106471 0.00100981 83010.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 24107.4 22627.5 0.0108653 0.00101943 81252.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23889.5 22419.4 0.0101973 0.00100755 87053.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23673.9 22213.6 0.0101202 0.000993046 87650.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23456.8 22016.2 0.0100513 0.000985427 88243 0
: 29 Minimum Test error found - save the configuration
: 29 | 23250.6 21814.3 0.0100906 0.000982066 87830.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 23038.6 21620.4 0.010314 0.00100918 85977.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22838.1 21421.1 0.0106949 0.00102013 82689.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22631.6 21228.7 0.0104219 0.00101065 85004.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22430.1 21039.2 0.0103711 0.00100914 85452.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 22230.5 20852.8 0.0105039 0.00102086 84361.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 22035 20666.6 0.0104774 0.00102158 84603.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21841.9 20480.3 0.0103941 0.00101957 85337.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21646.8 20300.1 0.0102985 0.00101692 86191.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21456.7 20121.2 0.0102341 0.00102084 86831.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21269.8 19941.8 0.0105386 0.00127044 86317 0
: 40 Minimum Test error found - save the configuration
: 40 | 21082.2 19765.6 0.010871 0.00108983 81789.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 20897.9 19589.5 0.0105778 0.00106838 84127.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20711.9 19415.2 0.0104533 0.00102685 84867.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20528.5 19240.7 0.0104673 0.00108039 85225.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20348.7 19072.1 0.0104375 0.00104349 85160.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20168.3 18906.1 0.010674 0.00104356 83070 0
: 46 Minimum Test error found - save the configuration
: 46 | 19993.5 18737.4 0.0103534 0.00102132 85725.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19816.1 18574.3 0.010268 0.00101287 86438.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19645.8 18408.8 0.0108273 0.00103744 81717.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19471.8 18251.7 0.0108157 0.00117859 83012.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19306.1 18084.3 0.0110733 0.0012209 81198.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 19133.1 17928.6 0.0104287 0.00107187 85499.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18968 17766.5 0.010477 0.00102414 84630.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18801.1 17614 0.010305 0.00101216 86088.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18635.1 17454.2 0.0105417 0.00125628 86156.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18471.6 17301.9 0.0115298 0.00123171 77684.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18312.8 17144 0.0106989 0.0010287 82728.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18148.8 16994.6 0.0104096 0.00103095 85299.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17989.9 16836.3 0.011346 0.00104979 77698.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17827.7 16688.7 0.0117559 0.00106393 74822.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17672.4 16537.1 0.0125048 0.00151423 72789.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17513.3 16391.8 0.0118955 0.00118454 74690.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17361.3 16241.7 0.0105244 0.00104737 84414.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 17206.4 16095.9 0.0103889 0.0010226 85412.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 17053.6 15951 0.0105683 0.00104548 84008.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16902.7 15806 0.0105338 0.00109273 84736 0
: 66 Minimum Test error found - save the configuration
: 66 | 16751.5 15662.5 0.0104061 0.00102543 85281.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16603 15520.1 0.0107598 0.00106688 82534.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16452.4 15381.7 0.0107487 0.00104746 82463.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16307.2 15245.2 0.0109505 0.00141565 83902.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16162.8 15103.1 0.013047 0.00171314 70584.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 16015.2 14968.8 0.011537 0.00109582 76619.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15873.1 14833.2 0.0106657 0.00104784 83178.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15732.2 14697.5 0.0104748 0.00106269 84997.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15590.4 14565.5 0.0105501 0.00105166 84224 0
: 75 Minimum Test error found - save the configuration
: 75 | 15451.4 14432.6 0.0121641 0.00105308 72000.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15312.7 14302.2 0.0103914 0.00101581 85327.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15176.8 14171.4 0.0108814 0.00103099 81215.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15040.7 14042.9 0.0104347 0.00104674 85215.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14904.9 13917.6 0.0103246 0.00101256 85910.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14773 13791.1 0.0106863 0.00108784 83347.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14641.6 13665.8 0.0103633 0.0010244 85662.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14509.4 13542.8 0.0111799 0.00104835 78961.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14378.6 13423 0.0107613 0.00103461 82247.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14251.8 13301.2 0.0105422 0.00116293 85294.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 14123.4 13182.3 0.0107664 0.00136207 85067.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13998.6 13061.8 0.0105753 0.00103552 83859.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13872.9 12943.3 0.0107308 0.00106696 82783 0
: 88 Minimum Test error found - save the configuration
: 88 | 13748.5 12826.3 0.0118211 0.00177581 79639.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13625.6 12709.6 0.0112707 0.00104594 78241.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13502.4 12596.5 0.0126428 0.00115085 69613.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13383.7 12480.8 0.0111167 0.00108114 79716.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13262.5 12368.3 0.0123163 0.00112138 71461.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13142.1 12259.4 0.0105776 0.00105853 84041.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 13027.7 12146.1 0.0107409 0.00110075 82986.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12909.8 12035.5 0.0110624 0.00141847 82953.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12794.6 11925.5 0.0120892 0.00174879 77366.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12678.4 11818.7 0.0118921 0.0010744 73952.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12564.9 11712.4 0.0105092 0.00105581 84626.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12453.4 11605.3 0.0105537 0.00103141 84013.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12341.6 11499.4 0.0111263 0.00106 79472.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12230.5 11395 0.010527 0.00103714 84300.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 12118.8 11294.6 0.0104518 0.00105004 85090 0
: 103 Minimum Test error found - save the configuration
: 103 | 12012.2 11191.3 0.010538 0.00103916 84220.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11904.4 11089.4 0.0108358 0.00107993 82001.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11796.6 10989.5 0.0108784 0.00106803 81546.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11691.1 10889.9 0.0107558 0.00106047 82514.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11584.8 10792.8 0.0105534 0.00104214 84110.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11483 10693.4 0.0105528 0.00104835 84170.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11378.9 10595.9 0.0106999 0.0010405 82820.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11275.7 10500.6 0.0106433 0.00109352 83771.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11174.1 10406.5 0.0106296 0.00104891 83501.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11073.9 10312.5 0.0106199 0.00103718 83483.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10975.3 10217.6 0.0108541 0.00107837 81835.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10876.4 10123.9 0.0110445 0.00113949 80767.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10777.5 10032.2 0.0106525 0.00104411 83260.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10679.2 9943.19 0.0106624 0.0010873 83550.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10584.6 9852.31 0.0106006 0.00105597 83816.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10489.5 9761.71 0.0108308 0.00108082 82051.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10393.4 9674.32 0.0106156 0.00107602 83861.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10301.4 9585 0.0104512 0.0010271 84889.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10207.6 9497.59 0.0105606 0.00103489 83983.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 10115.2 9411.48 0.010597 0.00107036 83975 0
: 123 Minimum Test error found - save the configuration
: 123 | 10023.5 9326.55 0.0110078 0.00133194 82679.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 9933 9242.34 0.0106334 0.0010473 83454.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9844.3 9157.23 0.0111496 0.00107707 79424.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9754.44 9074.26 0.0105736 0.0010532 84029.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9666.58 8991.4 0.0111401 0.00108362 79550.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9578.96 8909.54 0.0114549 0.00127573 78592.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9493.88 8826.15 0.0106479 0.0010564 83407.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9405.77 8747.04 0.0151092 0.00159678 59204.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9322.31 8665.79 0.0157483 0.00157115 56428.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9237.45 8586.16 0.0153657 0.00176018 58799.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9153.5 8507.53 0.0111609 0.00111364 79623.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9069.13 8431.9 0.0116994 0.00116716 75957.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8987.7 8355.57 0.011025 0.00106773 80343.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8907.31 8278.33 0.0107372 0.00106747 82732 0
: 137 Minimum Test error found - save the configuration
: 137 | 8825.22 8203.8 0.0110318 0.00110555 80594.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8746.44 8127.85 0.0107737 0.00105316 82299.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8666.64 8053.25 0.0123954 0.00109035 70764.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8587.51 7979.9 0.0108699 0.00111125 81978.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8509.92 7906.66 0.011089 0.00108653 79980.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8431.89 7835.11 0.0108197 0.00104979 81883.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8356.93 7761.62 0.0106573 0.00107215 83462.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8279.3 7691.25 0.0108769 0.00106125 81502.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8205.06 7619.91 0.010625 0.00106571 83687.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 8129.93 7550.01 0.0104799 0.00103092 84664.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 8056.06 7480.41 0.0104918 0.00104268 84664.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7981.58 7413.21 0.0105211 0.00104694 84440.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7910.29 7344.45 0.0104616 0.00103187 84837.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7837.89 7276.7 0.0104411 0.00102883 84995.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7767.15 7208.79 0.010457 0.00102746 84839.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7696.09 7141.72 0.011094 0.00160161 84278 0
: 153 Minimum Test error found - save the configuration
: 153 | 7623.93 7078.83 0.0107828 0.00104942 82191.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7556.51 7012.62 0.0104888 0.00104199 84685 0
: 155 Minimum Test error found - save the configuration
: 155 | 7487.26 6947.78 0.010483 0.00103231 84650 0
: 156 Minimum Test error found - save the configuration
: 156 | 7418.24 6884.55 0.0104264 0.0010293 85132.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7351.15 6820.94 0.0104383 0.00102672 85002 0
: 158 Minimum Test error found - save the configuration
: 158 | 7285.4 6756.13 0.0109481 0.00145126 84238.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7217.21 6694.37 0.0118578 0.00111187 74446.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7151.65 6632.68 0.0106933 0.00106941 83126.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7085.29 6573.23 0.010708 0.00105715 82894.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 7021.89 6512.33 0.0106562 0.00107534 83499.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6958.36 6451.02 0.0107463 0.00107857 82749.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6894.32 6390.86 0.011243 0.00111173 78963.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6830.55 6332.36 0.0106416 0.00107081 83587.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 6768.77 6273.43 0.0105318 0.00104192 84300.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6705.96 6216.39 0.0106148 0.00107638 83871.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6644.99 6159.21 0.0110013 0.00105393 80423 0
: 169 Minimum Test error found - save the configuration
: 169 | 6585.34 6100.78 0.0105086 0.00104116 84500.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6523.35 6045.4 0.0104877 0.00103335 84616.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6464.47 5989.1 0.0106327 0.00105972 83568.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6405.16 5933.57 0.0105035 0.00103646 84504 0
: 173 Minimum Test error found - save the configuration
: 173 | 6346.85 5878.1 0.010518 0.00103599 84370.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6288.19 5823.45 0.0123427 0.00113979 71409.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6229.87 5770.41 0.0120687 0.0011799 73469.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6173.86 5716.41 0.0106688 0.00105496 83213.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 6116.42 5663.39 0.0105888 0.00106658 84014 0
: 178 Minimum Test error found - save the configuration
: 178 | 6060.13 5611.68 0.0107169 0.00105415 82792.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 6005.13 5558.86 0.0104975 0.0010376 84567.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5950.19 5506.5 0.0105103 0.00104074 84481.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5895.11 5455.2 0.0105586 0.00104714 84108.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5840.1 5405.6 0.0105572 0.00104619 84113 0
: 183 Minimum Test error found - save the configuration
: 183 | 5787.1 5355.57 0.0105764 0.00105282 84002.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5734.24 5304.82 0.0105724 0.00104259 83947.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5680.83 5256.2 0.0105521 0.00104648 84160.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5629.02 5207.05 0.0106516 0.00104927 83313.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5577.43 5158.04 0.0109773 0.00107253 80769.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5525.72 5109.98 0.0106425 0.00104556 83359.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5474.95 5062.48 0.0107048 0.00108534 83164.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5424.78 5015.27 0.0108458 0.0011029 82111.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5374.33 4968.9 0.0106392 0.00106032 83517.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5325.13 4922.38 0.0107608 0.00105733 82444.5 0
: 193 Minimum Test error found - save the configuration
: 193 | 5275.95 4876.8 0.0106309 0.00104906 83491.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5227.91 4830.73 0.0105585 0.00104363 84078.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5178.57 4787.12 0.0105957 0.00104736 83784.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5131.73 4742.67 0.010788 0.00108989 82489.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5084.39 4698.38 0.0108314 0.00108939 82118.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 5037.23 4655 0.010761 0.00107811 82620.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4991.47 4611.15 0.0106886 0.00106082 83093.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4944.68 4569.33 0.0108037 0.00106257 82126.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4900.33 4526.02 0.0113181 0.00124133 79390.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4855.08 4482.74 0.0112899 0.00128484 79959.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4809.73 4440.84 0.0116594 0.00123031 76708.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4764.58 4401.38 0.0109586 0.00104799 80721.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4722.27 4359.27 0.0123375 0.0010695 70997.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4678.17 4318.72 0.0111601 0.00108957 79440 0
: 207 Minimum Test error found - save the configuration
: 207 | 4635.03 4279.04 0.0121028 0.00106949 72507.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4592.67 4239.39 0.0106533 0.00107866 83553.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4550.27 4200.02 0.0108512 0.00113931 82372.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4508.89 4160.61 0.0114705 0.00117408 77697.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4466.58 4123.38 0.0119223 0.0010966 73898 0
: 212 Minimum Test error found - save the configuration
: 212 | 4427.07 4083.36 0.0112678 0.00106312 78395.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4384.88 4046.54 0.0105886 0.00104756 83848.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4345.86 4008.82 0.0107657 0.00106002 82425.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4306.36 3970.08 0.0119667 0.00163757 77451.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4265.45 3933.8 0.0112642 0.00110276 78729.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4226.88 3897.79 0.0111797 0.00134131 81313.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4188.84 3860.32 0.0111455 0.00110309 79662.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4149.36 3825.21 0.0124059 0.00173343 74959.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 4111.89 3789.45 0.0114831 0.00106698 76803.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4074.24 3754.34 0.0111243 0.00106402 79520.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 4037.64 3718.76 0.0107864 0.00105568 82213.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 4000.05 3685.08 0.0107834 0.00106347 82305.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3963.47 3650.82 0.0110379 0.00110347 80527.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3928.27 3615.89 0.010744 0.00105086 82532.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3890.61 3584.16 0.0105826 0.00104145 83847.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3856.75 3549.88 0.0106199 0.0010543 83632.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3821.42 3516.6 0.0111399 0.00109184 79617.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3786.33 3484.32 0.0115714 0.0011272 76597.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3751.78 3452.48 0.011097 0.00123542 81123.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3717.73 3419.85 0.0108342 0.00109381 82132.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3683.94 3388.05 0.010633 0.00108873 83819.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3650.85 3356.54 0.0107267 0.00106718 82819.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3616.91 3326.32 0.0107818 0.00106425 82325.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3584.76 3294.93 0.0107659 0.00109239 82700 0
: 236 Minimum Test error found - save the configuration
: 236 | 3552.13 3264.29 0.0110792 0.00108805 80070.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3519.55 3233.94 0.011495 0.00117663 77531.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3487.48 3204.06 0.0132691 0.00175039 69452 0
: 239 Minimum Test error found - save the configuration
: 239 | 3456.14 3174.35 0.0120487 0.0010815 72944.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3424.76 3145.21 0.0106198 0.00104804 83579.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3393.99 3116.13 0.0105493 0.0010582 84289.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3362.78 3087.18 0.010682 0.00105802 83125.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3332.77 3057.65 0.0108538 0.00107638 81821.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3302.36 3029.02 0.0112357 0.00107853 78761.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3271.9 3001.81 0.0111801 0.00108817 79270.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3242.78 2973.62 0.0110413 0.00115647 80932.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3213.56 2945.66 0.0106254 0.00106115 83644.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3183.66 2919.14 0.0108758 0.00106183 81516 0
: 249 Minimum Test error found - save the configuration
: 249 | 3155.12 2892.31 0.0116173 0.00111737 76190.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3127.11 2865.44 0.0108357 0.00124187 83386.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3098.62 2838.08 0.0112214 0.00119788 79811.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3070.78 2811.39 0.0110584 0.00118494 81025.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3041.38 2787.31 0.0110897 0.00113821 80389.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 3015.04 2761.43 0.0114179 0.00114514 77875.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2987.83 2735.44 0.0109045 0.00107799 81412.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2960.54 2710.03 0.010975 0.00128681 82574.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2933.98 2684.52 0.0121966 0.00110579 72132.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2906.51 2660.6 0.0109575 0.00110377 81187.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 2881.27 2635.23 0.0106216 0.00105657 83638.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2854.99 2611 0.0105402 0.00103744 84186.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2828.45 2587.4 0.010549 0.00103888 84120.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2803.22 2563.49 0.010558 0.00104568 84101.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2777.79 2539.77 0.010719 0.00112702 83402.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2752.87 2516.08 0.0108763 0.00110781 81895.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2727.73 2493.18 0.0109596 0.00105803 80795.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2703.33 2469.86 0.0109762 0.00107903 80831.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2679.08 2446.56 0.0108001 0.0010607 82140.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2653.86 2425.17 0.0120827 0.00135352 74563.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2631.23 2402.12 0.0126932 0.00112671 69165.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2606.57 2380.35 0.0129891 0.00118399 67767.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2583.2 2358.37 0.0117472 0.00146353 77792.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2559.56 2337.16 0.0111855 0.00108035 79167.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2536.73 2315.46 0.0106843 0.00105097 83045.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2513.71 2294.05 0.0108211 0.00108991 82209.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 2491.11 2273.28 0.0107634 0.00108594 82666.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2468.54 2251.92 0.0106173 0.00104544 83578.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2446.06 2230.82 0.0109673 0.0013679 83338.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2423.99 2209.75 0.0126107 0.00127012 70543.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2401.41 2190.31 0.012633 0.00182228 74000.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2379.65 2170.42 0.0128397 0.00132687 69487.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2358.1 2150.23 0.0124389 0.00109307 70510.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2337.11 2130.08 0.0117688 0.00108356 74869.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2314.95 2111.16 0.0109155 0.00108561 81384.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2294.72 2091.39 0.0108749 0.00111655 81981.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2272.74 2072.57 0.011182 0.00108733 79250 0
: 286 Minimum Test error found - save the configuration
: 286 | 2252.42 2053.6 0.0107208 0.00106232 82829 0
: 287 Minimum Test error found - save the configuration
: 287 | 2232.15 2034.42 0.0108182 0.00106657 82037.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2211.53 2015.59 0.0109477 0.00115049 81656.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2191.06 1997.55 0.0108623 0.00109955 81944.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2170.67 1979.53 0.0117292 0.00142868 77665.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2151.66 1960.36 0.0119173 0.00140192 76079.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2130.9 1942.97 0.0117699 0.00132709 76607.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2111.5 1925.35 0.0117712 0.00125148 76047.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2092.23 1907.5 0.0107474 0.00106201 82598.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2072.44 1890.55 0.0106412 0.00105475 83451.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2053.77 1872.98 0.0105307 0.00105014 84383.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2034.54 1856.23 0.0106029 0.00104995 83743.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2016.18 1839.37 0.0105804 0.00104708 83915.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1997.06 1822.12 0.0107041 0.00107264 83060.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1978.57 1806 0.0106459 0.00105387 83402.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1960.77 1788.85 0.0106426 0.00106694 83545.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1942.53 1772.06 0.0105877 0.00105433 83915.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1924 1755.96 0.0105879 0.00104653 83845 0
: 304 Minimum Test error found - save the configuration
: 304 | 1906.1 1739.65 0.0106574 0.00106643 83411.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1887.86 1724.5 0.0106478 0.00106386 83472.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1870.27 1709.58 0.0114648 0.00127227 78489.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1853.57 1693.38 0.0112758 0.00107568 78430.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1836.17 1677.88 0.0106523 0.00106505 83444.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1819.11 1661.74 0.0108823 0.00110404 81814.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1801.19 1647.2 0.010823 0.00106156 81954.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1784.7 1631.97 0.0107341 0.00106252 82716.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1767.82 1616.71 0.0111256 0.00109046 79720 0
: 313 Minimum Test error found - save the configuration
: 313 | 1751.02 1602.35 0.0117685 0.00114574 75310.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1734.81 1587.13 0.0120276 0.00117898 73742.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1718.01 1572.87 0.0110838 0.00106416 79842.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1701.75 1559.02 0.0115313 0.00110239 76709.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1686.6 1544.53 0.0120752 0.00108455 72789.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1669.97 1530.5 0.012099 0.0011334 72955.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1653.9 1516.4 0.0125278 0.0012019 70634.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1638.4 1502.52 0.0132566 0.00172132 69352.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1622.91 1488.66 0.0129547 0.00168997 71018.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1607.58 1474.75 0.0122359 0.00115849 72219.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1592 1461.1 0.0109143 0.00109061 81435.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1576.76 1447.85 0.0108683 0.00111297 82006.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1562.03 1434.21 0.0138673 0.00183586 66492.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1546.53 1421.93 0.0124921 0.00109124 70170 0
: 327 Minimum Test error found - save the configuration
: 327 | 1532.1 1409.23 0.0106451 0.00105311 83403.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1517.31 1396.26 0.0106068 0.00105629 83764.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1503.3 1382.95 0.0106513 0.00105662 83379.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1488.45 1370.55 0.0117184 0.00116618 75813.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1474.31 1357.6 0.0126152 0.00138116 71212.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1460.15 1345.3 0.0120834 0.00124691 73824.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1446.14 1332.84 0.0117719 0.00108684 74871.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1432.53 1319.82 0.0121245 0.00119917 73224.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1418.51 1307.61 0.011695 0.00141943 77854.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1405.07 1295.28 0.0112432 0.00110961 78945.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1390.82 1284.1 0.0127157 0.00141061 70764.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1378.22 1271.81 0.0135585 0.00128391 65175.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1364.53 1260.45 0.013421 0.00161736 67775.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1351.51 1248.52 0.0130486 0.00148485 69181.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1338.41 1237.04 0.0123041 0.00108138 71284 0
: 342 Minimum Test error found - save the configuration
: 342 | 1325.76 1225.32 0.0114575 0.00112641 77436.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1312.95 1213.83 0.0116491 0.00119568 76529.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1300.25 1202.33 0.0127438 0.00139622 70499.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1287.49 1191.36 0.0128129 0.00129899 69481.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1275.22 1180.31 0.0119057 0.00132497 75608.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1263.06 1169.18 0.0119942 0.0012015 74123.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1250.66 1158.45 0.0117267 0.00146529 77962.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1238.84 1147.24 0.0119771 0.00158675 76994.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1226.48 1136.83 0.0122539 0.00115215 72060.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1214.98 1126.09 0.0126456 0.0018135 73854.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1203.33 1115.29 0.0116813 0.00125403 76722.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1191.44 1104.78 0.0119576 0.00150228 76515.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1179.96 1094.52 0.0117603 0.00127497 76297.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1168.47 1084.3 0.0132116 0.00125712 66920.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1157.14 1074.25 0.0130512 0.00157402 69703.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1146 1064.35 0.0152856 0.00178912 59274.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1135.04 1054.31 0.0151598 0.00149193 58531.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1124.53 1044.18 0.0147154 0.0017928 61906.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1113.16 1034.5 0.0118785 0.0010714 74025.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1102.28 1024.74 0.0108086 0.00107577 82195.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1091.59 1014.93 0.0106944 0.00107212 83140 0
: 363 Minimum Test error found - save the configuration
: 363 | 1081.23 1005.4 0.0106595 0.00104645 83220.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1070.85 995.489 0.0105509 0.0010386 84101.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1060.31 985.664 0.0105109 0.00103844 84455.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1049.46 976.477 0.01055 0.00103667 84092.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1039.72 966.893 0.0107014 0.00106879 83051.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1028.93 958.586 0.0107149 0.00105963 82856 0
: 369 Minimum Test error found - save the configuration
: 369 | 1019.51 948.977 0.0106569 0.00105198 83290.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1009.37 939.843 0.0121596 0.00145583 74740 0
: 371 Minimum Test error found - save the configuration
: 371 | 999.216 931.115 0.0157012 0.0013706 55824.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 990.042 921.808 0.0113548 0.00109181 77950.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 979.802 913.242 0.0120962 0.0010931 72706.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 970.327 904.517 0.0114955 0.00121496 77816.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 961.136 895.338 0.011897 0.00118257 74665.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 951.515 886.598 0.0118562 0.00120799 75129.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 941.897 878.789 0.0120377 0.00140209 75219.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 932.7 870.24 0.0117014 0.00111156 75544 0
: 379 Minimum Test error found - save the configuration
: 379 | 923.517 862.328 0.0106399 0.00104096 83342.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 914.675 853.225 0.0105829 0.00105901 83999.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 905.313 845.216 0.0105948 0.00104339 83757.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 896.68 836.986 0.0105082 0.00104164 84508.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 888.101 828.165 0.010573 0.00104277 83943.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 878.814 820.343 0.0105871 0.00104159 83808.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 870.076 812.495 0.0105726 0.00104834 83995.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 861.633 805.841 0.0105355 0.00103654 84219.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 853.483 796.518 0.01052 0.00103928 84382.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 844.319 789.1 0.0105407 0.00103603 84169.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 836.344 781.286 0.010582 0.00104051 83844.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 827.943 773.44 0.0105853 0.00104272 83834.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 819.959 765.516 0.0105787 0.00103777 83849.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 811.219 758.832 0.0105612 0.00103612 83989.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 804.021 750.77 0.0105778 0.00104886 83954.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 795.74 743.109 0.0105817 0.00104272 83866.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 787.401 735.999 0.0105526 0.00104261 84122.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 779.574 728.681 0.0105541 0.0010466 84144.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 772.005 721.465 0.0105643 0.0010429 84021 0
: 398 Minimum Test error found - save the configuration
: 398 | 763.823 714.18 0.0105521 0.00103572 84065.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 756.445 706.896 0.010513 0.00103617 84416.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 748.858 700.42 0.010575 0.001039 83892.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 741.273 692.872 0.0105062 0.00103536 84470 0
: 402 Minimum Test error found - save the configuration
: 402 | 733.951 685.653 0.0105103 0.00103059 84390.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 726.406 678.842 0.010532 0.00103175 84208.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 718.817 672.481 0.0105724 0.0010411 83934.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 712.367 665.112 0.0105373 0.00103579 84197.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 704.455 658.66 0.0105873 0.00104017 83795.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 697.66 651.965 0.0107471 0.00104411 82448.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 690.661 645.437 0.0105203 0.00103887 84375.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 683.735 638.758 0.0105544 0.00104305 84109.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 676.709 632.29 0.0105544 0.00103696 84055.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 669.553 625.934 0.0105741 0.00103007 83821.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 663.223 619.476 0.0105426 0.00103425 84136.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 656.702 612.626 0.0105396 0.00104355 84245.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 649.659 606.267 0.0105849 0.00104046 83818.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 643.027 600.802 0.0105271 0.00103179 84252 0
: 416 Minimum Test error found - save the configuration
: 416 | 636.237 594.555 0.0105496 0.00103423 84074.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 630.149 588.067 0.010568 0.00103711 83937.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 623.762 581.888 0.0105651 0.00105441 84116.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 617.405 575.781 0.0105325 0.0010322 84207.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 610.871 570.128 0.0105573 0.00103114 83979 0
: 421 Minimum Test error found - save the configuration
: 421 | 604.635 564.786 0.0105483 0.00106268 84338.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 598.579 558.557 0.0105831 0.00105289 83943.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 592.279 552.495 0.010581 0.00104142 83861.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 586.262 546.681 0.0105793 0.00104091 83871.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 580.183 541.068 0.0105759 0.00103215 83824.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 574.447 535.477 0.010513 0.00103305 84388.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 568.402 529.865 0.0106045 0.00103277 83579.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 562.692 524.127 0.0106059 0.00103663 83601.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 556.586 518.653 0.0105348 0.00103794 84238.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 550.947 513.329 0.0105532 0.00103598 84058 0
: 431 Minimum Test error found - save the configuration
: 431 | 545.822 507.474 0.0105245 0.00103353 84291 0
: 432 Minimum Test error found - save the configuration
: 432 | 539.571 502.219 0.0105886 0.00104985 83868.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 533.833 497.9 0.0105607 0.00103912 84019.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 528.54 492.153 0.0105504 0.00103528 84076.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 523.017 487.15 0.0106091 0.0010533 83718.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 517.966 481.42 0.0106109 0.00105073 83680.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 512.278 476.13 0.0105949 0.00104674 83785.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 506.973 471.059 0.0105848 0.00104026 83817.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 501.597 466.097 0.0105395 0.00103498 84170.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 496.693 461.026 0.0105504 0.00104422 84155.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 491.431 456.21 0.0105983 0.00104284 83721.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 486.26 450.835 0.0105834 0.00103973 83824.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 481.125 446.407 0.0111285 0.00108179 79628 0
: 444 Minimum Test error found - save the configuration
: 444 | 476.034 441.989 0.0113517 0.0010881 77945.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 471.255 436.783 0.010653 0.00105063 83312.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 466.143 432.576 0.0113 0.00107812 78263.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 461.528 427.644 0.0109415 0.00106318 80985.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 456.49 423.153 0.0108794 0.00105928 81465.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 451.884 418.53 0.0108508 0.00133201 84043.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 447.299 413.523 0.0121757 0.00108538 72134.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 442.439 409.321 0.0136218 0.0013781 65339.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 438.053 404.953 0.0109384 0.00109286 81254.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 433.076 400.547 0.0107133 0.00105764 82852.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 428.601 396.142 0.0106357 0.00105347 83488.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 424.503 391.233 0.0109502 0.00113159 81478.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 419.559 387.128 0.0115118 0.00108418 76719.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 415.13 383.02 0.0113991 0.00106823 77437.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.935 378.654 0.0113725 0.00113519 78145.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 406.608 374.563 0.0112396 0.00106743 78645.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 402.238 370.335 0.0131729 0.00177758 70204.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 397.906 366.259 0.0123182 0.00146755 73728.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.947 362.235 0.0120036 0.00111548 73474.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 389.415 358.272 0.0108089 0.00105419 82012 0
: 464 Minimum Test error found - save the configuration
: 464 | 385.669 354.249 0.0106607 0.00105351 83271.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 381.312 350.612 0.010865 0.0010599 81590.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 377.628 346.32 0.0108426 0.00104565 81658.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 373.788 342.69 0.0109209 0.0011326 81730.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 369.405 339.127 0.0107679 0.00119824 83597.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 365.623 334.975 0.010993 0.00105374 80489.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 362.043 331.625 0.0112081 0.0012083 80001.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 357.921 327.38 0.0110246 0.00106701 80340.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 354.108 323.746 0.0106062 0.00104048 83631.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 350.266 320.184 0.0106201 0.00105308 83620.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.458 316.906 0.0105405 0.00103495 84161 0
: 475 Minimum Test error found - save the configuration
: 475 | 342.814 313.039 0.0106411 0.00105384 83443.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 339.114 309.438 0.0106566 0.00106743 83427.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 335.528 305.624 0.0107207 0.00111786 83308.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.063 302.748 0.0107386 0.00104573 82535.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 328.718 298.971 0.0107365 0.00105649 82644.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.802 295.811 0.0110507 0.00135319 82495.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 321.222 292.667 0.0108026 0.00106122 82123.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.908 289.153 0.0107532 0.00109339 82817.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 314.329 286.048 0.0107745 0.00107278 82459.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.264 282.423 0.010775 0.00105052 82266.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.824 279.971 0.0107178 0.00105258 82771.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.555 275.799 0.0107483 0.00105886 82564.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.22 273.074 0.0107905 0.0010917 82484.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.218 269.483 0.0108299 0.001083 82077.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.436 267.18 0.0110453 0.00113603 80732.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 291.558 264.008 0.0107852 0.00112786 82838.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 288.34 260.652 0.0108419 0.00109332 82063.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.106 257.586 0.0108023 0.00110458 82494 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.048 254.395 0.0107141 0.00106019 82868.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.842 251.846 0.0108614 0.00109717 81931.8 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.991 248.802 0.0108164 0.00107333 82109.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.074 246.16 0.0106536 0.00109454 83689.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.87 243.654 0.0107734 0.00108473 82571 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.063 240.461 0.0110773 0.00134857 82230.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.143 237.783 0.0115276 0.00106997 76499.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.117 235.343 0.0105851 0.00103974 83810 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.409 232.791 0.0107072 0.00105815 82909.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.493 229.755 0.0107101 0.00109591 83210.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.158 227.716 0.0107415 0.00107214 82735.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.246 224.857 0.010671 0.00105178 83166.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.309 221.962 0.0106999 0.00104459 82856.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.706 219.386 0.0106823 0.00106889 83217.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.856 217.626 0.0107883 0.00106117 82244.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.158 215.931 0.0114851 0.00108498 76922.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.677 213.131 0.0108145 0.00105789 81995.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.333 210.184 0.0107257 0.00105575 82730.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.318 208.687 0.0108129 0.00110337 82392.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.816 205.892 0.0107413 0.00106463 82673.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.393 203.364 0.0107311 0.00110252 83085.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.652 202.357 0.0106996 0.00106488 83032.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.326 199.767 0.0106796 0.00103909 82982.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.935 196.922 0.0107715 0.00109201 82648.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.573 195.524 0.0110039 0.00128543 82317.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.983 193.647 0.0108542 0.0010474 81575.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.823 189.737 0.0106252 0.00109052 83904.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.402 188.129 0.0105522 0.00104027 84105.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.01 186.947 0.010632 0.00107931 83745.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.922 184.618 0.0107638 0.0010553 82401.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.469 182.274 0.0108239 0.00109514 82230.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.182 180.438 0.0113027 0.00124303 79525.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.88 178.478 0.0108835 0.00105543 81399.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.732 175.373 0.0109146 0.00107745 81324.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.909 174.264 0.0109214 0.00105619 81093.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.529 172.773 0.0107165 0.00104986 82758.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.517 170.274 0.0108216 0.00105906 81945.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.554 168.601 0.0107271 0.00105881 82744.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.497 167.876 0.010726 0.00106266 82786.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.201 164.711 0.0106055 0.00104507 83678.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.82 162.541 0.0107389 0.0010577 82634.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.888 160.417 0.0106433 0.00109981 83827 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.725 160.184 0.0110146 0.00111327 80797 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.196 157.661 0.0108154 0.00107964 82170.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.81 155.304 0.010621 0.00104415 83534.3 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.739 153.432 0.0106318 0.00105248 83513.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.877 151.501 0.0110543 0.00106939 80121 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.093 149.723 0.010796 0.0010552 82128.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.081 148.768 0.0108591 0.0011089 82049.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.067 147.596 0.0109655 0.00110283 81113.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.443 144.749 0.0107099 0.00109818 83231.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.401 144.029 0.0107423 0.00105328 82567.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.55 141.785 0.0114247 0.00110903 77552 0
: 546 Minimum Test error found - save the configuration
: 546 | 156.085 141.022 0.0110932 0.00112803 80279.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.02 139.193 0.0110392 0.00113981 80813.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.167 137.499 0.0108133 0.00107664 82163.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.499 135.734 0.0107748 0.0011035 82719.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.674 134.351 0.0111186 0.00112084 80017.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.09 131.149 0.0108247 0.00106524 81971.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.502 130.129 0.011049 0.00110735 80469.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.718 128.46 0.0109644 0.00106379 80803.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.943 128.245 0.0107235 0.0010792 82950.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.222 126.434 0.0109244 0.00127153 82876.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.565 125.044 0.0113043 0.00120007 79174.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.888 123.446 0.0108824 0.00109088 81703.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.388 122.623 0.0109115 0.00110345 81565.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.575 121.066 0.0111297 0.00120695 80622.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.258 119.588 0.0114605 0.00123508 78236.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.389 116.487 0.0114299 0.00115707 77875.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.068 116.296 0.0108429 0.00110678 82168.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.52 114.734 0.0113986 0.00108886 77596.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.097 114.281 0.0115425 0.00114967 76976.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.83 113.59 0.0117299 0.00108479 75151.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.403 111.583 0.01111 0.00108702 79816.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.405 109.536 0.0111625 0.0010678 79249.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.249 108.74 0.0113118 0.00113619 78619.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.833 107.202 0.0114333 0.00120088 78183 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.475 105.755 0.011127 0.00107816 79611.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.947 104.501 0.0108073 0.00110187 82427.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.832 103.316 0.0111247 0.00107181 79579.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.203 102.098 0.011023 0.00109837 80607.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.825 100.327 0.0115965 0.00111545 76328 0
: 575 | 110.541 100.618 0.0109772 0.00101255 80283.5 1
: 576 Minimum Test error found - save the configuration
: 576 | 109.214 98.6295 0.0114488 0.0011727 77850.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.013 97.7496 0.011134 0.00106782 79473.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.891 96.9952 0.0109446 0.00106506 80975.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.494 95.7314 0.0117565 0.00118408 75668.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.057 94.683 0.0108021 0.00108092 82294.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.997 92.3073 0.0111154 0.001055 79519.7 0
: 582 | 101.644 92.3672 0.0128368 0.00102735 67742.3 1
: 583 Minimum Test error found - save the configuration
: 583 | 100.46 90.6087 0.0115401 0.00117884 77210.8 0
: 584 | 99.3396 90.6742 0.0108633 0.00110365 81970.1 1
: 585 Minimum Test error found - save the configuration
: 585 | 98.2957 88.4551 0.0111468 0.00108005 79469.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.9287 86.9866 0.0110331 0.00117652 81164 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.7926 85.4193 0.0146976 0.0017198 61643.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.6209 84.7497 0.0156045 0.00179362 57925.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.4818 83.857 0.0128532 0.00110372 68088.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.4115 83.3865 0.013043 0.00110005 66985.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.4612 83.3779 0.0112594 0.00152158 82154.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.4085 81.3252 0.0119972 0.00109246 73362.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.353 79.719 0.0106781 0.00106084 83183.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.1109 78.4802 0.0109272 0.0010866 81295.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.2728 78.3443 0.0106803 0.00107123 83254.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.1611 77.8992 0.0109306 0.00110277 81401.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.1872 76.622 0.0108274 0.00112731 82473.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.2116 75.018 0.0106917 0.00106408 83094.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.2427 73.3045 0.0108369 0.0010666 81880.5 0
: 600 | 82.4294 73.5516 0.0107976 0.00101518 81779.2 1
: 601 | 81.2598 73.3613 0.0105887 0.0010118 83534 2
: 602 Minimum Test error found - save the configuration
: 602 | 80.4321 72.7158 0.0105707 0.00105537 84075 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.3258 70.7139 0.0105255 0.00103457 84290.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.5572 70.1569 0.0106808 0.00105532 83113 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.5737 69.3924 0.0106435 0.00104404 83338.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.5341 68.3308 0.0105474 0.00103727 84120.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.7959 66.5528 0.0105891 0.00105016 83867 0
: 608 Minimum Test error found - save the configuration
: 608 | 75.1463 66.0855 0.010622 0.00104783 83558 0
: 609 | 74.2916 67.4476 0.0106153 0.00101014 83288.1 1
: 610 | 73.2689 66.8457 0.0107427 0.00100353 82142.8 2
: 611 Minimum Test error found - save the configuration
: 611 | 72.1951 64.1789 0.0106374 0.0010543 83480.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.4849 63.7949 0.0106023 0.00106127 83848.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.4634 62.5421 0.0106531 0.00105181 83321.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.6878 62.3307 0.0106018 0.0010559 83805.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.9097 61.0805 0.010616 0.00104975 83627.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.245 60.8831 0.0105765 0.00103917 83880.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.2489 60.8247 0.0105789 0.00104201 83884.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.4268 60.0204 0.0106444 0.00107312 83583 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.5397 58.9588 0.0109036 0.00105607 81238.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.9101 56.9378 0.0106565 0.00106184 83379.6 0
: 621 | 64.068 57.4482 0.010574 0.00100678 83619.2 1
: 622 Minimum Test error found - save the configuration
: 622 | 63.3503 56.0603 0.0105665 0.00104574 84027.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.6 54.3888 0.0106862 0.0010583 83091.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.7487 53.8609 0.0106737 0.00109017 83476.6 0
: 625 | 60.9162 54.1075 0.0105937 0.00102128 83573.6 1
: 626 | 60.3175 55.2436 0.0105359 0.00100857 83968.7 2
: 627 Minimum Test error found - save the configuration
: 627 | 60.0798 52.3714 0.0106718 0.00108377 83437 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.971 51.4324 0.0107008 0.00104891 82885.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.4685 49.9341 0.010967 0.00108247 80934.2 0
: 630 | 57.7604 50.3962 0.0106007 0.00101047 83418.4 1
: 631 | 57.2536 50.8812 0.0108479 0.00110466 82108.4 2
: 632 | 56.7372 50.3207 0.0107107 0.00101241 82489 3
: 633 Minimum Test error found - save the configuration
: 633 | 56.278 47.2704 0.0109667 0.00114231 81429.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 55.2049 46.8927 0.0108227 0.00109931 82275.5 0
: 635 | 54.0232 47.2521 0.0108544 0.00103385 81461.7 1
: 636 Minimum Test error found - save the configuration
: 636 | 53.3348 46.2661 0.0110283 0.00107621 80384.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.7705 46.0845 0.0108746 0.0011059 81893.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.2126 45.2175 0.0109148 0.00106463 81217 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.5183 45.1393 0.0106102 0.00105083 83687.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.7935 43.7262 0.0109852 0.00107881 80755.6 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.5361 43.5517 0.010872 0.00109404 81816.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.6852 42.9055 0.010974 0.00125508 82313.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.1669 41.2035 0.0110683 0.00105645 79905.1 0
: 644 | 48.9122 41.771 0.0113656 0.00104349 77503.6 1
: 645 Minimum Test error found - save the configuration
: 645 | 47.9828 40.4027 0.0117468 0.00179921 80421.3 0
: 646 | 47.4312 40.7079 0.012328 0.00114791 71556 1
: 647 | 46.6844 41.349 0.0106848 0.00101273 82712 2
: 648 Minimum Test error found - save the configuration
: 648 | 46.4856 40.1365 0.0111809 0.00114712 79730.9 0
: 649 Minimum Test error found - save the configuration
: 649 | 46.0196 39.3746 0.0108368 0.00107997 81993.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.2765 38.645 0.0114026 0.0010805 77503.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.6221 38.5769 0.012301 0.00182735 76382.5 0
: 652 Minimum Test error found - save the configuration
: 652 | 44.1473 37.5737 0.0122735 0.00109245 71549.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.7041 37.1538 0.010736 0.00106492 82720.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.0626 36.415 0.012566 0.00126922 70816.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.5743 35.1543 0.0109621 0.00109811 81103.4 0
: 656 | 42.0253 35.7657 0.0109897 0.00100511 80123.1 1
: 657 | 41.4547 35.2442 0.0113646 0.00144117 80617.1 2
: 658 Minimum Test error found - save the configuration
: 658 | 40.9617 33.8868 0.0107076 0.00107807 83077.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.4968 33.4973 0.0110512 0.00107689 80206.2 0
: 660 | 40.0733 34.2732 0.0110178 0.00102185 80032.6 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.6037 33.0141 0.0108121 0.00108443 82239.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 39.0208 32.6789 0.0107967 0.00108931 82411.7 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.7429 32.3316 0.0107115 0.0010676 82954 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.2702 31.9809 0.0109476 0.0010701 80992.5 0
: 665 Minimum Test error found - save the configuration
: 665 | 38.362 31.2253 0.0106583 0.00107153 83448.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.4508 30.8787 0.0106164 0.00105091 83633.7 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.9421 30.7347 0.0106598 0.0010603 83337.4 0
: 668 | 36.3771 30.917 0.0105644 0.00100651 83700.3 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.8743 29.3923 0.0106011 0.001053 83786.4 0
: 670 | 35.3171 29.7849 0.0105594 0.00100311 83714.8 1
: 671 Minimum Test error found - save the configuration
: 671 | 35.0272 28.6622 0.0108584 0.00109938 81975.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.4815 27.5261 0.010721 0.00107776 82959.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.9631 27.5149 0.0106855 0.00106553 83160.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.6172 26.7848 0.0106276 0.00105555 83576.6 0
: 675 | 33.2795 27.2396 0.0105258 0.00100263 84005.6 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.8842 26.2418 0.0106107 0.00105687 83735.8 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.3541 25.6038 0.0105988 0.00105987 83867.1 0
: 678 | 32.0517 27.4808 0.0105343 0.00100111 83917.3 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.6474 25.5187 0.0106864 0.00106217 83123.8 0
: 680 | 31.2566 25.7621 0.0106498 0.00102965 83158.7 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.9041 24.8622 0.0107873 0.00107075 82334.1 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.5709 24.3828 0.0107253 0.0010654 82816.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.0557 23.8282 0.0106479 0.00106602 83490.8 0
: 684 | 29.8379 24.1432 0.0106052 0.00100742 83352.8 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.3796 23.223 0.0106037 0.00105172 83752.5 0
: 686 | 29.0705 24.1512 0.0107002 0.00102901 82720 1
: 687 | 28.6754 23.2773 0.0107641 0.00101296 82041.8 2
: 688 Minimum Test error found - save the configuration
: 688 | 28.1909 22.1492 0.0106264 0.00106374 83658.8 0
: 689 | 27.8935 22.439 0.0107109 0.00113394 83533.6 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.459 21.894 0.0107232 0.00107148 82886.4 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.1093 21.7993 0.0106278 0.00104914 83519.3 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.8227 20.9614 0.0106183 0.00104486 83564.6 0
: 693 | 26.4798 21.6928 0.0105963 0.00101871 83528.3 1
: 694 Minimum Test error found - save the configuration
: 694 | 26.0938 20.6924 0.0105958 0.00104551 83767 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.871 20.1532 0.0105593 0.00104719 84102.9 0
: 696 | 25.6884 20.7815 0.0105642 0.00101212 83751.4 1
: 697 | 25.3866 20.2732 0.0106707 0.00101301 82835.1 2
: 698 Minimum Test error found - save the configuration
: 698 | 24.9236 19.5614 0.0106442 0.00105798 83452.9 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.3984 18.7645 0.0107581 0.00109094 82754.3 0
: 700 | 24.0143 19.2533 0.0107445 0.00101567 82230 1
: 701 | 24.07 19.1967 0.0106958 0.00101858 82667.9 2
: 702 | 23.8552 19.3651 0.0111489 0.00117607 80217.8 3
: 703 | 23.4101 18.879 0.0108781 0.00100558 81033 4
: 704 Minimum Test error found - save the configuration
: 704 | 23.0782 18.2976 0.010735 0.00107436 82810.1 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.7434 17.5353 0.0107725 0.00107249 82474.4 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.3221 17.0663 0.0112058 0.00129142 80690.6 0
: 707 | 22.0019 17.9703 0.0109275 0.00104744 80971.1 1
: 708 | 21.7455 17.4766 0.0108585 0.00101684 81287.2 2
: 709 | 21.5713 17.778 0.0115749 0.00128395 77738.4 3
: 710 | 21.3531 17.7996 0.0114286 0.00106278 77176.9 4
: 711 Minimum Test error found - save the configuration
: 711 | 21.2246 16.8873 0.0110306 0.00114373 80915.6 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.6667 16.2694 0.0109948 0.00108295 80711.8 0
: 713 | 20.2819 16.5854 0.010864 0.00105112 81525.8 1
: 714 | 20.4593 16.5145 0.0107916 0.00103745 82016.2 2
: 715 Minimum Test error found - save the configuration
: 715 | 19.8392 16.1024 0.0109206 0.00112047 81631.5 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.7257 15.6672 0.0110684 0.00107896 80084.3 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.2376 15.0421 0.0111139 0.0011204 80051.8 0
: 718 | 19.1507 15.5233 0.0108142 0.00103112 81773.9 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.7815 15.0363 0.0113527 0.00115166 78423.3 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.359 15.0202 0.0108009 0.00111166 82565.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.1933 14.547 0.0108756 0.00109112 81762.3 0
: 722 | 17.9877 15.0738 0.0108822 0.00112238 81968.5 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.9377 13.8418 0.0108276 0.00108979 82154.2 0
: 724 | 17.5475 14.1658 0.0107977 0.00105565 82117.9 1
: 725 | 17.282 14.0483 0.0109462 0.00102651 80647.3 2
: 726 | 16.9629 14.1268 0.0108253 0.00105211 81856.7 3
: 727 Minimum Test error found - save the configuration
: 727 | 16.7242 13.555 0.0109036 0.00110442 81639.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.7674 12.6997 0.0108923 0.00106984 81445.6 0
: 729 | 16.3646 13.3335 0.0108116 0.00100458 81573.9 1
: 730 | 16.1272 13.2204 0.0107021 0.00100602 82507.4 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.8759 12.6793 0.0106681 0.00105948 83258.7 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.669 12.3227 0.0106346 0.0010447 83421.3 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.436 12.2926 0.0106919 0.0010544 83008.6 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.1693 12.2321 0.0109511 0.00108372 81075.4 0
: 735 Minimum Test error found - save the configuration
: 735 | 15.0745 11.0359 0.0107151 0.00105933 82852.3 0
: 736 | 14.9587 11.704 0.0107708 0.00100483 81917.3 1
: 737 | 14.636 11.7623 0.0108211 0.00103879 81780.1 2
: 738 | 14.6449 11.1942 0.0107465 0.00100616 82132.2 3
: 739 | 14.4947 11.3214 0.0106722 0.00102057 82887.2 4
: 740 Minimum Test error found - save the configuration
: 740 | 14.0424 11.0214 0.0107477 0.00107053 82668.4 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.9026 10.8404 0.0107004 0.00107902 83148.4 0
: 742 | 13.769 10.9999 0.0107688 0.00102265 82083.3 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.6406 10.6942 0.011304 0.0012992 79961.9 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.7986 10.2276 0.0112213 0.00111798 79181.8 0
: 745 | 13.445 10.6048 0.011361 0.00107437 77770.4 1
: 746 Minimum Test error found - save the configuration
: 746 | 13.3481 9.09352 0.0108951 0.00112464 81879.7 0
: 747 | 12.9465 10.3365 0.0108497 0.00102121 81396.3 1
: 748 | 12.7293 9.40086 0.0110602 0.0010402 79840.1 2
: 749 | 12.5535 9.62037 0.0106005 0.00100438 83367.1 3
: 750 Minimum Test error found - save the configuration
: 750 | 12.4468 8.99382 0.0107108 0.00107358 83011.7 0
: 751 Minimum Test error found - save the configuration
: 751 | 12.2944 8.69988 0.0106056 0.0010474 83697.9 0
: 752 | 12.1694 8.83213 0.010757 0.00100731 82054 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.8459 8.00615 0.0112122 0.00120527 79944.7 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.9647 7.80743 0.0110651 0.00113204 80538.7 0
: 755 | 12.1423 9.80174 0.0109537 0.00101611 80502.7 1
: 756 | 11.5593 8.2734 0.0110298 0.00105721 80219.9 2
: 757 | 11.5014 9.24986 0.0109498 0.00102888 80637.7 3
: 758 Minimum Test error found - save the configuration
: 758 | 11.1841 7.66607 0.0107543 0.00108204 82710.5 0
: 759 | 10.9948 8.08403 0.0107762 0.00103634 82136.6 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.745 7.58149 0.0106395 0.00106077 83518.3 0
: 761 | 10.6326 7.92852 0.0105854 0.00109518 84297 1
: 762 | 10.4756 8.48747 0.0108461 0.00101171 81347.3 2
: 763 Minimum Test error found - save the configuration
: 763 | 10.4343 7.50136 0.0108702 0.00107267 81653.5 0
: 764 | 10.2705 7.85119 0.010725 0.00100517 82306.3 1
: 765 | 10.2578 9.20463 0.0109001 0.00103882 81125.7 2
: 766 Minimum Test error found - save the configuration
: 766 | 10.2808 6.92172 0.0107728 0.00107288 82475.1 0
: 767 | 9.94613 7.60401 0.010687 0.00102979 82839.7 1
: 768 | 9.85369 7.34563 0.0106855 0.00105084 83033.4 2
: 769 Minimum Test error found - save the configuration
: 769 | 9.59488 6.91227 0.010838 0.00110681 82210 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.42898 6.7534 0.0113578 0.00118336 78628.8 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.25877 6.55033 0.0113807 0.00108569 77707.4 0
: 772 | 9.22074 7.21479 0.0117881 0.00109831 74837.9 1
: 773 | 9.10143 8.30216 0.0120119 0.00157276 76634.9 2
: 774 | 9.43316 6.76707 0.0151491 0.00103055 56663.1 3
: 775 | 8.96757 6.56635 0.0106494 0.00101052 82996.9 4
: 776 Minimum Test error found - save the configuration
: 776 | 8.7173 6.29542 0.0105783 0.0010482 83944.3 0
: 777 | 8.591 6.45727 0.010515 0.000999195 84070.7 1
: 778 | 8.49708 7.66071 0.0106075 0.00101236 83375.2 2
: 779 Minimum Test error found - save the configuration
: 779 | 8.44636 6.13746 0.0106362 0.00104484 83408.1 0
: 780 | 8.32848 6.47034 0.0105475 0.000999916 83790.7 1
: 781 | 8.17059 6.9319 0.0105836 0.00102316 83678.5 2
: 782 | 8.14473 6.82731 0.0106957 0.00100861 82584.2 3
: 783 | 8.01944 6.32406 0.0110087 0.00101466 80047.4 4
: 784 | 8.23921 6.50994 0.0129096 0.00104875 67448.6 5
: 785 | 7.88837 6.53314 0.0110446 0.00102621 79853.4 6
: 786 | 7.66636 6.24963 0.0107793 0.00102264 81995.3 7
: 787 Minimum Test error found - save the configuration
: 787 | 7.6972 5.91686 0.0107339 0.00106275 82720.3 0
: 788 | 7.58145 7.53433 0.0105895 0.00101148 83524.1 1
: 789 | 7.49963 5.91808 0.0106063 0.00101934 83446.6 2
: 790 | 7.35775 7.42157 0.0108167 0.00101392 81609.6 3
: 791 | 7.17255 6.83301 0.0108118 0.00101563 81664.8 4
: 792 | 7.26761 6.30391 0.0110993 0.00105121 79616.8 5
: 793 | 6.96395 6.2776 0.0111387 0.00101399 79014.8 6
: 794 Minimum Test error found - save the configuration
: 794 | 7.13206 5.2404 0.0116175 0.00107582 75889.3 0
: 795 | 7.27287 7.03633 0.0105289 0.0010097 84040.7 1
: 796 | 7.01111 6.15483 0.0114124 0.00103855 77117.2 2
: 797 | 6.77689 5.49366 0.0107703 0.00100302 81905.8 3
: 798 | 6.76255 5.7993 0.0105747 0.00100384 83586.9 4
: 799 | 6.62684 6.02258 0.0108738 0.00100556 81068.1 5
: 800 | 6.55323 7.25246 0.0106827 0.00100783 82688.7 6
: 801 | 6.56316 6.16857 0.0107393 0.00103419 82430.7 7
: 802 | 6.41861 6.03806 0.0108346 0.00104866 81749.8 8
: 803 | 6.27564 5.87558 0.0107971 0.00101612 81791.5 9
: 804 Minimum Test error found - save the configuration
: 804 | 6.51316 5.10992 0.0106461 0.00105759 83432.8 0
: 805 | 6.35111 6.80916 0.0106191 0.00100066 83173.4 1
: 806 Minimum Test error found - save the configuration
: 806 | 6.46139 4.89196 0.0109404 0.00110884 81370.5 0
: 807 | 5.94494 5.08427 0.0106625 0.001007 82854.3 1
: 808 | 5.87452 5.63885 0.0106947 0.00106075 83039.9 2
: 809 | 5.8336 5.08411 0.010658 0.00100783 82900.4 3
: 810 | 5.86801 5.32129 0.0107272 0.00100654 82299.2 4
: 811 | 5.79235 5.52181 0.0106623 0.00100767 82861.8 5
: 812 | 5.51362 5.91264 0.0107182 0.00103199 82591.9 6
: 813 | 5.55589 5.92829 0.0106516 0.00102734 83123.1 7
: 814 | 5.50833 5.45931 0.0106477 0.00102056 83098.6 8
: 815 | 5.37422 6.7724 0.010743 0.00106743 82682.1 9
: 816 | 5.75072 5.6337 0.0107431 0.00100117 82119.3 10
: 817 | 5.36113 5.11047 0.010563 0.000997936 83637.3 11
: 818 | 5.13548 5.44885 0.0106936 0.00101125 82624.7 12
: 819 Minimum Test error found - save the configuration
: 819 | 5.19288 4.70345 0.0108323 0.00112512 82413.2 0
: 820 | 5.12461 5.15402 0.0108257 0.00104451 81789.4 1
: 821 | 4.99943 5.02315 0.0107367 0.00100856 82235.4 2
: 822 | 5.09091 5.98523 0.010726 0.00100216 82272 3
: 823 | 5.07887 5.75004 0.0106868 0.00100418 82622.2 4
: 824 | 4.87834 6.02914 0.0117113 0.00140041 77587.6 5
: 825 | 4.87635 5.45526 0.0109053 0.00105754 81236.7 6
: 826 | 4.81175 5.45988 0.010712 0.00100073 82378.2 7
: 827 | 4.6867 6.31383 0.0106484 0.00100501 82958.3 8
: 828 | 4.8673 4.76469 0.0105911 0.0010057 83459.9 9
: 829 Minimum Test error found - save the configuration
: 829 | 4.60384 4.39308 0.0111557 0.00109955 79553.4 0
: 830 | 4.79451 5.69274 0.0110006 0.00100713 80052.3 1
: 831 | 4.54757 4.98882 0.0112375 0.00102039 78300 2
: 832 | 4.5303 5.3039 0.0109776 0.00103127 80431.3 3
: 833 | 4.68511 5.93715 0.0106537 0.0010524 83322.2 4
: 834 | 4.32941 4.48041 0.0108534 0.00102191 81371.2 5
: 835 | 4.29968 4.77289 0.0108691 0.00100307 81086.3 6
: 836 | 4.25013 5.14272 0.0107297 0.000999196 82216 7
: 837 | 4.06556 4.77136 0.0109719 0.00100402 80258.1 8
: 838 | 4.22155 5.68251 0.0108 0.00101979 81797.7 9
: 839 | 4.17257 5.37059 0.0108555 0.0010122 81273.4 10
: 840 | 4.14162 5.15043 0.0110543 0.00104525 79927.6 11
: 841 | 4.0562 5.29627 0.0111264 0.00114545 80153 12
: 842 | 3.9946 5.09931 0.0109717 0.0010259 80436.1 13
: 843 | 3.90765 4.84488 0.0110672 0.00110273 80285.4 14
: 844 | 3.82172 5.89037 0.0111177 0.00126329 81181.5 15
: 845 | 3.99311 5.65808 0.0110757 0.00113447 80473.2 16
: 846 | 3.95549 5.89055 0.0110686 0.00111726 80390.9 17
: 847 | 3.82394 5.32849 0.0120219 0.00118865 73846.4 18
: 848 Minimum Test error found - save the configuration
: 848 | 3.75063 4.33066 0.0109362 0.00106405 81035.7 0
: 849 | 3.68871 4.78033 0.010819 0.00104705 81866.8 1
: 850 | 3.54438 5.07662 0.0108064 0.0010447 81953.2 2
: 851 | 3.78069 4.44931 0.0108174 0.00108996 82241.2 3
: 852 | 3.69283 4.94117 0.0107865 0.00103942 82076.1 4
: 853 | 3.62741 5.55005 0.0107752 0.00100854 81911.1 5
: 854 | 3.60756 5.93163 0.0109671 0.00100225 80282.2 6
: 855 | 3.81121 4.56526 0.0109645 0.0010106 80370.2 7
: 856 | 3.63971 5.60138 0.010836 0.00101468 81455.1 8
: 857 | 3.40819 5.26843 0.0110716 0.00100239 79450.3 9
: 858 | 3.28718 4.83836 0.0110826 0.00118209 80804.1 10
: 859 | 3.32996 5.1966 0.0106773 0.00100767 82733.2 11
: 860 | 3.32886 4.62232 0.0106358 0.000999006 83014.8 12
: 861 | 3.40694 5.37031 0.0106549 0.00100478 82900.7 13
: 862 | 3.32107 4.6841 0.0106836 0.00101436 82736.2 14
: 863 | 3.53966 4.64786 0.0107203 0.0010353 82601.8 15
: 864 | 3.07144 5.21877 0.0107585 0.0010047 82019.5 16
: 865 | 3.0319 4.5278 0.010601 0.00103684 83646 17
: 866 | 3.03762 5.25364 0.010697 0.00102758 82734.9 18
: 867 | 3.16736 4.71048 0.0107385 0.00101932 82311.5 19
: 868 | 3.39092 5.95648 0.0106234 0.00100019 83132.2 20
: 869 | 4.09836 6.66866 0.0105755 0.0010293 83802.6 21
:
: Elapsed time for training with 1000 events: 9.59 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: 0.0113 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.848 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.166 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= 3.32651e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10068e+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: 0.0409 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: 0.0371 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: 0.00153 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: 0.0995 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.919 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: 0.0224 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00402 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: 0.0387 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00461 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: 0.00257 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000737 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: 0.102 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.951 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.107 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 : -0.586 0.210 5.32 1.58 | 3.210 3.226
: 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 : 0.130 0.292 1.96 1.16 | 3.342 3.345
: 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.