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:426
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:3787
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: 0.25 sec
: Elapsed time for training with 1000 events: 0.253 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00355 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: 0.000724 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00488 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000209 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00122 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 = 31507.5
: --------------------------------------------------------------
: 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 | 33036.9 31116.7 0.0101816 0.00102919 87408.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32519.6 30570.8 0.010275 0.0010253 86489.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31859.4 29949.5 0.010662 0.00110811 83735.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31183.5 29358.8 0.0104737 0.00103564 84762.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30504.4 28692.2 0.010432 0.00103928 85172.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29742 27832.1 0.0105024 0.00107471 84856.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 29000.4 27162.1 0.0104158 0.00102322 85173.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28506.6 26754.8 0.010277 0.00101144 86341.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28137.1 26419.8 0.0102524 0.00100707 86530.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27806.7 26114.9 0.010209 0.00100347 86903.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27499.4 25827.4 0.0102174 0.00100681 86856.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27205.9 25554.4 0.0102644 0.00100517 86400.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26924.4 25292 0.0102489 0.00100728 86564.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26652.2 25037.5 0.0101948 0.00100146 87019.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26390.3 24786.2 0.0102021 0.00100203 86955.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26130.2 24543.8 0.0102609 0.00103181 86682.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25879.5 24304.2 0.0102048 0.00100479 86956.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25631.5 24070.6 0.0101883 0.00100094 87076.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25390.3 23839.2 0.0101808 0.00100267 87163.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 25148.4 23616.6 0.0101817 0.000996465 87096.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24915.6 23394.6 0.0102055 0.00100613 86963 0
: 22 Minimum Test error found - save the configuration
: 22 | 24685.6 23174.5 0.0101936 0.00100437 87058.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24456.4 22959.8 0.0102985 0.00110591 87026.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24234.3 22745.1 0.0102158 0.00100368 86841.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 24013.3 22533 0.0101862 0.00100304 87116.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23791.8 22328.6 0.0102075 0.000999625 86882.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23577.3 22125.1 0.010214 0.00101893 87003.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23364.2 21924.6 0.0101844 0.000999404 87098.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23157.4 21722.2 0.0101895 0.00100398 87093.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22947.6 21525.4 0.0101763 0.00100352 87214.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22740.1 21334.6 0.010206 0.000997684 86877.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22539 21143.4 0.0101869 0.00100348 87113.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22340.1 20952.1 0.0101901 0.00100044 87054.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22140.5 20765 0.0101999 0.000999303 86950.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21944.4 20580 0.0101822 0.000999993 87124.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21749.5 20398.4 0.0102012 0.000999943 86944.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21558 20218.2 0.0102174 0.00101558 86939.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21368.7 20038.8 0.0104346 0.00111262 85818.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21182.2 19859.7 0.0104021 0.00101278 85203.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20996 19683.3 0.0102032 0.00100668 86989.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20809.3 19513 0.010214 0.000998034 86805.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20631.8 19337.8 0.0102025 0.00100095 86941.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20448.2 19169.9 0.0101969 0.0010007 86992.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20270.8 19002.3 0.0103072 0.00101196 86065.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20096.3 18834 0.0102079 0.00100702 86948.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19919.4 18670.8 0.0102168 0.00100418 86837.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19746.7 18509.2 0.0102315 0.0010042 86699.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19578.2 18345.8 0.0102102 0.0010026 86885.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19405.9 18188.4 0.0101991 0.000999234 86957.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19240 18030.2 0.0102171 0.00100865 86876.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 19074 17873.9 0.0102039 0.00100397 86957.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 18909.1 17720.2 0.0102184 0.00100507 86831 0
: 53 Minimum Test error found - save the configuration
: 53 | 18747.6 17566.6 0.010208 0.00100156 86895.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18584.3 17418 0.0102179 0.00100969 86879.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18426.1 17269.1 0.0102246 0.00100672 86788 0
: 56 Minimum Test error found - save the configuration
: 56 | 18269 17120.8 0.0102131 0.00100673 86896.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18113.8 16972.4 0.0102599 0.00102392 86618.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17956.6 16829.5 0.0102283 0.00100892 86773.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17805.7 16684.8 0.01024 0.0010059 86635.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17653.3 16542.8 0.0102246 0.00101431 86859.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17502.7 16402.9 0.0102424 0.00100431 86598.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17353.8 16263.7 0.0102575 0.00100812 86492.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 17204.4 16119.2 0.0102602 0.00101712 86550.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 17045.2 15962.1 0.0104229 0.00102832 85155.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 16906.7 15839.7 0.0103246 0.00102652 86039.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16753.2 15689.1 0.0103209 0.00102029 86016 0
: 67 Minimum Test error found - save the configuration
: 67 | 16606.3 15533.5 0.0103856 0.00105243 85716.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16452.5 15407.3 0.0103426 0.00102849 85890.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16297.9 15242.8 0.0103808 0.00102557 85514.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 16160.4 15099.7 0.0103947 0.00103058 85432.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 16001.1 14964.7 0.0104039 0.00103304 85370.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15861.2 14818.3 0.0104002 0.00103028 85379.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15715.2 14686.4 0.0104085 0.00103002 85302 0
: 74 Minimum Test error found - save the configuration
: 74 | 15571.9 14552 0.0104308 0.00104314 85218.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15431.5 14420.6 0.0105186 0.0010347 84353.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15292.6 14286.7 0.0104267 0.00103481 85179.8 0
: 77 Minimum Test error found - save the configuration
: 77 | 15156.5 14156.6 0.0105025 0.00105496 84678 0
: 78 Minimum Test error found - save the configuration
: 78 | 15015.2 14026.5 0.0104361 0.00103353 85082.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14883.3 13894.5 0.0104616 0.00103705 84884.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14742.4 13770.5 0.0104808 0.0010351 84694.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 14613 13641.2 0.0104649 0.00103414 84828.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14477.6 13515.3 0.0104535 0.00103649 84952.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14346.9 13390.8 0.0104781 0.00103583 84725.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 14216.5 13265.7 0.010552 0.00104667 84163.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 14086.8 13143.5 0.0104731 0.00103427 84756.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13957.4 13025.5 0.0104539 0.00103892 84970.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13831.3 12908.2 0.0104892 0.00105503 84798.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13707.4 12789.5 0.0104709 0.00103728 84803.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13584 12671.7 0.0104786 0.00103731 84734.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13461.4 12555.5 0.0104673 0.0010388 84849.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13338.8 12441.2 0.010463 0.00103528 84855.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13216.6 12331.4 0.0104841 0.00104419 84746.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13099.8 12218.1 0.0104905 0.00103591 84614.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12983.6 12103.4 0.0104723 0.00103882 84804.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12862.4 11995.6 0.0104948 0.00104415 84650 0
: 96 Minimum Test error found - save the configuration
: 96 | 12747.3 11887.1 0.0104682 0.0010438 84886.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12632.6 11779.2 0.0105226 0.00105393 84489.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12519.6 11670.7 0.0104744 0.00104594 84849.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12405.6 11564.5 0.010484 0.00104469 84752 0
: 100 Minimum Test error found - save the configuration
: 100 | 12292.9 11460.3 0.0104886 0.00104449 84709.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12184.3 11353.4 0.0104992 0.00103888 84563.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 12072.2 11250.7 0.0104912 0.00104458 84686.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11963 11149.2 0.010522 0.0010755 84687.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11855 11048.5 0.0106132 0.00104805 83637.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11748.8 10947.3 0.0105172 0.00104212 84432.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11642.6 10847 0.0105083 0.00104357 84524.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11537.6 10747.5 0.010534 0.00105815 84424.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11431.2 10652.4 0.0105049 0.00104222 84543.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11329.4 10555.1 0.0104951 0.00104018 84612.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11227.8 10457.9 0.0105003 0.00104 84564.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11125.8 10362.2 0.0104939 0.00104406 84657.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 11025.6 10266.7 0.010512 0.00104079 84466.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10924 10174.9 0.0105286 0.00104091 84319.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10826.1 10082.4 0.0105348 0.00104481 84299.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10728.8 9989.8 0.0105125 0.00103917 84447.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10630.5 9899.76 0.0104986 0.00104468 84621.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10534.8 9809.25 0.0105546 0.0010578 84238.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10439.4 9719.49 0.0105403 0.00104217 84227.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10344.9 9631.27 0.0105202 0.0010515 84488.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10249.4 9545.53 0.0104994 0.00104082 84579.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10159.9 9455.71 0.0105229 0.00104065 84368.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10065 9370.58 0.0105177 0.00104349 84439.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9973.48 9286.72 0.0105177 0.0010406 84414.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9885.77 9199.55 0.010632 0.00105433 83527.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9793.24 9116.75 0.010513 0.00104223 84470.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9706.07 9032.46 0.0105057 0.00104488 84559.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9616.75 8950.59 0.0105503 0.00106427 84334.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9529.6 8869.19 0.0105568 0.00105549 84199.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9443.73 8787.21 0.0105708 0.0010977 84449.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9357.52 8706.7 0.0105199 0.00104273 84413.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9272.8 8626.27 0.0105277 0.00104685 84380.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9188.26 8547.17 0.0105369 0.0010462 84293.1 0
: 133 Minimum Test error found - save the configuration
: 133 | 9103.2 8470.49 0.0105241 0.00104291 84377.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9020.89 8394.57 0.0105164 0.00104665 84479.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8940.64 8315.42 0.0105298 0.00104925 84383.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8857.32 8240.52 0.0105294 0.00104834 84378.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8777.16 8165.42 0.0105649 0.00106026 84169.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8697.87 8089.8 0.010542 0.00104462 84234.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8617.99 8015.97 0.0105161 0.0010457 84473.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8540 7941.78 0.0105131 0.00104657 84508.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8461.59 7868.96 0.0105538 0.00104342 84118.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8383.43 7798.79 0.010543 0.00104664 84242.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8310.06 7724.24 0.0106227 0.00106025 83661 0
: 144 Minimum Test error found - save the configuration
: 144 | 8231.66 7654.19 0.0109591 0.00109819 81128.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8157.36 7583.45 0.010604 0.00104753 83712.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 8082.19 7514.35 0.0107175 0.00107006 82923.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 8009.12 7445.1 0.010559 0.00104721 84106.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7935.97 7376.41 0.0106882 0.00106876 83164.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7863.05 7308.5 0.010691 0.00105398 83013.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7791.74 7240.97 0.0106527 0.00107194 83500.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7719.36 7174.89 0.0106621 0.0010523 83248.1 0
: 152 Minimum Test error found - save the configuration
: 152 | 7649.43 7109.48 0.0107189 0.00106762 82891 0
: 153 Minimum Test error found - save the configuration
: 153 | 7580.54 7042.39 0.0108506 0.00105956 81707.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7510.61 6977.54 0.0106091 0.0010479 83671.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7441.6 6912.92 0.0106627 0.00106906 83388.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7372.97 6850.21 0.0107084 0.00110041 83263.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7306.63 6786.17 0.0106782 0.00105472 83130.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7238.18 6724.79 0.0106611 0.00109267 83608.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7173.64 6662.44 0.0106106 0.00107091 83860 0
: 160 Minimum Test error found - save the configuration
: 160 | 7107.61 6599.81 0.0106876 0.00110168 83455.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7042.19 6539 0.0107588 0.00108319 82682.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6977.35 6478.83 0.0107178 0.00106543 82881.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6912.76 6420.08 0.0107981 0.0010564 82121.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6850.81 6360.35 0.010618 0.0010554 83659 0
: 165 Minimum Test error found - save the configuration
: 165 | 6787.24 6301.52 0.0106487 0.00105021 83346.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6725.61 6243.01 0.0107808 0.00111666 82780.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6663.55 6184.56 0.0107347 0.00106024 82692 0
: 168 Minimum Test error found - save the configuration
: 168 | 6602.39 6127.08 0.0106217 0.00105321 83608.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6540.49 6071.97 0.0106123 0.00105347 83692.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6481.33 6016.24 0.010668 0.00105328 83205.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6422.45 5959.1 0.0107601 0.0010936 82760.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6362.5 5904.32 0.0107712 0.00107513 82507.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6304.93 5848.48 0.0106674 0.00105241 83203.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6245.62 5795.9 0.0107715 0.00110184 82733.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6188.83 5741.26 0.0107259 0.00110571 83158.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6133.04 5685.76 0.0106529 0.0010585 83382.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6074.26 5635.05 0.0107476 0.00109366 82868 0
: 178 Minimum Test error found - save the configuration
: 178 | 6019.61 5582.06 0.010691 0.0010796 83234.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5964.8 5528.4 0.0107734 0.00110395 82734.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5908.69 5477.84 0.0107192 0.00109649 83136.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5854.26 5426.79 0.0106744 0.00105947 83203.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5800.13 5376.76 0.010759 0.00107288 82592.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5747.79 5326.18 0.0106183 0.00106242 83718.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5693.5 5276.4 0.0105956 0.00105612 83862.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5642.45 5226.31 0.0107441 0.00110106 82961.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5589.46 5178.18 0.0108458 0.00106778 81816.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5537.47 5129.29 0.0107487 0.00106218 82589.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5486.89 5081.43 0.010618 0.00105777 83680.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5435.31 5035.94 0.0110625 0.00108372 80170.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5386.28 4987.71 0.0107497 0.00111775 83056.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5335.71 4942.21 0.0108142 0.0010566 81987.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5286.01 4896.96 0.0105522 0.00104822 84174.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5239.1 4850.15 0.0105602 0.00105369 84152.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5190.64 4802.58 0.0105784 0.00105722 84023 0
: 195 Minimum Test error found - save the configuration
: 195 | 5140.46 4761.43 0.0106469 0.001089 83700.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5095.61 4714.43 0.0105609 0.00104867 84102.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5046.06 4671.87 0.0106165 0.00108972 83973.9 0
: 198 Minimum Test error found - save the configuration
: 198 | 5001.53 4627.84 0.0105781 0.00105063 83967.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4954.34 4584.11 0.0105986 0.00106104 83879.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4909.07 4541.22 0.0105636 0.00105074 84097.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4863.3 4498.42 0.0105824 0.00105507 83968.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4818.63 4456.31 0.0106905 0.0010778 83223.4 0
: 203 Minimum Test error found - save the configuration
: 203 | 4774.15 4414.68 0.0105649 0.00105342 84109 0
: 204 Minimum Test error found - save the configuration
: 204 | 4729.4 4374.79 0.0105713 0.00105849 84097.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4686.79 4333.67 0.0106094 0.00107735 83927.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4643.49 4292.45 0.0105675 0.0010542 84092.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4600.87 4252.93 0.0105942 0.00105247 83842.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4557.58 4212.91 0.0105732 0.00105112 84015.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4516.1 4174.73 0.0105859 0.00106301 84007.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4474.47 4135.2 0.0105888 0.00104959 83864.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4433.66 4096.31 0.0105982 0.00105265 83808.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4392.3 4058.32 0.0105768 0.00105174 83988.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4351.68 4020.79 0.0106002 0.00105529 83814.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4312.5 3983.13 0.010597 0.0010537 83828.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4271.58 3946.85 0.0106311 0.00106974 83669.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4235.15 3907.68 0.0105672 0.00104938 84052.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4193.74 3872.4 0.0105922 0.00105053 83842.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4155.95 3836.38 0.010573 0.00105128 84018.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4117.75 3799.83 0.0105939 0.00105401 83858.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 4080.31 3764.75 0.0105989 0.00104969 83776.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4042.91 3728.71 0.0106993 0.0010654 83040 0
: 222 Minimum Test error found - save the configuration
: 222 | 4005.56 3693.94 0.0105859 0.00105215 83912.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 3968.75 3659.92 0.0105712 0.00105642 84079.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3932.83 3626.06 0.0105975 0.0010764 84024.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3897.23 3591.13 0.0105675 0.00105616 84110.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3860.75 3558.98 0.0105721 0.00105029 84017.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3825.75 3525.79 0.0105843 0.00105329 83936.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3791.47 3493.93 0.0105861 0.00105292 83917.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3756.71 3459.87 0.0106509 0.00108875 83663.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3722.49 3427.07 0.0105825 0.00105513 83968.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 3688.14 3395.39 0.0106004 0.0010516 83779.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3655.14 3362.86 0.010576 0.00104933 83974.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3621.23 3331.61 0.0105944 0.00105196 83835.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3587.87 3301.41 0.0106253 0.00107446 83762.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3555.28 3271.25 0.0105763 0.00105739 84043.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3523.72 3240.75 0.0105772 0.00105359 84001.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3491.96 3209.09 0.0105821 0.001056 83980.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3459.47 3179.49 0.0108482 0.00106368 81761.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3428.03 3151.37 0.0105914 0.00105379 83878.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3396.94 3121.6 0.0105613 0.0010482 84094.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3366.63 3091.96 0.0106829 0.00106511 83179.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3335.28 3063.37 0.0105974 0.00105288 83817.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3305.27 3034.65 0.0105973 0.00105284 83818.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3275.9 3005.62 0.0106804 0.00107233 83263.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3244.97 2978.17 0.0105809 0.00105664 83996.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3216.02 2950.45 0.010588 0.001052 83892.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3186.98 2922.55 0.0106009 0.00105046 83766 0
: 248 Minimum Test error found - save the configuration
: 248 | 3157.03 2896.9 0.0105948 0.00105163 83829.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3129.92 2868.46 0.0105935 0.00105207 83845.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3100.4 2842.38 0.0105759 0.00105455 84021.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3072.73 2815.71 0.010606 0.00105268 83740.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3044.31 2789.66 0.0105941 0.00105421 83858.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3016.94 2763.48 0.0105967 0.001057 83860 0
: 254 Minimum Test error found - save the configuration
: 254 | 2989.04 2738.6 0.010633 0.00107168 83670.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2962.72 2712.7 0.0105879 0.00106283 83989.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2935.65 2687.2 0.0105638 0.0010549 84131.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2907.96 2664.17 0.0105861 0.00105599 83944.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2883.11 2638.39 0.0106115 0.00105793 83738.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2856.69 2613.68 0.0105804 0.00105349 83972.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2830.39 2589.49 0.0105875 0.00105312 83907.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2804.75 2565.28 0.0107195 0.00106642 82874.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2779.32 2541.94 0.0105972 0.00105476 83835.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2754.78 2517.61 0.0105999 0.00105479 83812.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2728.95 2494.86 0.0106196 0.00107006 83773.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2704.37 2471.91 0.0106318 0.00106014 83579.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2680.39 2448.77 0.0105867 0.00105496 83929.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2655.97 2425.67 0.0106098 0.00105228 83703.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2631.19 2404.03 0.0105862 0.00105633 83946.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2608.13 2381.47 0.0105791 0.00105707 84015.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2583.83 2359.82 0.0105916 0.00105376 83876.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2561.49 2337.25 0.010601 0.0010514 83772.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2537.11 2316.52 0.0106055 0.00105373 83754.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2514.84 2294.53 0.0106434 0.00107815 83636.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2491.3 2274.03 0.0105653 0.00105655 84133.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2468.61 2253.89 0.0105661 0.00104802 84050.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2447.17 2232.48 0.0105821 0.00105293 83952.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2424.48 2211.9 0.0105845 0.00105288 83931.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2402.05 2191.82 0.0105833 0.00105271 83940.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2380.26 2171.87 0.0105932 0.00104856 83816.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2359.15 2151.44 0.0107059 0.00106 82936.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2337.29 2132.02 0.0107708 0.00106098 82390.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2315.31 2112.66 0.0105593 0.00105452 84168.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2294.66 2093.29 0.0105943 0.00106767 83975.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2274.1 2073.57 0.010565 0.00105395 84112.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2252.68 2054.68 0.0108401 0.00106886 81872.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2232.66 2035.56 0.0105873 0.00105219 83900.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2211.4 2016.96 0.010586 0.00105097 83900.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2191.75 1998.06 0.0105846 0.00105198 83922.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2170.81 1980.7 0.0106186 0.00106562 83743.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2151.59 1961.99 0.0106253 0.00107149 83736.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2131.78 1943.58 0.0105752 0.00105213 84006.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2111.7 1926.08 0.0106336 0.00105396 83510.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2091.8 1909.16 0.010627 0.0010739 83742.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2073.32 1891.13 0.0106649 0.00105867 83279.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2054.37 1873.04 0.0105726 0.00105247 84032.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2034.35 1857.13 0.0106249 0.00105635 83607.1 0
: 297 Minimum Test error found - save the configuration
: 297 | 2016.07 1839.8 0.0105778 0.00105158 83978.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1997.35 1823.46 0.0106552 0.0010918 83652.2 0
: 299 Minimum Test error found - save the configuration
: 299 | 1979.41 1806.2 0.0105766 0.00105318 84003.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1960.41 1789.66 0.0107147 0.00107821 83017.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1942.47 1772.73 0.0106268 0.00105721 83597.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1924.04 1756.71 0.0106015 0.00105289 83781.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1906.07 1740.48 0.0106084 0.00106878 83861.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1888.5 1724.77 0.0105871 0.00105346 83913.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1870.89 1708.54 0.0105714 0.00104978 84019.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1853.22 1693.18 0.0106501 0.00106098 83428.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1835.72 1678.06 0.0105927 0.00105529 83880.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1818.38 1663.11 0.0105787 0.00105482 83999.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1801.78 1647.53 0.0105875 0.00105296 83905.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1785 1632.17 0.0105813 0.0010505 83938.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1767.56 1617.68 0.0105872 0.00104849 83869.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1751.33 1602.59 0.0106457 0.00108572 83682.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1734.65 1587.95 0.010585 0.00105072 83908.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1718.34 1573.23 0.0105841 0.00105052 83913.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1701.78 1559.03 0.0105691 0.00105117 84051.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1685.85 1544.97 0.0106 0.00105859 83844.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1670.2 1530.87 0.0105899 0.00105131 83870.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 1653.89 1516.68 0.0105802 0.00105252 83966 0
: 319 Minimum Test error found - save the configuration
: 319 | 1638.09 1503.09 0.0106938 0.00106197 83058 0
: 320 Minimum Test error found - save the configuration
: 320 | 1622.88 1489.14 0.0106094 0.00105511 83732.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1607.2 1475.7 0.0105529 0.00105116 84195.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1592.16 1462.27 0.0106094 0.00105305 83714.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1576.9 1448.28 0.0105962 0.00105365 83835.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1561.58 1435.19 0.0105663 0.00105604 84119.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1547.01 1422.12 0.0105979 0.00105799 83858.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1531.9 1409.42 0.0105682 0.00105408 84085.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1517.43 1396.3 0.0105807 0.00105132 83950.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1502.89 1383.3 0.0105713 0.00105163 84037 0
: 329 Minimum Test error found - save the configuration
: 329 | 1488.42 1370.86 0.0105929 0.00105251 83854.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1474.51 1357.83 0.0105891 0.00105155 83878.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1460.12 1345.23 0.0105744 0.00105304 84021.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1445.77 1333.33 0.0112633 0.00111749 78850 0
: 333 Minimum Test error found - save the configuration
: 333 | 1432.28 1320.91 0.0113731 0.00107705 77699.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1418.47 1308.65 0.0106976 0.00106486 83050.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1404.53 1296.25 0.0106541 0.00105812 83368.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1391.18 1284.48 0.0105861 0.00105247 83913.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1377.98 1272.97 0.0105805 0.00105404 83976.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1364.98 1260.97 0.0106888 0.00105726 83060 0
: 339 Minimum Test error found - save the configuration
: 339 | 1351.52 1248.83 0.0107314 0.00106653 82773.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1338.39 1237.16 0.0105974 0.00105596 83844.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1325.52 1225.83 0.0115001 0.00141947 79360.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1312.85 1214.15 0.0109702 0.00108142 80899.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1299.85 1202.72 0.012953 0.0010697 67321.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1287.32 1191.71 0.0110415 0.00106052 80152.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1275.21 1180.2 0.0106319 0.00108196 83770.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1262.64 1169.13 0.0107948 0.00105935 82173.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1250.54 1158.22 0.0106459 0.00106245 83477.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1238.32 1147.64 0.0105766 0.00105246 83996.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1226.38 1136.83 0.0106001 0.00105231 83789.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1214.54 1126.68 0.0117922 0.00112265 74979.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1203.16 1115.43 0.0108113 0.00111448 82501.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1190.92 1105.56 0.0113185 0.00108017 78137.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1179.88 1094.66 0.0106319 0.00105298 83517.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1168.2 1084.27 0.01075 0.00107094 82652.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1156.71 1074.61 0.0106581 0.0010557 83312.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1145.73 1064.24 0.0106968 0.00105741 82993.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1134.7 1054.2 0.0105809 0.00104949 83932.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1123.48 1044.14 0.0107439 0.00106676 82669 0
: 359 Minimum Test error found - save the configuration
: 359 | 1112.61 1034.35 0.0112347 0.00107605 78751 0
: 360 Minimum Test error found - save the configuration
: 360 | 1101.95 1024.36 0.012497 0.00112 70317.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1090.9 1014.58 0.0107397 0.00106111 82656.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1080.18 1005.07 0.01066 0.00107994 83506.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1069.53 996.125 0.0106002 0.00105188 83784.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1059.64 985.976 0.0105826 0.00105576 83973 0
: 365 Minimum Test error found - save the configuration
: 365 | 1048.92 977.115 0.0109498 0.00107823 81040.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1039.04 967.263 0.0105959 0.00105071 83811.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1028.5 958.431 0.0108028 0.00112952 82702.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1018.57 949.099 0.0109589 0.00119814 81960.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1008.4 939.983 0.0129361 0.00179801 71825.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 998.753 930.693 0.0150589 0.00113078 57437.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 989.051 921.724 0.0107486 0.00111557 83047.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 979.024 912.88 0.0107257 0.00106445 82804.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 969.67 904.254 0.0107923 0.0010706 82290 0
: 374 Minimum Test error found - save the configuration
: 374 | 960.027 895.25 0.01071 0.00106456 82940.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 950.583 886.984 0.0120162 0.00111547 73389.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 941.585 877.815 0.0117894 0.00108225 74716.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 931.893 869.981 0.0115632 0.00109665 76434 0
: 378 Minimum Test error found - save the configuration
: 378 | 922.939 860.827 0.0108324 0.00107757 82010.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 913.461 853.138 0.0110604 0.00109358 80266.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 904.836 844.347 0.0107927 0.0010605 82201.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 895.679 836.259 0.0114521 0.00107 77055.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 886.875 827.888 0.0106169 0.00105288 83646.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 878.134 819.909 0.0106815 0.00105588 83111.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 869.034 811.971 0.0107287 0.00105959 82737.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 860.503 803.964 0.0106155 0.00105665 83691.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 852.147 796.05 0.0108364 0.00109001 82082 0
: 387 Minimum Test error found - save the configuration
: 387 | 843.816 788.183 0.0108209 0.00121249 83260.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 835.045 780.444 0.0107252 0.00114334 83490.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 826.858 773.405 0.0111442 0.00128239 81120.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 818.825 765.278 0.0106206 0.00105688 83649.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 810.87 756.958 0.0108411 0.00108901 82034 0
: 392 Minimum Test error found - save the configuration
: 392 | 802.078 749.896 0.0107352 0.0010623 82705.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 794.676 742.155 0.0107935 0.00106555 82236.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 786.577 734.869 0.0106371 0.00108027 83710 0
: 395 Minimum Test error found - save the configuration
: 395 | 778.271 727.825 0.010909 0.00108986 81473.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 770.866 720.398 0.0106645 0.00105802 83277.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 762.841 713.025 0.0107032 0.00108154 83146.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 755.353 705.885 0.0106813 0.00107616 83288.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 747.677 699.068 0.0108203 0.00110931 82380.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 740.134 692.023 0.0107842 0.00106082 82276.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 732.864 684.76 0.0109099 0.00107476 81340.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 725.246 678.335 0.0110125 0.00127019 82116 0
: 403 Minimum Test error found - save the configuration
: 403 | 718.106 671.662 0.0112523 0.00109301 78745.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 711.244 665.503 0.01094 0.0010621 80989.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 704.137 658.193 0.0107364 0.00105883 82665.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 696.724 650.911 0.0106428 0.00105717 83458.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 689.609 644.236 0.0106303 0.0010544 83542.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 682.648 637.766 0.010678 0.00107948 83346.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 675.713 630.971 0.0107056 0.0011274 83523.4 0
: 410 Minimum Test error found - save the configuration
: 410 | 668.83 624.449 0.0106593 0.00105931 83333.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 661.791 618.703 0.0106434 0.00107051 83568.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 655.197 612.259 0.0106141 0.00105264 83669 0
: 413 Minimum Test error found - save the configuration
: 413 | 648.501 606.013 0.0108194 0.00108239 82161.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 642.02 599.478 0.0108369 0.0011673 82733.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 635.366 593.457 0.0106732 0.00105474 83173.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 628.805 587.184 0.0105902 0.00105448 83894.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 622.634 581.016 0.0107455 0.00112437 83150.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 616.02 575.072 0.0107907 0.00108101 82391.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 610.048 569.341 0.0107085 0.00106226 82933.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 603.42 563.572 0.0106644 0.00107356 83413.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 597.409 557.639 0.0105844 0.00105017 83908.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 591.562 551.427 0.0106059 0.00105835 83790.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 585.164 546.205 0.0108142 0.00107323 82127.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 579.233 540.134 0.0107463 0.00106592 82641.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 573.368 533.943 0.0106512 0.00105655 83379.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 566.879 528.475 0.0107007 0.0010653 83026.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 561.481 522.782 0.0107607 0.00108066 82644.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 555.433 517.177 0.010731 0.00108811 82963 0
: 429 Minimum Test error found - save the configuration
: 429 | 549.63 511.921 0.0107187 0.0010635 82856.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 543.996 506.518 0.0107406 0.00106225 82658.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 538.585 500.89 0.0106319 0.00105738 83554.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 532.7 496.01 0.0107429 0.00111038 83052.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 527.484 490.26 0.0106601 0.00107016 83420.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.798 485.349 0.0107832 0.00106164 82291 0
: 435 Minimum Test error found - save the configuration
: 435 | 516.427 479.986 0.0107544 0.00107223 82626.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 510.875 475.553 0.0106868 0.00105675 83073 0
: 437 Minimum Test error found - save the configuration
: 437 | 505.581 469.994 0.0109184 0.00108462 81352.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 500.422 465.324 0.0106202 0.00105662 83650.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 495.43 459.931 0.0106578 0.00106024 83354.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 490.048 455.01 0.0106247 0.00105189 83569.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 484.858 450.529 0.0106676 0.00106075 83274.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 479.994 445.125 0.010706 0.00107292 83047.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 474.895 440.154 0.0106933 0.00105798 83028.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 469.842 436.012 0.0110055 0.00106138 80449.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 464.994 430.923 0.0106427 0.00105857 83471.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 460.024 426.516 0.0111042 0.00106505 79688.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.524 422.628 0.011077 0.00111554 80309.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 450.881 417.144 0.0106721 0.00107096 83323.4 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.99 412.623 0.0106163 0.00105328 83655.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 441.122 408.212 0.0107591 0.00105732 82459.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 436.598 403.588 0.011099 0.00106071 79695.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 431.99 399.715 0.0108506 0.00108487 81919.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.571 394.761 0.0108129 0.00113167 82634 0
: 454 Minimum Test error found - save the configuration
: 454 | 423.003 390.514 0.0109496 0.00107061 80979.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.474 386.388 0.0106572 0.00106077 83364.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 414.071 381.86 0.0107087 0.00108124 83096.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.935 377.636 0.0107032 0.00108442 83170.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.261 373.39 0.0107704 0.00106246 82406.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.162 369.612 0.0107199 0.00107917 82981.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.02 364.991 0.0108197 0.0011673 82881.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 392.833 360.807 0.0106489 0.0010525 83364.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.481 357.479 0.0106959 0.00108499 83238.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 384.803 353.58 0.0106886 0.00105991 83084.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 380.631 349.594 0.0107449 0.00107004 82688.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.626 345.962 0.0106446 0.00106891 83545.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.513 341.82 0.012744 0.00180312 73120.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.674 337.423 0.0145777 0.00106127 59187.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.31 333.694 0.0113404 0.00124726 79261.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.329 330.321 0.0107788 0.00105679 82287.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.797 326.644 0.0106428 0.00105667 83453.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.13 323.158 0.0106185 0.00105075 83614.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.302 318.996 0.0109051 0.00106559 81304.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.55 315.399 0.0105891 0.00106131 83965 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.909 312.151 0.0105825 0.00105667 83982.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.055 308.346 0.0106102 0.00106851 83842.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.469 304.564 0.0106554 0.00105137 83298.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.849 300.996 0.0105912 0.00105035 83849.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.138 298.355 0.010607 0.00105265 83731.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.093 294.312 0.0105971 0.0010502 83796.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.024 291.236 0.0106048 0.00105021 83729.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.859 288.22 0.0105812 0.00105381 83968.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.738 284.454 0.0106337 0.00105068 83480.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.148 280.942 0.0105946 0.00105099 83825.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.63 277.908 0.0105762 0.00104777 83958.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.634 274.804 0.0106471 0.0010719 83548.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.329 272.706 0.0106362 0.00106423 83577.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.072 269.26 0.0105784 0.00105445 83999 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.585 265.54 0.0105765 0.00105011 83977 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.631 262.37 0.0105935 0.00105209 83845.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.251 259.932 0.0105859 0.0010497 83891 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.317 256.338 0.0105725 0.00105343 84041.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.135 253.585 0.0107016 0.00105867 82962.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.004 250.792 0.0105977 0.00105175 83804.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.016 247.828 0.0105795 0.00105179 83965.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.031 244.903 0.0106588 0.00107346 83460.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.92 242.288 0.0106073 0.00104832 83691.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.111 239.299 0.0105742 0.00104913 83988.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.236 236.858 0.0105719 0.00105027 84019.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.449 233.439 0.0106118 0.00105416 83702.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.576 231.171 0.0105764 0.00104672 83948.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.813 228.915 0.0106075 0.00105215 83722.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.018 225.948 0.0106384 0.00105493 83476.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.339 223.548 0.0105938 0.00105319 83852.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.361 220.758 0.0106235 0.00106529 83697.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.848 218.346 0.0105918 0.00105274 83865.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.168 215.447 0.0105698 0.00104941 84029.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.329 212.879 0.0105874 0.00105004 83880.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.661 210.78 0.0105835 0.00104866 83902.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.406 207.954 0.0106023 0.00105401 83785.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.516 206.103 0.0105997 0.00105128 83783.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.333 203.413 0.0107079 0.00106094 82927.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.54 201.378 0.0105855 0.00104976 83895.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.384 198.774 0.0106121 0.00106067 83756.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.707 196.139 0.0106172 0.00106337 83735.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.33 194.088 0.0105691 0.00105208 84060.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.193 191.522 0.0105797 0.00104748 83926.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.361 189.144 0.0105772 0.00105094 83978.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.049 186.943 0.0105954 0.0010518 83826.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.627 184.895 0.0105823 0.00105758 83991.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.379 182.302 0.0105608 0.0010476 84094.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.025 180.8 0.0105868 0.00105232 83905.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.932 178.644 0.0105749 0.00104829 83975.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.677 176.771 0.0106018 0.00105408 83790.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.688 174.84 0.0106337 0.00107277 83673.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.36 172.65 0.010583 0.00105727 83982.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.879 171.056 0.0105715 0.0010501 84021.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.018 168.319 0.0105891 0.0010508 83872.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.751 166.107 0.01059 0.0010546 83897.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.879 164.539 0.0105782 0.00104977 83959.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.71 162.236 0.0105709 0.00104916 84018 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.767 161.348 0.0106952 0.00106033 83031.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.079 158.863 0.0105603 0.00104889 84110 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.413 157.011 0.0105811 0.00105311 83962.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.397 154.727 0.010622 0.00107803 83822.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.129 153.115 0.0105773 0.00105481 84011.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.27 150.717 0.0105755 0.00104868 83973.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.184 149.502 0.0106049 0.00105654 83783.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.22 147.701 0.0105745 0.00104825 83978.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.526 145.538 0.0105948 0.00105438 83853.9 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.406 144.142 0.0106227 0.00105406 83606.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.495 142.157 0.010598 0.00105437 83825.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.569 140.879 0.0106413 0.00105469 83449.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.697 139.363 0.0106531 0.00105077 83313.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.109 137.286 0.010652 0.00106436 83440.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.205 136.409 0.0105908 0.00105055 83855 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.613 134.323 0.0106093 0.00105449 83727.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.627 132.612 0.0105853 0.00105047 83902.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.886 131.245 0.0105778 0.001049 83955.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.149 129.24 0.0105946 0.00105386 83851.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.392 127.762 0.0107165 0.0010666 82902.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.43 125.948 0.0105858 0.00105237 83915.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.775 124.647 0.0105836 0.0010487 83902.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.075 123.424 0.0106287 0.00107083 83700.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.578 121.779 0.0105912 0.00104985 83846 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.744 120.18 0.010585 0.00104991 83900.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.273 119.387 0.010597 0.00105018 83797.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.697 117.714 0.0106105 0.00105531 83724.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.089 115.805 0.0105856 0.00105071 83902.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.528 114.174 0.0106011 0.0010536 83791.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.787 112.995 0.0105942 0.00105427 83858.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.304 112.022 0.0106114 0.00105592 83721.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.747 111.158 0.0105928 0.00105027 83835.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.477 109.648 0.0106105 0.00106546 83813.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.695 108.364 0.0106166 0.00107178 83814.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.442 106.553 0.0106284 0.00105524 83566.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.875 105.508 0.0106131 0.00105592 83707.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.471 104.036 0.0105969 0.00105063 83802.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.834 103.969 0.0106034 0.00105207 83758.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.781 101.906 0.0105819 0.00104965 83925.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.278 99.7825 0.0107351 0.00106202 82703.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.042 99.584 0.010621 0.00105229 83605.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.677 97.5988 0.0106024 0.0010519 83765.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.154 96.9042 0.0106156 0.00108082 83903.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.961 95.5722 0.0106478 0.00106688 83499.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.463 95.2805 0.0105944 0.00105117 83828.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.169 93.6145 0.0105976 0.00104992 83790.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.888 92.0845 0.0105776 0.00104999 83966.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.644 90.3976 0.010608 0.0010524 83720.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.233 89.3855 0.0105977 0.00105013 83791.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.235 88.6502 0.010595 0.001052 83831.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.926 87.1239 0.0106145 0.00105278 83667.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.8623 86.2839 0.0106191 0.00105438 83641 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.4933 85.421 0.0106437 0.00106595 83527.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.3976 83.8089 0.0106169 0.00105319 83649.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.0561 82.7916 0.0105981 0.00105648 83843.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.9613 81.7868 0.0106037 0.00105872 83813.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.9285 81.1556 0.0105901 0.00105368 83888.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.7543 79.7071 0.0105885 0.00105174 83885.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.7887 78.3239 0.0105933 0.00105438 83867 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.7067 77.5892 0.0107266 0.00106287 82783.9 0
: 591 | 89.6379 77.593 0.0105849 0.00101646 83608.2 1
: 592 Minimum Test error found - save the configuration
: 592 | 88.596 76.232 0.0106009 0.0010531 83789.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.4166 75.3692 0.0106359 0.00106762 83609.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.4795 74.0053 0.0106045 0.00105332 83759.2 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.4017 72.888 0.0105861 0.00105525 83937.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.2693 72.0251 0.0106076 0.00105566 83752.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.2629 70.8412 0.0105881 0.00105627 83929 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.2013 70.6433 0.0105875 0.00105198 83896.8 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.2793 69.5444 0.0105794 0.00104945 83945.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.3676 67.9455 0.0105903 0.00104967 83851.7 0
: 601 | 79.4297 68.2399 0.0105713 0.00101671 83729.2 1
: 602 Minimum Test error found - save the configuration
: 602 | 78.5844 66.874 0.0106599 0.00107293 83446.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.8156 65.7285 0.010584 0.00105119 83921.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.7329 65.0995 0.010589 0.00106051 83958.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.7249 64.1655 0.0105984 0.00106088 83879.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.899 62.8713 0.0105939 0.00105596 83875.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.195 62.7981 0.0105796 0.00104978 83947.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.1185 62.1212 0.0106043 0.00105089 83739.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.2723 61.1515 0.0107185 0.00106963 82911.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.3315 60.1565 0.0106091 0.00105292 83715.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.561 58.8452 0.0106012 0.00104992 83758.8 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.7288 58.15 0.0106228 0.00105671 83628.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.7704 57.5814 0.0106129 0.00105872 83733.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.9363 56.5484 0.0106145 0.00105383 83675.9 0
: 615 | 67.2081 56.6229 0.0105503 0.00101771 83922.8 1
: 616 Minimum Test error found - save the configuration
: 616 | 66.5204 55.2573 0.0105972 0.00105207 83812 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.5037 54.4047 0.0105862 0.00104933 83885.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.805 53.9851 0.0105783 0.00105146 83973.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.1056 52.9749 0.0106112 0.0010503 83674.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.5377 52.2272 0.0105929 0.0010567 83891 0
: 621 | 62.4977 52.395 0.0105624 0.00101826 83821 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.8045 51.466 0.0106582 0.00107807 83506.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.1895 50.5162 0.0105832 0.00105387 83951.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.2364 49.6038 0.0106137 0.00105348 83680.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.4958 48.7684 0.0106035 0.00105024 83741 0
: 626 | 58.8012 48.9481 0.01056 0.00101692 83830 1
: 627 Minimum Test error found - save the configuration
: 627 | 58.2936 48.0731 0.0105986 0.00105849 83856.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.7393 46.9758 0.0106011 0.00105966 83845.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7726 46.2894 0.010711 0.00106337 82921.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.9271 45.8241 0.010626 0.00105356 83573.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.4401 44.8294 0.0105874 0.00104929 83874.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.8093 44.2834 0.010624 0.00106823 83718.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.0427 43.9297 0.010579 0.00105137 83966.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3738 43.6962 0.0106019 0.0010523 83773.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.879 42.5721 0.010592 0.00105123 83850.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.1644 41.8484 0.0105995 0.00105715 83837.2 0
: 637 | 51.5959 41.9303 0.010568 0.00101702 83761 1
: 638 Minimum Test error found - save the configuration
: 638 | 51.0533 41.5422 0.0106039 0.00105353 83766.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.3774 40.7309 0.0105959 0.00105108 83815.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.7175 39.9502 0.0106142 0.0010592 83725.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.1909 39.1461 0.0105753 0.00105494 84030.5 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.6157 38.6147 0.0106166 0.00106477 83753.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.9992 37.9463 0.0105985 0.00105144 83795.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.3233 37.8915 0.0105836 0.00105538 83960.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.9017 37.3551 0.0105951 0.00105929 83893.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1826 36.8132 0.0105894 0.00105383 83896.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.7474 36.3945 0.0105869 0.00105165 83899.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.0109 36.0209 0.0107064 0.00106887 83008.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.5177 34.9624 0.0106126 0.00105274 83683.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.9755 34.5098 0.0105983 0.00104785 83765.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.7341 33.8932 0.0106281 0.00107454 83738.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.1592 33.3642 0.0106088 0.00105407 83728.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.5123 32.8397 0.0106001 0.00105313 83796.6 0
: 654 | 42.1143 32.9653 0.0105636 0.00102054 83830.7 1
: 655 Minimum Test error found - save the configuration
: 655 | 41.4695 32.2619 0.0106531 0.00105827 83378.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.8521 31.4728 0.0105928 0.00105139 83844.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.3424 31.0141 0.0105887 0.0010563 83924.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.8598 30.5253 0.010604 0.0010683 83895.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.3625 30.1831 0.0105881 0.00105523 83919.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.084 29.5677 0.0105906 0.00105335 83881.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4698 29.2261 0.0106216 0.00106909 83747.4 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.0514 28.5979 0.0105942 0.0010511 83830 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.4772 28.1868 0.0106117 0.00105211 83685.9 0
: 664 | 37.0551 28.3179 0.0105891 0.001052 83883 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.8125 27.9008 0.0105983 0.00105295 83810.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.6289 27.1983 0.0106047 0.00104871 83717.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.265 26.4867 0.0106105 0.00105248 83699.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.6889 26.3508 0.0107716 0.00106821 82445.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.0831 25.7615 0.0106458 0.00105809 83440.3 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.5607 25.5639 0.0106063 0.00104909 83706.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.2038 24.8606 0.0106545 0.00106908 83460 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.6796 24.6282 0.0105999 0.00105028 83772.8 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.3053 24.2461 0.0105952 0.00105251 83833.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.7736 23.6232 0.0106103 0.00105926 83760.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.3353 23.4031 0.01059 0.00105893 83936.5 0
: 676 | 31.9902 23.6094 0.0105597 0.00101828 83845.3 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.6982 22.613 0.0106002 0.00105151 83780.9 0
: 678 | 31.4183 22.7122 0.0105628 0.00101684 83805 1
: 679 Minimum Test error found - save the configuration
: 679 | 30.8415 21.8329 0.0106126 0.00105374 83691.7 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.4242 21.5467 0.010582 0.00105119 83938 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.0615 20.9948 0.010634 0.00106918 83639.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.6747 20.788 0.0105957 0.00105059 83812.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.2209 20.6245 0.0106008 0.0010552 83808.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.1175 19.8814 0.0106077 0.00106043 83793.5 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.817 19.8805 0.0105835 0.00105431 83952.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.1868 19.6149 0.0106041 0.00104999 83733.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.8137 19.1345 0.010626 0.00105037 83545.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.4116 18.6213 0.0107024 0.00106039 82970.3 0
: 689 | 27.2939 18.7493 0.0105406 0.0010188 84017.9 1
: 690 | 26.7241 18.9354 0.0105816 0.00101749 83645.9 2
: 691 Minimum Test error found - save the configuration
: 691 | 26.4592 17.9852 0.0106623 0.00107372 83432.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.0206 17.5339 0.0106113 0.00106053 83762.6 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.6261 17.1303 0.0106161 0.00105447 83667.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.2639 16.9422 0.010602 0.00104871 83740.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.0334 16.4914 0.0106316 0.00104992 83492.4 0
: 696 | 24.8453 17.1001 0.0105717 0.00101719 83730.4 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.693 16.1156 0.0106134 0.00105435 83689.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.2378 15.9572 0.010609 0.00105006 83691.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.8544 15.6424 0.0106112 0.001056 83723.9 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.4471 15.2668 0.0106423 0.0010651 83531.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.4466 15.1058 0.0106247 0.00105743 83618.1 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.9069 14.6867 0.0105858 0.00105034 83897.4 0
: 703 | 22.5317 14.7483 0.0105619 0.00101661 83811.1 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.4035 14.1011 0.0105988 0.00104935 83774.6 0
: 705 | 22.0434 14.6041 0.010566 0.00101771 83784.7 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.7901 14.0959 0.0106777 0.00105309 83120.3 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.4112 13.8343 0.0107148 0.00106384 82893.4 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.0083 13.0151 0.0106313 0.00106111 83592.6 0
: 709 | 20.7458 13.0792 0.0105733 0.00101873 83729.4 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.4097 12.7529 0.0106521 0.00106861 83476.9 0
: 711 | 20.3013 12.8092 0.0106025 0.00102023 83487.5 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.0424 12.6838 0.0106175 0.00105087 83623.9 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.8695 12.1889 0.0106495 0.00105422 83374 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.4087 11.8061 0.010617 0.0010496 83617.1 0
: 715 | 19.1405 12.1141 0.0105893 0.00101879 83589.9 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.2805 11.67 0.0106265 0.00106158 83639.2 0
: 717 | 18.6906 11.6989 0.0105727 0.00101903 83737.2 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.5 10.9687 0.0106044 0.00105408 83767.2 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.1567 10.704 0.0106136 0.00105262 83673.6 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.9624 10.5988 0.0106408 0.00106729 83563.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.7489 10.1843 0.0106286 0.00104977 83517.4 0
: 722 | 17.3381 10.2124 0.0105956 0.00101857 83533 1
: 723 | 17.1968 10.1948 0.0105728 0.00102011 83745.6 2
: 724 Minimum Test error found - save the configuration
: 724 | 17.1499 9.91204 0.0106212 0.00105586 83635.2 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.0288 9.83515 0.0106359 0.00106021 83545.3 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.8769 9.49638 0.0106101 0.00105409 83717.4 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.3527 9.10332 0.0107132 0.00106168 82888.6 0
: 728 | 16.1166 9.40678 0.0106377 0.00102064 83185.7 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.8827 9.1021 0.01064 0.00105305 83447 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.7977 9.08374 0.0106453 0.00107027 83551 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5967 8.78444 0.0106094 0.00105581 83738.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.3134 8.19237 0.010632 0.00105138 83502.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.9742 8.17822 0.0106272 0.00105214 83550.7 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.8707 7.8747 0.0106467 0.00105398 83396.6 0
: 735 | 14.7874 8.15146 0.0106002 0.00102881 83582.6 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.6437 7.75164 0.0106062 0.00105951 83798.8 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.3456 7.46713 0.0106254 0.00105134 83558.8 0
: 738 | 14.2274 7.4934 0.0105876 0.0010206 83621.2 1
: 739 | 14.2026 7.46947 0.0106104 0.00103564 83553.3 2
: 740 Minimum Test error found - save the configuration
: 740 | 13.7158 7.05491 0.0106422 0.00105482 83442.9 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.6351 6.87901 0.0106089 0.00104965 83688.7 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.349 6.55544 0.0106164 0.00105124 83636.5 0
: 743 | 13.2226 6.7597 0.0105704 0.00101892 83756.8 1
: 744 | 13.0615 6.58999 0.010584 0.00101789 83628.2 2
: 745 | 12.9883 6.7613 0.010579 0.00101775 83671.2 3
: 746 Minimum Test error found - save the configuration
: 746 | 12.7289 6.25613 0.0107207 0.00106733 82872.6 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.4616 5.97326 0.0106148 0.00105546 83688.1 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.3838 5.8535 0.0106307 0.00105534 83547.7 0
: 749 | 12.2287 5.86188 0.0105981 0.00101768 83503.7 1
: 750 | 12.1141 5.90334 0.0105704 0.00102064 83771.8 2
: 751 Minimum Test error found - save the configuration
: 751 | 11.9744 5.65026 0.0106121 0.00105595 83715.9 0
: 752 | 11.7876 6.19438 0.0105799 0.00101976 83680.9 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.9122 5.28698 0.010618 0.00105084 83619 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.3577 5.18314 0.0106155 0.00105438 83672.2 0
: 755 | 11.1628 5.3072 0.0105725 0.00101807 83730.9 1
: 756 Minimum Test error found - save the configuration
: 756 | 10.9786 5.03842 0.010619 0.0010615 83703.6 0
: 757 | 10.9536 5.13801 0.0105564 0.00101804 83871.9 1
: 758 | 10.6918 5.10578 0.0105892 0.00101825 83586.6 2
: 759 | 10.5779 5.31097 0.010649 0.00101944 83077.3 3
: 760 | 10.7165 5.45194 0.0105778 0.00102033 83704.1 4
: 761 Minimum Test error found - save the configuration
: 761 | 10.7014 4.77234 0.0106143 0.00105285 83669.2 0
: 762 | 10.2687 5.16889 0.0105685 0.00102044 83786.3 1
: 763 | 10.5811 5.34115 0.010587 0.00102125 83631.7 2
: 764 | 10.4997 5.42964 0.0105684 0.00101889 83773.7 3
: 765 Minimum Test error found - save the configuration
: 765 | 10.2056 4.49599 0.0106429 0.00105145 83407.8 0
: 766 | 9.9676 4.71253 0.0106902 0.00102265 82751 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.69797 4.39429 0.0106073 0.00105193 83722.5 0
: 768 | 9.447 4.46907 0.0105933 0.00101723 83541.7 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.22347 4.32054 0.010623 0.0010616 83669.6 0
: 770 | 9.18681 4.47911 0.0105663 0.00101851 83788.9 1
: 771 | 8.94974 4.44723 0.0105737 0.0010196 83733.9 2
: 772 | 8.98596 4.46233 0.010567 0.0010175 83774 3
: 773 | 8.96348 4.8666 0.0105734 0.00101847 83726.1 4
: 774 Minimum Test error found - save the configuration
: 774 | 8.82525 4.11974 0.0106065 0.00105459 83753.3 0
: 775 | 8.48535 4.33309 0.0105761 0.00101832 83701.8 1
: 776 | 8.40667 4.13063 0.0106 0.00101905 83498.6 2
: 777 | 8.35042 4.31318 0.0105769 0.0010172 83685.1 3
: 778 Minimum Test error found - save the configuration
: 778 | 8.19301 4.07181 0.0106247 0.0010546 83593.9 0
: 779 | 8.11441 4.19899 0.0106106 0.00101925 83408.4 1
: 780 | 7.98361 4.7153 0.0106006 0.00101783 83483.6 2
: 781 | 8.00964 4.55199 0.0105918 0.00101793 83561 3
: 782 | 7.9413 4.76492 0.0106002 0.00102651 83562.6 4
: 783 Minimum Test error found - save the configuration
: 783 | 7.67928 3.87733 0.010611 0.00105255 83695.2 0
: 784 | 7.58249 4.26588 0.0105875 0.00102073 83622.9 1
: 785 | 7.58922 4.5113 0.0107038 0.00110411 83336.4 2
: 786 | 7.42645 4.35456 0.0106016 0.00102059 83498.1 3
: 787 | 7.39111 4.56462 0.0105918 0.0010194 83573.5 4
: 788 | 7.22085 4.39002 0.0105915 0.00103365 83701.2 5
: 789 | 7.20049 3.894 0.0105751 0.00101993 83724 6
: 790 | 6.92379 3.96889 0.010584 0.00102254 83669.4 7
: 791 | 7.14252 5.23539 0.010574 0.0010182 83718.5 8
: 792 | 6.96842 4.46338 0.0105953 0.00102104 83557.1 9
: 793 | 6.94609 4.17778 0.0105594 0.00102431 83900.9 10
: 794 Minimum Test error found - save the configuration
: 794 | 6.71042 3.84558 0.0106165 0.0010628 83736.9 0
: 795 | 6.67514 4.24387 0.0105804 0.00101878 83668.2 1
: 796 | 6.69354 4.86126 0.0105719 0.00101912 83745.4 2
: 797 | 6.79063 4.10848 0.0105789 0.00101966 83688.8 3
: 798 | 6.65354 4.70374 0.0105899 0.00102393 83629.4 4
: 799 | 6.38672 4.26654 0.0105585 0.00101703 83844.8 5
: 800 | 6.32531 3.99325 0.0106656 0.0010222 82958.1 6
: 801 | 6.14828 4.69593 0.0106077 0.00102116 83450.2 7
: 802 | 6.06157 4.7706 0.0106042 0.00101925 83464.1 8
: 803 | 6.03258 4.08695 0.0105922 0.00102026 83578.1 9
: 804 | 5.94385 4.22994 0.0105969 0.00102034 83537.6 10
: 805 | 5.85304 4.42244 0.0106911 0.00102348 82750.8 11
: 806 | 5.7133 4.01073 0.0105923 0.00103013 83662.7 12
: 807 | 5.73303 4.11272 0.0105794 0.00101981 83685.2 13
: 808 | 5.56614 4.23969 0.0106031 0.00101893 83470.6 14
: 809 | 5.76917 5.01264 0.0105757 0.00102075 83726.1 15
: 810 | 5.54306 4.62571 0.0105774 0.00102019 83706 16
: 811 | 5.43868 4.62029 0.0111376 0.00102336 79096.7 17
: 812 | 5.3336 4.53194 0.0106063 0.00101955 83448.3 18
: 813 | 5.43714 5.01072 0.010591 0.0010213 83597.1 19
: 814 | 5.37958 5.08048 0.0105786 0.00102056 83699.5 20
: 815 | 5.44052 4.40679 0.0105736 0.00101993 83737.9 21
:
: Elapsed time for training with 1000 events: 8.67 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: 0.012 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: 0.813 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 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= 3.31129e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08683e+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: 0.031 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: 0.037 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: 0.00226 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: 0.0959 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: 0.886 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: 0.0221 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: 0.0373 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00448 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: 0.00256 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000604 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: 0.0957 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.884 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0999 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 : -0.888 0.0373 6.19 1.67 | 3.227 3.222
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.158 0.121 2.45 1.10 | 3.365 3.355
: 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.