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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.251 sec
: Elapsed time for training with 1000 events: 0.255 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00297 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: 0.000731 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00447 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: 0.000213 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00127 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 = 31489.6
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33046.1 31112.3 0.0102643 0.00103768 86705.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32533 30557.2 0.0101544 0.00101515 87534.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31875.2 29951.7 0.0103769 0.00106315 85894.2 0
: 4 Minimum Test error found - save the configuration
: 4 | 31199.6 29367.5 0.0103441 0.00101867 85787 0
: 5 Minimum Test error found - save the configuration
: 5 | 30512 28664.5 0.0103317 0.00102398 85949.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29702.9 27742.3 0.0102482 0.00102657 86752.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28989.4 27165.6 0.0102439 0.000998984 86534.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28545.8 26802.3 0.0100481 0.000991823 88336.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28191.3 26485.5 0.0102668 0.00100954 86418.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27876.3 26185.3 0.0100018 0.000987053 88743.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27572.1 25904.4 0.0100735 0.000994635 88117 0
: 12 Minimum Test error found - save the configuration
: 12 | 27284.9 25633.8 0.010001 0.000986123 88742.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 27005.8 25373.5 0.0100517 0.00100475 88427.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26736.4 25119.6 0.010399 0.00121739 87130.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26474.2 24871.2 0.00998878 0.000988883 88889.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26217.9 24627.8 0.0101931 0.00101187 87134.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25967.8 24388.2 0.0100518 0.00101039 88481.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25719.3 24156.2 0.0100684 0.000998003 88199.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25480.1 23924.8 0.0101173 0.00103085 88043 0
: 20 Minimum Test error found - save the configuration
: 20 | 25239 23702.1 0.0100591 0.000990433 88215.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25006.7 23480.1 0.0102241 0.000998913 86719.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24775.3 23262.9 0.0100587 0.00102301 88538 0
: 23 Minimum Test error found - save the configuration
: 23 | 24549.9 23046.4 0.0103025 0.00101375 86125.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24326 22832.9 0.0100315 0.000993142 88512 0
: 25 Minimum Test error found - save the configuration
: 25 | 24103.1 22625.3 0.010511 0.00100216 84132 0
: 26 Minimum Test error found - save the configuration
: 26 | 23888.3 22415.8 0.0100624 0.000994383 88222.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23669.8 22213.9 0.0103236 0.00100863 85883.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23458.1 22013.2 0.0100928 0.000989464 87880.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23248.1 21814.9 0.010261 0.00100191 86401.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 23041.8 21617 0.0100362 0.000986643 88401.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22834.7 21424 0.0100522 0.00101354 88508.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22633 21231.5 0.0101639 0.000999603 87295.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22431.8 21042.1 0.0103286 0.00100619 85815.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22233.5 20854.6 0.0100421 0.000990474 88382 0
: 35 Minimum Test error found - save the configuration
: 35 | 22037.5 20668.8 0.0100408 0.000991334 88402.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21842.5 20486.1 0.0101496 0.000996403 87401.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21651.6 20303.7 0.0101126 0.00101672 87952.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21463.6 20120.6 0.0103803 0.00102239 85489.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 21270.2 19947.2 0.0102331 0.00100158 86659.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21087 19770.9 0.0101884 0.000999414 87060.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20902.2 19596.1 0.0101168 0.000999243 87743.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20718.5 19422.1 0.0100999 0.00102601 88164.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20535.4 19247.3 0.0103005 0.00101303 86137.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20353.8 19078.9 0.010234 0.00100776 86709.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20175 18910.3 0.0103023 0.0010104 86096.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 20002 18740.3 0.0101616 0.00100011 87321.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19822.8 18580.1 0.0103681 0.00113148 86612 0
: 48 Minimum Test error found - save the configuration
: 48 | 19650 18415 0.010186 0.00100254 87113.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19478.3 18251.9 0.0101761 0.00100537 87233.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19308.9 18094.4 0.0101259 0.00100804 87740.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 19140.4 17929.3 0.0101807 0.00101484 87280.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18971.4 17775.1 0.0113227 0.00142965 80865.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18805.4 17616.8 0.010417 0.00100988 85042.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18640.2 17456.7 0.0101578 0.00100358 87391.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18476.9 17305.9 0.0103093 0.00107086 86595.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18313.9 17150.1 0.0103385 0.00101775 85829.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 18152.1 16994.3 0.0102595 0.00105463 86910.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17992.1 16841.8 0.0104348 0.00101964 84969 0
: 59 Minimum Test error found - save the configuration
: 59 | 17831.4 16693 0.0102495 0.00102337 86710.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17675.1 16538.5 0.0102384 0.00102661 86845.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17516.7 16390.8 0.0103738 0.0010203 85529.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17360.9 16242.7 0.0104532 0.00107275 85283.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17205.6 16095.3 0.0102644 0.0010224 86561.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 17052.9 15950 0.0105294 0.00103155 84229.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16901.6 15805.9 0.0104113 0.00103501 85321.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16750.2 15663.6 0.0102892 0.00102652 86367.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16599.6 15520.9 0.0102033 0.00102536 87165.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16452 15380.1 0.0104336 0.0010395 85160.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16304.6 15240.7 0.010306 0.00103256 86267.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16159.1 15102.9 0.0103148 0.00101758 86047.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16015.1 14965.6 0.0102329 0.00101211 86760.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15871.5 14830.7 0.0106485 0.00103055 83178.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15730.6 14695.9 0.0106135 0.0010556 83700.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15587.1 14567 0.0103317 0.00102121 85924.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15450.1 14435.8 0.0105548 0.00102603 83956 0
: 76 Minimum Test error found - save the configuration
: 76 | 15313.1 14304.7 0.0103175 0.00103471 86180.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15176.1 14174.8 0.0106021 0.00107794 83997.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 15039.9 14047.3 0.0106053 0.00130499 86018.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14904.5 13923 0.0102229 0.00101111 86845.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14772.7 13797.6 0.0103987 0.00103276 85415.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14640.8 13673 0.0103696 0.00104337 85779.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14510.4 13549.5 0.0102649 0.00101734 86509.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14378.7 13430.8 0.0106265 0.00106795 83694.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14251.1 13310.9 0.0103329 0.0010246 85945.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14125.3 13190.6 0.0103909 0.00102144 85384.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13998.2 13073.5 0.0106177 0.00105351 83645.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13871.8 12958.7 0.010447 0.00116259 86165.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13750.1 12840.5 0.0103218 0.00103258 86121.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13624.6 12730.7 0.0104528 0.0010506 85086.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13503.3 12619.8 0.0104265 0.00102592 85100.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13383.8 12503.1 0.010529 0.00102745 84196.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 13261.8 12395.6 0.0103966 0.00106728 85751.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 13146.4 12286 0.0104192 0.00104911 85378 0
: 94 Minimum Test error found - save the configuration
: 94 | 13025.8 12179 0.0102525 0.00101489 86602.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12911.3 12068.3 0.0105636 0.00105768 84157.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12794.5 11963.5 0.0103235 0.00104055 86179.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12678.1 11860.8 0.0118583 0.00106726 74135.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12566.4 11753.3 0.0103008 0.00102078 86207 0
: 99 Minimum Test error found - save the configuration
: 99 | 12454.2 11655.3 0.0103062 0.00103487 86287.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12342 11547 0.010587 0.00132027 86330.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12231.4 11444.8 0.0105282 0.00102542 84186.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 12122.5 11346.5 0.0104768 0.00120305 86264.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 12011.4 11248.8 0.0103667 0.00101878 85580.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11905.7 11143.9 0.0102726 0.00101756 86439.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11796.7 11048.6 0.0102924 0.0010217 86293.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11692.9 10953.6 0.01037 0.0010245 85603 0
: 107 Minimum Test error found - save the configuration
: 107 | 11586.5 10857.6 0.0104036 0.00104697 85501 0
: 108 Minimum Test error found - save the configuration
: 108 | 11482.5 10762 0.010277 0.00101878 86409.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11379.2 10670.2 0.010349 0.00102309 85782.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11277.3 10575.6 0.010469 0.00103415 84792.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 11175.3 10485.8 0.0105156 0.00101943 84244.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 11073.6 10394.8 0.0102774 0.00101845 86402.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10977.1 10300.6 0.0105853 0.00104093 83819.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10875.8 10217.3 0.0102844 0.00102613 86409 0
: 115 Minimum Test error found - save the configuration
: 115 | 10778.9 10124.6 0.010361 0.00105474 85963.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10682.2 10031.1 0.0103786 0.00102351 85514.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10584.4 9945.94 0.012014 0.00148615 75988.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10488.6 9868.84 0.010452 0.0010589 85168.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10395.6 9776.03 0.0103099 0.00103613 86265 0
: 120 Minimum Test error found - save the configuration
: 120 | 10301.5 9689.45 0.0102873 0.00102084 86332.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10207.8 9599.15 0.0106463 0.00130489 85640.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 10116.2 9520.46 0.0102988 0.00102201 86236.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 10023.4 9438.77 0.011015 0.00104798 80264.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 9934.14 9357.08 0.0108937 0.00104247 81207.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9845.97 9268.18 0.0105534 0.00110611 84680.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9754.72 9190.79 0.0105735 0.0010407 83920.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9667.64 9118.89 0.0108596 0.00111589 82104.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9578.38 9041.62 0.0107785 0.00104312 82174.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9493.01 8956.76 0.0105261 0.00105624 84478.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9407.05 8877.6 0.0112834 0.00107366 78356.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9321.17 8804.2 0.0108843 0.00104867 81336.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9238.98 8724.06 0.0105879 0.00104115 83798.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9154.25 8657.95 0.0109238 0.00108769 81332.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9069.07 8584.34 0.0103622 0.00103818 85799.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 8989.48 8509.08 0.0103201 0.00102139 86033 0
: 136 Minimum Test error found - save the configuration
: 136 | 8906.53 8424.72 0.0102923 0.00102084 86286.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8824.6 8359.66 0.0103874 0.0010602 85770.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8747.49 8285.91 0.0102671 0.00102326 86544.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8666.9 8208.48 0.0102876 0.00104518 86557.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8588.71 8133.22 0.0102971 0.00102205 86252.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8509.42 8065.81 0.0102923 0.00102241 86301.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8432.21 7982.93 0.0103068 0.00101982 86142.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8356.45 7926.61 0.010261 0.00102019 86572.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8280.77 7858.67 0.0103196 0.00102081 86032.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8204.83 7789.75 0.0102843 0.00102245 86375.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8130.67 7714.25 0.0102541 0.00102149 86649 0
: 147 Minimum Test error found - save the configuration
: 147 | 8055.57 7648.95 0.0104651 0.00105453 85010.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7983.02 7582.35 0.0102839 0.00103623 86508.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7910.39 7520.92 0.0110698 0.00157034 84215.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7839.29 7442.55 0.0107193 0.00106008 82822.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7766.16 7375.89 0.0108462 0.00155085 86064.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7696.95 7321.16 0.0107502 0.00102709 82277.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7625.36 7251.96 0.0102967 0.00102572 86290.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7556.61 7193.71 0.0103686 0.0010261 85629.8 0
: 155 Minimum Test error found - save the configuration
: 155 | 7487.84 7121.93 0.0102737 0.0010267 86514.8 0
: 156 Minimum Test error found - save the configuration
: 156 | 7418.5 7054.99 0.0103168 0.00102802 86125.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7351.75 7000.71 0.0102884 0.00101968 86311.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7285.22 6927.68 0.0103196 0.0010216 86039.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7217.71 6875 0.0103574 0.00104627 85919 0
: 160 Minimum Test error found - save the configuration
: 160 | 7153.16 6803.97 0.0103132 0.0010313 86189.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 7086.86 6754.35 0.0103352 0.00103049 85978 0
: 162 Minimum Test error found - save the configuration
: 162 | 7022.4 6690.46 0.0102907 0.00102606 86349.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6957.99 6625.45 0.0103653 0.00103745 85764.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6894.48 6572.36 0.0102975 0.00102295 86257.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6831.56 6504.47 0.0102703 0.0010157 86443.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6768.33 6446.1 0.0103283 0.00102385 85980.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6706.59 6393.66 0.0105328 0.00105637 84419.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6646.26 6328.4 0.0103406 0.00102636 85889.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6585.38 6273.83 0.0103863 0.00103106 85514 0
: 170 Minimum Test error found - save the configuration
: 170 | 6524.71 6208.14 0.0103671 0.00102857 85667 0
: 171 Minimum Test error found - save the configuration
: 171 | 6464.19 6169.35 0.0103261 0.00106253 86359.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6405.77 6094.34 0.010306 0.0010284 86229.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6346.98 6040.86 0.0103228 0.00103311 86116.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6287.76 5994.66 0.0102967 0.00102181 86254.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6231.62 5935.51 0.0103273 0.00105926 86318 0
: 176 Minimum Test error found - save the configuration
: 176 | 6173.52 5878.85 0.0104192 0.00102942 85198.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6117.05 5832.5 0.0104385 0.00105907 85292.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 6060.72 5777 0.0102843 0.00102421 86392.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 6006.13 5711.81 0.0104571 0.00105549 85091.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5950.4 5661.11 0.0103196 0.001026 86081.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5894.56 5620.57 0.010295 0.00102098 86262.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5841.1 5557.32 0.0103345 0.00102477 85931.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5786.93 5495.07 0.0103496 0.00104411 85970.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5733.69 5454.19 0.0102922 0.00102112 86289.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5682.63 5407.15 0.0104115 0.00102882 85263.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5628.9 5349.62 0.0103225 0.00102637 86057.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5576.9 5306.39 0.0104594 0.00105009 85022.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5526.78 5246.9 0.0103655 0.00104425 85825.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5474.92 5227.81 0.0103017 0.00102818 86267.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5424.88 5151.72 0.0103567 0.00102538 85732.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5374.46 5106.35 0.0102959 0.00102471 86288.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5325.89 5061.7 0.0103502 0.00103639 85894.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5276.22 5011.13 0.0103578 0.00102536 85722.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5228.02 4963.07 0.0102989 0.0010326 86334.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5178.79 4913.26 0.0103606 0.00106269 86040.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5132.5 4862.54 0.0103471 0.00104839 86033.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5084.05 4811.93 0.0103489 0.00104271 85964.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5038.29 4774.89 0.0103262 0.00102612 86020.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4990.87 4732.21 0.010317 0.00102249 86072.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4945.84 4675.33 0.0103069 0.00102641 86202.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4899.52 4667.21 0.0102986 0.00102241 86242.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4855.4 4599.72 0.0103843 0.00103018 85523.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4810.09 4557.37 0.0103046 0.00102496 86210.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4765.94 4509.09 0.0103304 0.00106817 86372.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4722.5 4473.32 0.0103911 0.00102951 85455.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4678.21 4440.18 0.0103381 0.00102419 85892.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4636.57 4390.08 0.0104897 0.00105184 84764.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4593.08 4347.76 0.0105669 0.00104485 84015.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4551.03 4316.88 0.0106571 0.00104883 83261.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4508.83 4264.91 0.010322 0.00102984 86094.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4467.5 4230.86 0.0103782 0.00102728 85553.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4426.43 4185.03 0.01036 0.00103234 85766.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4386.64 4147.94 0.0106636 0.00102677 83015.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4345.62 4105.4 0.0103406 0.00102551 85882.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4305.7 4079.19 0.010296 0.00102759 86314.5 0
: 216 Minimum Test error found - save the configuration
: 216 | 4266.83 4031.89 0.0110659 0.00167198 85161.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4227.51 3994.5 0.0121971 0.00107753 71945.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4188.45 3959.95 0.0123544 0.00175861 75501.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4150.44 3910.91 0.0122978 0.00135401 73101.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4112.72 3864.53 0.0123753 0.00111 71014.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4075.48 3854.23 0.0133488 0.00144541 67207.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 4037.11 3815.62 0.0122179 0.0010629 71716.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 4000.68 3765.54 0.0120686 0.00104162 72549.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3964.11 3725.47 0.0104129 0.00103809 85335.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3928.47 3699.51 0.0104072 0.001141 86335.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3891.64 3663.27 0.010299 0.00102326 86246.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3856.51 3638.13 0.0102975 0.0010252 86278.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3822.85 3589.28 0.0102892 0.00102008 86307.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3785.54 3561.61 0.0102972 0.00103446 86368 0
: 230 Minimum Test error found - save the configuration
: 230 | 3752.69 3526.74 0.0103004 0.00102015 86204.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3718.39 3481.68 0.0102812 0.00102168 86398 0
: 232 Minimum Test error found - save the configuration
: 232 | 3684.54 3458.22 0.0103123 0.00104429 86318.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3650.55 3430.17 0.0103347 0.00102884 85967.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3617.64 3397.48 0.010316 0.00102629 86116.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3584.69 3364.28 0.0103188 0.00102611 86088.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3552.4 3327 0.0103752 0.00106242 85903.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3519.78 3301.59 0.0103166 0.00103423 86184.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3488.2 3277.56 0.0103003 0.00102056 86209.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3456.97 3239.83 0.0103449 0.00102855 85870.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3425.24 3208.65 0.0103288 0.00102238 85962.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3392.77 3174.58 0.0103288 0.00102951 86028.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3364.33 3157.03 0.0103106 0.00102364 86142.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3332.73 3112.46 0.0103158 0.00103445 86194.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3302.79 3083.46 0.0103073 0.00102288 86166.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3272.54 3051.8 0.0103089 0.00102875 86205.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3242.52 3025.75 0.0104833 0.0010515 84819.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3213.36 3004.23 0.0103052 0.00102958 86247.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3184.58 2966.49 0.0103233 0.0010299 86082.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3155.32 2941.67 0.0103067 0.00102764 86215.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3127 2912.48 0.0103647 0.00105648 85945.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3097.69 2884.91 0.0103326 0.00103152 86011.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3071.04 2860.7 0.0102992 0.00103052 86312.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3042.09 2831.93 0.010323 0.00103405 86123.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 3014.96 2806.89 0.0103408 0.00102382 85864.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2987.65 2776.1 0.0103906 0.00102326 85402.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2960.6 2755.46 0.0103394 0.00104137 86039.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2933.92 2726.6 0.0103281 0.00102825 86023.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2906.97 2697.81 0.010356 0.00102784 85761.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2881.08 2673.83 0.0103262 0.00102878 86045.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2854.71 2649.89 0.0103343 0.00102259 85913.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2829.05 2626.36 0.010312 0.00102456 86137.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2803.53 2598.6 0.0103156 0.00102595 86117.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2777.9 2574.86 0.0103637 0.00102612 85675.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2753.16 2549.82 0.010354 0.00102595 85763 0
: 265 Minimum Test error found - save the configuration
: 265 | 2727.98 2530.35 0.0103358 0.0010244 85916.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2703.64 2503.82 0.0104977 0.00106024 84768.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2678.83 2478.12 0.0102978 0.00102827 86304.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2655.12 2457.2 0.0103055 0.0010229 86183.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2630.83 2434.44 0.0102832 0.00102139 86376.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2607.04 2414.03 0.0103382 0.0010233 85883.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2583.42 2392.09 0.010313 0.00101979 86084.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2559.55 2368.12 0.0103935 0.00102101 85356.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2536.93 2349.6 0.0103238 0.00102661 86047.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2513.6 2324.15 0.0103139 0.0010229 86104.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2491.01 2304.92 0.0103041 0.00102771 86240.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2469.27 2280.6 0.010362 0.0010527 85935.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2446.03 2259.55 0.0103172 0.00102197 86065.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2423.04 2240.19 0.0103091 0.00102408 86160.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2402.36 2214.84 0.0103031 0.00101984 86176.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2379.6 2197.34 0.0103344 0.00102435 85928.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2357.98 2177.45 0.0103311 0.00102912 86003.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2336.82 2162.59 0.010318 0.00102993 86132 0
: 283 Minimum Test error found - save the configuration
: 283 | 2316.48 2137.12 0.0103171 0.00102188 86066.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2293.74 2120.9 0.0103053 0.00102379 86192.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2273.12 2102.48 0.0102919 0.00102162 86297.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2252.25 2083.36 0.0104459 0.00104849 85130.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2232.2 2059.87 0.0103287 0.00103163 86048.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2211.74 2042.92 0.0103196 0.0010242 86064.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2190.37 2021.82 0.0103173 0.00103257 86162.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2171.26 2006.07 0.0103116 0.00103593 86247.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2151.43 1984.56 0.0103357 0.00102983 85967.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2130.87 1968.3 0.0103463 0.00102785 85851.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2111.78 1952.95 0.0103089 0.00102336 86155.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2092.31 1931.87 0.0103073 0.00101969 86136.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2073.34 1914.65 0.0103149 0.0010211 86079 0
: 296 Minimum Test error found - save the configuration
: 296 | 2053.93 1895.74 0.0103566 0.00103911 85859.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2034.5 1879.85 0.0103488 0.00102539 85805.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 2016.08 1860.62 0.0103314 0.00102856 85995.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1997.04 1850.25 0.0103292 0.00103325 86058.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1979.6 1826.98 0.0103127 0.00102584 86143.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1961.01 1807.59 0.0103056 0.00102131 86167.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1942.23 1791.15 0.010293 0.00102042 86275.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1923.5 1776.61 0.01032 0.00102266 86046.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1906.13 1759.33 0.0103417 0.00102143 85834.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1888.54 1746.12 0.0103285 0.00102499 85988.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1870.46 1730.43 0.0104488 0.00105127 85128.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1853.64 1714.35 0.0103132 0.00102588 86138.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1835.77 1697.09 0.0103369 0.00102524 85914.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1819.24 1681.35 0.0102939 0.00102048 86268.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1801.32 1664.65 0.0105484 0.00102834 84033 0
: 311 Minimum Test error found - save the configuration
: 311 | 1784.69 1650.47 0.0103346 0.00102444 85927.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1767.83 1635.07 0.0103315 0.00102437 85955.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1751.29 1620.93 0.0103336 0.00102536 85945.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1734.57 1604.53 0.0103403 0.00102829 85910.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1718.78 1589.08 0.0103457 0.00102534 85833.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1701.82 1577.72 0.010354 0.00104786 85965.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1686.19 1561.94 0.0103141 0.00102571 86128.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1670.13 1546.82 0.0103189 0.00102189 86049.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1654.38 1532.14 0.0102972 0.00102123 86244.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1638.18 1518.27 0.0103414 0.00102931 85909.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1622.97 1503.56 0.0103215 0.00102415 86046 0
: 322 Minimum Test error found - save the configuration
: 322 | 1607.26 1490.72 0.010333 0.00103367 86027.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1592.18 1475.77 0.0103147 0.00102395 86107.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1576.83 1462.42 0.0103369 0.00103188 85975.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1562.2 1449.73 0.0102934 0.00102411 86306.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1547.05 1434.35 0.0104541 0.00105195 85086.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1532.13 1421.9 0.0103284 0.00102354 85976.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1517.46 1410.2 0.0103911 0.00102463 85410.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1503.15 1396.95 0.0103389 0.00102705 85912.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1488.94 1382.16 0.0103698 0.00102819 85638.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1474.62 1370.26 0.0103173 0.00102543 86097 0
: 332 Minimum Test error found - save the configuration
: 332 | 1460.7 1357.42 0.0103129 0.00102911 86172 0
: 333 Minimum Test error found - save the configuration
: 333 | 1446.06 1342.8 0.0103357 0.00102261 85900.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1432.37 1332.1 0.010346 0.00102788 85853.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1418.54 1318.87 0.0103113 0.00102337 86133.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1404.95 1305.78 0.0103946 0.00104074 85526 0
: 337 Minimum Test error found - save the configuration
: 337 | 1391.44 1295.88 0.0103349 0.00102448 85925.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1377.91 1282.08 0.0103223 0.00102461 86043.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1364.95 1270.28 0.0103595 0.00102853 85735.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1351.52 1258.86 0.0103362 0.00103151 85978.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1338.37 1246.38 0.0103474 0.00102582 85822.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1325.78 1233.97 0.0103151 0.0010232 86096.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1312.8 1224.15 0.0103419 0.00102299 85847.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1300.23 1212.04 0.0103199 0.00102315 86051.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1287.71 1200.51 0.010315 0.00102534 86117.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1275.03 1188.59 0.0104625 0.0010524 85015.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1263.37 1178.41 0.010337 0.00102841 85942.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1250.53 1165.5 0.0103195 0.00102744 86095.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1238.63 1156 0.0103284 0.00102536 85993.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1226.4 1145.9 0.0103121 0.00102219 86115.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1214.85 1133.41 0.0103698 0.0010365 85714.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1203.33 1123.98 0.0103394 0.00102431 85882.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1191.37 1113.78 0.0104347 0.00102905 85055.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1179.9 1101.59 0.0103801 0.00105028 85746.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1168.88 1092.8 0.0104059 0.00102736 85301.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1156.99 1081.56 0.0103611 0.00104259 85850.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1146.01 1070.61 0.0103251 0.0010251 86021.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1134.73 1059.21 0.0103337 0.00102392 85930.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1123.51 1050.06 0.0103374 0.00102218 85881 0
: 360 Minimum Test error found - save the configuration
: 360 | 1113.09 1040.62 0.0103598 0.0010573 85998.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1102.27 1032.97 0.0103445 0.00102991 85887 0
: 362 Minimum Test error found - save the configuration
: 362 | 1091.23 1020.96 0.010453 0.00103536 84946.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1080.72 1009.45 0.0103397 0.00102636 85898 0
: 364 Minimum Test error found - save the configuration
: 364 | 1070 1001.97 0.0103206 0.00102823 86092.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1059.74 993.569 0.0104595 0.00103194 84858 0
: 366 Minimum Test error found - save the configuration
: 366 | 1049.4 981.99 0.0104601 0.00102937 84829 0
: 367 Minimum Test error found - save the configuration
: 367 | 1039.38 970.913 0.0103376 0.00102255 85882.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1029.02 961.608 0.0103511 0.00102292 85761.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1018.85 953.337 0.0103232 0.0010236 86025.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 1008.85 943.604 0.0103374 0.00102933 85946.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 998.97 935.024 0.0103357 0.00103489 86014.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 989.315 925.799 0.0103654 0.00103944 85782 0
: 373 Minimum Test error found - save the configuration
: 373 | 979.742 915.748 0.0103252 0.00102496 86019.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 969.98 909.051 0.0103599 0.00102558 85705.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 960.362 898.333 0.0103333 0.0010212 85909.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 951.011 889.919 0.01051 0.0010577 84635.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 941.929 880.994 0.0103509 0.00102487 85781 0
: 378 Minimum Test error found - save the configuration
: 378 | 932.384 873.113 0.0103531 0.00102383 85751.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 923.34 863.712 0.0103673 0.0010313 85689.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 914.184 856.241 0.0103666 0.00103278 85709.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 905.412 846.618 0.0103408 0.00102789 85902.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 895.896 838.754 0.0103863 0.00103629 85561 0
: 383 Minimum Test error found - save the configuration
: 383 | 887.174 830.256 0.0103319 0.00102472 85955.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 878.668 821.838 0.0103176 0.0010232 86073 0
: 385 Minimum Test error found - save the configuration
: 385 | 869.842 814.387 0.0103464 0.00102306 85806.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 861.604 806.069 0.0104639 0.00105871 85059.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 852.801 798.299 0.0103744 0.00102932 85606.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 844.096 790.38 0.0103339 0.00102483 85937.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 835.49 782.806 0.0104308 0.00110995 85829.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 827.7 774.612 0.016154 0.00177051 55619.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 819.308 766.804 0.0143771 0.00103704 59969.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 811.025 759.374 0.0106937 0.00106196 83059 0
: 393 Minimum Test error found - save the configuration
: 393 | 802.846 751.544 0.0107641 0.0010398 82268.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 794.848 744.713 0.0116135 0.00106922 75870.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 786.999 737.238 0.0104765 0.00105179 84883.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 779.056 729.693 0.0115565 0.00173458 81450.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 771.588 722.451 0.0163053 0.00173267 54897.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 763.724 714.73 0.0137499 0.00105005 62993.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 755.813 707.832 0.0104705 0.00104314 84859.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 748.32 700.753 0.0131948 0.00176148 69971.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 741.194 693.234 0.0158443 0.00124313 54790 0
: 402 Minimum Test error found - save the configuration
: 402 | 733.337 686.72 0.011316 0.00105547 77969 0
: 403 Minimum Test error found - save the configuration
: 403 | 725.91 679.36 0.0123094 0.00128262 72550.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 718.543 673.138 0.0107582 0.00106844 82561.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 711.742 665.607 0.0106946 0.001061 83042.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 704.249 659.413 0.0105122 0.00104125 84469.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 697.351 652.393 0.0104219 0.00102983 85178.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 690.123 645.846 0.0137632 0.00109599 63155.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 682.947 639.396 0.0103755 0.00102705 85575.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 676.183 633.169 0.0103371 0.00102357 85896.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 669.526 626.236 0.0103387 0.00102017 85850.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 662.82 619.881 0.0103356 0.00102268 85901.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 655.867 613.324 0.010397 0.00104835 85573.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 649.108 607.296 0.0103366 0.00102455 85910 0
: 415 Minimum Test error found - save the configuration
: 415 | 642.494 600.997 0.0103348 0.00102498 85930.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 636.22 594.888 0.0103235 0.00102468 86032.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 629.546 588.691 0.0103449 0.00102574 85844.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 623.134 582.213 0.0103146 0.00102212 86091.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 616.679 576.26 0.0103354 0.00102607 85935.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 610.458 569.906 0.0103277 0.00102272 85975.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 604.069 564.102 0.0103407 0.0010255 85881.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 597.664 558.789 0.0103365 0.00102377 85903.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 591.798 552.814 0.0105248 0.00104624 84401.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 585.876 547.17 0.0103709 0.0010269 85616.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 579.427 541.367 0.0103457 0.00102734 85852.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 574.005 535.685 0.0103089 0.00102497 86170.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 567.934 529.654 0.010321 0.00102063 86018 0
: 428 Minimum Test error found - save the configuration
: 428 | 562.025 524.431 0.0103534 0.0010229 85740.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.956 518.905 0.0103453 0.00102734 85855.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 550.44 513.257 0.0103233 0.00102218 86011.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 544.561 507.874 0.0103386 0.00102457 85891.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.996 503.059 0.0103715 0.00103523 85687.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 533.413 497.24 0.0103653 0.00104442 85829.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 527.823 492.051 0.0103586 0.00104345 85881.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 522.582 486.457 0.0103202 0.00103103 86121.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 516.875 481.52 0.0103314 0.00102311 85944.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 511.734 476.929 0.0103305 0.00102247 85947.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 506.721 471.408 0.0103364 0.00102103 85879.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 501.004 466.145 0.0103517 0.00102447 85770.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 495.818 460.914 0.0103505 0.00102927 85825.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 490.579 456.582 0.0103519 0.00102726 85793.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 485.567 451.421 0.0103828 0.00102636 85502.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 480.64 446.978 0.0104586 0.00105031 85031.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 475.556 441.845 0.0103368 0.00102232 85887.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 471.015 436.802 0.0103557 0.00102355 85725.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 465.545 431.903 0.0103494 0.00102173 85766.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 460.647 427.483 0.0103436 0.00102366 85837.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.985 422.652 0.0103388 0.00102855 85927.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.993 418.225 0.0103547 0.00102688 85765.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 446.512 413.472 0.0103463 0.00103974 85961.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 441.798 408.584 0.0103224 0.0010244 86040.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.961 404.885 0.0103492 0.00103238 85866 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.639 400.171 0.0103926 0.00103822 85521.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 428.007 395.531 0.0103521 0.00103397 85853.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 423.508 391.14 0.0103277 0.00102016 85952.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.91 387.377 0.0103689 0.00103115 85673.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 414.921 382.712 0.0103585 0.00102521 85714.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.469 378.578 0.0103433 0.00102801 85880 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.849 374.622 0.0103556 0.00102333 85723.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 401.603 370.172 0.010338 0.00102254 85878.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 397.296 366.052 0.0103268 0.0010211 85968.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.181 362.277 0.0103445 0.00102239 85817.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 389.106 358.309 0.0104871 0.00104375 84715.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.807 354.024 0.0103556 0.00102671 85755.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.72 350.44 0.0103345 0.00102491 85932.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.598 346.626 0.0103407 0.00103436 85963.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.853 342.187 0.0103261 0.00102134 85977.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.687 339.342 0.0103297 0.00102268 85956.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 365.196 334.412 0.0103629 0.00102244 85648.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 361.032 330.747 0.0103473 0.00102296 85796.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.943 327.308 0.0103383 0.0010218 85869.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 353.432 324.092 0.010344 0.00102951 85887.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.571 319.68 0.0103772 0.00104378 85713.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.814 316.055 0.0103378 0.00102959 85945.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.992 312.342 0.0103212 0.00102282 86036.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.378 309.11 0.0103488 0.00102519 85804 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.829 305.233 0.0103758 0.00104833 85767.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 331.047 302.806 0.0103297 0.00103047 86029.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.892 298.777 0.0103258 0.00102178 85984.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.23 295.329 0.0103563 0.00103433 85819.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.715 291.788 0.0103466 0.00102252 85799.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.408 288.378 0.0103374 0.00103013 85954.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.875 285.155 0.0104645 0.00103164 84809.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.524 281.796 0.0103466 0.00102141 85789.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.842 278.607 0.010328 0.00102217 85968.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.604 276.083 0.0103408 0.00102336 85860.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.672 272.289 0.0103616 0.00102494 85684.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.188 269.026 0.0103439 0.00102451 85842.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.72 266.25 0.0103215 0.00102489 86052.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.64 262.852 0.010333 0.00102475 85945.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.397 260.31 0.010336 0.00102525 85922 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.469 256.847 0.0103111 0.00102363 86137.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.821 253.744 0.0103632 0.00104017 85809.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.291 251.361 0.0103418 0.00102394 85856.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.167 248.025 0.010344 0.00103529 85940.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.227 245.267 0.0103374 0.00102895 85943.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.488 242.176 0.0103509 0.00102785 85808.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.565 239.43 0.0103529 0.00102705 85783.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.402 236.81 0.0103318 0.00102387 85948.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.685 234.059 0.010336 0.00102176 85890.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.831 231.231 0.0103454 0.0010238 85821.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.978 228.63 0.0103192 0.00102323 86058.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.976 225.834 0.0104751 0.00103373 84733.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.281 223.287 0.010381 0.00102942 85547.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.457 220.608 0.0103388 0.00102424 85887.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.944 218.012 0.0103545 0.00103788 85867.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.989 215.832 0.0103312 0.00102438 85958.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.321 213.034 0.0103573 0.00106412 86084.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.149 210.609 0.0103658 0.00102294 85626.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.517 207.915 0.0103388 0.0010209 85856.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.662 206.246 0.010343 0.0010209 85817.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.289 203.225 0.0103674 0.00103018 85678.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.634 200.89 0.0104111 0.0010696 85639.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.205 198.592 0.0103408 0.00103936 86008.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.815 196.071 0.0103228 0.00102414 86034.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.369 193.826 0.010343 0.00102134 85821.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.934 192.01 0.0103228 0.00102162 86010.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.404 189.167 0.0103237 0.00102455 86029.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.076 186.978 0.0103492 0.00102119 85763 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.827 184.703 0.0103402 0.00102682 85898.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.417 182.557 0.0104563 0.00104052 84963.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.383 180.456 0.0103398 0.00102283 85864.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.209 178.878 0.0104878 0.00105226 84785.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.663 176.356 0.0103227 0.00102247 86019 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.683 174.637 0.0103622 0.00102321 85662.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.21 172.124 0.0103521 0.00102557 85777.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.268 170.462 0.0103355 0.00102335 85909.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.333 168.143 0.0103395 0.00102472 85885.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.747 165.688 0.0103378 0.00102637 85916 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.464 163.808 0.0103405 0.00103135 85936.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.61 161.922 0.0103487 0.00102517 85804.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.233 160.256 0.0103326 0.00102578 85958.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.409 158.279 0.0103999 0.00104519 85518.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.224 156.097 0.0103484 0.00102226 85780.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.148 154.419 0.010355 0.00102966 85788.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.366 152.857 0.0103257 0.00102494 86014.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.338 151.362 0.0103312 0.00102652 85978.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.59 149.376 0.0103471 0.00102475 85815.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.467 147.374 0.0103454 0.00102803 85861.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.589 145.181 0.0103297 0.00102432 85972.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.567 144.068 0.0103273 0.00102132 85966.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.878 142.997 0.0103294 0.00102073 85941.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.098 141.154 0.0104765 0.00105145 84880.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.022 139.063 0.0103307 0.00102429 85962.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.173 137.287 0.0103431 0.00102736 85876.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.173 135.519 0.0103302 0.00102877 86008.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.431 135.193 0.0103351 0.00102827 85958.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.581 132.35 0.0103861 0.00102802 85487.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.798 131.15 0.0103511 0.00102344 85766.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.286 129.142 0.0103353 0.00102104 85889.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.478 127.563 0.0103482 0.00102282 85787.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.638 126.27 0.0103307 0.00102696 85987.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.889 125.245 0.0103669 0.00104481 85817.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.147 122.794 0.0103345 0.00102485 85932.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.457 121.606 0.0103405 0.00102892 85914.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.744 120.165 0.01032 0.00102261 86045.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.209 118.618 0.0104005 0.00103242 85396.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.652 117.754 0.0103719 0.00102644 85603.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.119 116.01 0.0103305 0.00102371 85958.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.633 114.942 0.0103439 0.00102482 85845.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.898 113.435 0.0103715 0.00102903 85630.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.247 112.221 0.0103452 0.00102623 85846.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.853 110.513 0.0104719 0.00105831 84983.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.371 109.204 0.0103286 0.00102401 85979.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.908 107.283 0.0103393 0.00102346 85875.7 0
: 566 | 122.363 107.833 0.0102945 0.000993354 86010.9 1
: 567 Minimum Test error found - save the configuration
: 567 | 121 105.227 0.0104034 0.00105025 85533.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.506 103.54 0.0103649 0.00102567 85660.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.069 102.347 0.010326 0.00102592 86021 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.572 101.739 0.010346 0.00102444 85822.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.279 100.371 0.0103271 0.00102879 86037.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.806 99.2128 0.0103467 0.00102539 85824.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.36 97.5725 0.0103604 0.00104206 85852.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.162 96.6066 0.0103353 0.00102332 85911.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.825 95.3674 0.010361 0.00102544 85693.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.47 94.0997 0.0103444 0.00102277 85821.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.092 93.0436 0.0103461 0.00103244 85895.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.764 92.1906 0.0103234 0.00102591 86045 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.631 91.024 0.0103338 0.00102903 85977.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.426 90.0971 0.0103392 0.00103015 85937.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.256 88.2601 0.0103178 0.00102076 86048.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.783 87.1391 0.0103281 0.00102188 85963.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.6649 86.5958 0.0104709 0.00105816 84991.6 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.6452 84.9854 0.0103573 0.00103569 85821.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.3195 84.0833 0.0103604 0.00102813 85724.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.478 83.3413 0.0103583 0.00102926 85753.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.4792 81.6692 0.0103565 0.00102655 85745.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.9918 80.9035 0.0103273 0.00102384 85989.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.7486 80.3007 0.0104144 0.00102949 85243.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.7023 79.4935 0.0104383 0.00102712 85005.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.6131 78.0865 0.0107096 0.00125895 84650.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.5166 77.4274 0.0112187 0.0010746 78863.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.5996 75.8997 0.0114174 0.00106265 77259.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.2575 74.6407 0.0105676 0.00103736 83943.1 0
: 595 | 86.3181 75.0225 0.010355 0.000994435 85465 1
: 596 Minimum Test error found - save the configuration
: 596 | 85.4242 73.5703 0.0105276 0.0010518 84425.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.2371 72.2365 0.0103966 0.00103214 85429 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.3679 70.8631 0.0104298 0.00103858 85185.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.1194 70.853 0.0104046 0.00103135 85349.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.2585 69.7956 0.0104668 0.00106324 85074.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.3109 68.3652 0.0105407 0.00103874 84193 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.4135 67.2404 0.0104931 0.00103796 84609.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.4609 66.6791 0.0105524 0.00106027 84280.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.5451 66.6421 0.0104163 0.0010566 85473.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.7043 64.7045 0.0104015 0.00105363 85581 0
: 606 | 75.6438 64.7051 0.0103824 0.00101212 85376.6 1
: 607 Minimum Test error found - save the configuration
: 607 | 74.7731 63.7319 0.0103973 0.00104615 85551.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.8588 62.1803 0.0106728 0.00114783 83989.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.8698 61.3141 0.010491 0.00105833 84811.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.079 60.8186 0.0104152 0.00105714 85488.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.2411 59.7384 0.0104092 0.0010369 85357.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.3429 59.2142 0.0105711 0.00103445 83886.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6116 58.6744 0.010373 0.00104291 85744 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.7978 58.2847 0.0103307 0.00102255 85945.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.035 56.6825 0.011484 0.00111737 77170.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.1628 56.1081 0.0104112 0.00102908 85268.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.3246 55.4979 0.0103521 0.00102656 85785.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.4714 54.3469 0.0103683 0.00103396 85704.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.76 54.2363 0.0126855 0.00178689 73404 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.8913 53.2588 0.016315 0.00172809 54843.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.1908 52.4195 0.015233 0.00104765 56396.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.3948 51.4101 0.0104918 0.00105225 84749.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.7453 51.3347 0.0105895 0.00103924 83767.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.9737 50.1068 0.0104078 0.00103046 85312.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.0946 49.5243 0.0104192 0.00102917 85196.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.474 48.5113 0.0103847 0.00103293 85545 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6711 48.053 0.0103534 0.00102203 85732.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.2861 47.2804 0.0103164 0.0010238 86090.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.5962 47.2291 0.01036 0.00102513 85700.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.7167 46.4181 0.0106517 0.00105653 83375.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.1558 46.1672 0.0104419 0.00103189 85016 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.3758 44.4127 0.0104197 0.00106504 85519.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.4642 44.1056 0.0104541 0.00103226 84909.5 0
: 634 | 53.9281 44.1942 0.0103018 0.000992103 85932 1
: 635 Minimum Test error found - save the configuration
: 635 | 53.1683 43.1641 0.0103569 0.00102809 85755.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.5746 42.1047 0.0108097 0.00104996 81969 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.0397 41.6942 0.0114957 0.0017408 82010.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.3519 41.2527 0.0111869 0.00104968 78917.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.6408 40.1837 0.0107501 0.00105489 82514.9 0
: 640 | 50.1779 40.5037 0.0107869 0.000995564 81705.3 1
: 641 Minimum Test error found - save the configuration
: 641 | 49.6243 39.278 0.0114753 0.00130949 78695.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.9904 39.2415 0.0104425 0.00103476 85036.8 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.3854 37.9274 0.0103352 0.00102575 85933.9 0
: 644 | 47.6681 37.9843 0.0103506 0.00100478 85599.4 1
: 645 Minimum Test error found - save the configuration
: 645 | 47.1968 37.3689 0.0104277 0.00103507 85173.5 0
: 646 | 46.94 37.5493 0.0104138 0.000992814 84917.2 1
: 647 Minimum Test error found - save the configuration
: 647 | 46.1932 36.5352 0.0103253 0.00102609 86029.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.4643 35.5122 0.0103775 0.00103849 85661.9 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.9967 34.7577 0.010369 0.00102617 85627.2 0
: 650 | 44.3904 35.0274 0.0103075 0.000990294 85862.8 1
: 651 | 44.1838 34.8574 0.0103457 0.000990744 85516.2 2
: 652 Minimum Test error found - save the configuration
: 652 | 43.6771 34.0247 0.0103365 0.00102675 85931.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7938 33.155 0.0103758 0.00102437 85548 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.3725 32.5244 0.0103595 0.00103136 85761.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.8559 31.9474 0.0107754 0.00144678 85757.3 0
: 656 | 41.2608 32.1174 0.0116992 0.000995513 74740.5 1
: 657 Minimum Test error found - save the configuration
: 657 | 40.8176 31.3472 0.0105094 0.00103745 84460.3 0
: 658 | 40.3161 31.3926 0.0103411 0.000990773 85558.5 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.8803 30.9258 0.0104467 0.00103556 85006.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.4 29.7678 0.0104362 0.0010413 85152.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.8558 29.5169 0.0104666 0.00105204 84975 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.4644 29.1064 0.0104984 0.00102803 84473.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.9414 28.7403 0.0105935 0.00103763 83718.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.4325 28.2782 0.0103666 0.00103058 85689.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.9832 27.6045 0.0104702 0.00103435 84782.7 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.6812 27.4351 0.0103545 0.00102799 85777.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.2331 27.0387 0.0103251 0.00103118 86078 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.7411 26.3403 0.0105135 0.00103453 84397.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.3456 26.2179 0.0103819 0.00102425 85491.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.9229 26.0522 0.0103565 0.00102669 85746.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.7459 25.3169 0.010402 0.00104136 85464.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.165 25.0602 0.0107876 0.00109902 82571.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5483 24.7271 0.0104861 0.00103636 84658.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.2573 24.2498 0.0103576 0.00103207 85785.8 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.757 24.0779 0.010354 0.00102742 85776.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.3271 23.2475 0.0103263 0.00102297 85990.3 0
: 677 | 31.9075 23.8195 0.0111069 0.000995725 79120.6 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.6469 23.0683 0.0104895 0.00111374 85326.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.0862 22.7461 0.0103571 0.00102704 85744.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.7596 21.9023 0.0103753 0.00103603 85659.9 0
: 681 | 30.5366 22.2747 0.0104152 0.000993033 84905.9 1
: 682 | 30.1976 21.9897 0.0103121 0.000989973 85817.7 2
: 683 Minimum Test error found - save the configuration
: 683 | 29.7049 21.2391 0.0103349 0.00103169 85991.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.2974 20.6773 0.010333 0.00102349 85934.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.8529 20.1997 0.0104099 0.0010285 85275.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.5123 20.1376 0.0103384 0.00102649 85911.1 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.2663 19.7577 0.0106071 0.00103301 83558.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.9244 19.4023 0.0105064 0.00105236 84620.1 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.4032 19.0457 0.0103234 0.00102707 86055.5 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.1188 18.4387 0.0103633 0.00103023 85717 0
: 691 | 26.7636 18.7057 0.0103347 0.000994214 85649.1 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.4057 18.345 0.0103848 0.00103029 85520.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.1954 18.0659 0.0104533 0.00103582 84948.3 0
: 694 | 25.8925 19.0717 0.010308 0.000993503 85887.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.6946 17.3371 0.0103722 0.0010246 85583.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.0705 17.296 0.0103517 0.00102875 85809.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.7852 16.8251 0.0103273 0.00102598 86009.3 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.305 16.6095 0.0104177 0.00103543 85267.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9959 16.3697 0.0116813 0.00108494 75497.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.8378 16.1112 0.0103656 0.00102632 85659.3 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.5414 15.7257 0.0104474 0.00105325 85159.5 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.2682 15.5745 0.0103378 0.00102686 85920.8 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.9689 15.3921 0.0103762 0.00102704 85568.8 0
: 704 | 22.7613 15.9124 0.0102974 0.000991193 85964.4 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.3007 14.9195 0.0103308 0.0010274 85990.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.9381 14.9085 0.0103365 0.00102908 85953 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.5376 14.4932 0.0103103 0.00102586 86165.4 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.3399 14.3779 0.0103251 0.00102396 86011 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.0028 14.2256 0.0103378 0.00102422 85896.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.6909 13.8754 0.0103295 0.00102786 86006.7 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.4586 13.7182 0.0104275 0.00104231 85240.9 0
: 712 | 20.4861 14.3217 0.0102973 0.000990584 85959.3 1
: 713 Minimum Test error found - save the configuration
: 713 | 20.4022 13.7125 0.0103296 0.001025 85979.1 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.6564 13.1841 0.0103292 0.0010292 86021.5 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.349 12.9594 0.0103243 0.00102425 86020.7 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.1409 12.4598 0.0103266 0.001025 86006.6 0
: 717 | 18.8511 12.4893 0.0103765 0.00108131 86066.1 1
: 718 | 18.7349 12.5535 0.0104623 0.000992064 84475.6 2
: 719 Minimum Test error found - save the configuration
: 719 | 18.5925 12.1359 0.010354 0.00103199 85818.4 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.0704 11.6594 0.0103416 0.00103097 85923.4 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.8612 11.6319 0.010448 0.00105244 85146.9 0
: 722 | 17.7362 11.9671 0.0102867 0.000993933 86088.5 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.4234 11.3724 0.0103319 0.00102457 85954 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.0773 11.2266 0.0103272 0.00102443 85996.2 0
: 725 | 16.9321 11.2661 0.0102966 0.000991043 85970.6 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.8898 10.9698 0.0103394 0.00102552 85893.3 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.5928 10.6781 0.0103282 0.00102155 85960.5 0
: 728 | 16.4478 10.8044 0.0102984 0.000998883 86025.7 1
: 729 | 16.3743 10.9695 0.0103132 0.000991083 85817.5 2
: 730 | 15.9708 11.1323 0.0102825 0.000993423 86122.5 3
: 731 | 15.7155 11.0137 0.0103471 0.000993264 85526.8 4
: 732 Minimum Test error found - save the configuration
: 732 | 15.5877 9.99392 0.0103264 0.0010281 86037.3 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.2452 9.96669 0.0103239 0.00102231 86007 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.972 9.68268 0.0103199 0.00102291 86049 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.6598 9.42542 0.0103442 0.0010365 85950.1 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.5517 9.32363 0.0103864 0.00102939 85497.4 0
: 737 | 14.6067 9.82667 0.0102834 0.000990383 86086.1 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.2688 8.85356 0.0103295 0.00102845 86012.1 0
: 739 | 14.1379 9.03567 0.0103038 0.000996343 85952.6 1
: 740 | 13.9346 9.19797 0.0102799 0.000989773 86113.3 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.706 8.80028 0.0104563 0.0010536 85081.8 0
: 742 | 13.5535 8.96447 0.0103863 0.000991273 85151.6 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.3089 8.50976 0.0103349 0.00102651 85944.3 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.1213 8.19838 0.010357 0.00102793 85753.8 0
: 745 | 12.8333 8.74421 0.0102918 0.000991413 86017.5 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.6724 8.0465 0.0103335 0.0010261 85953.4 0
: 747 | 12.5348 8.44223 0.0103044 0.000992204 85909.1 1
: 748 | 12.4177 8.2242 0.0103121 0.000989732 85815 2
: 749 Minimum Test error found - save the configuration
: 749 | 12.2112 7.45132 0.0103421 0.001024 85854.5 0
: 750 | 12.035 8.18967 0.0102868 0.000992745 86076.2 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.966 7.16368 0.0104179 0.00109621 85821.8 0
: 752 | 11.7984 8.56535 0.0104717 0.00103073 84737.5 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.7234 6.98083 0.0103351 0.00102706 85947 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.4834 6.89703 0.0103334 0.00102602 85953.4 0
: 755 | 11.8662 7.23974 0.0103021 0.000991624 85924.5 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.4098 6.58192 0.0103175 0.00102289 86071.1 0
: 757 | 11.1484 7.25617 0.0102856 0.000990793 86069.2 1
: 758 | 10.9074 6.7374 0.0103141 0.000992243 85819.4 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.675 6.37412 0.0103492 0.00102421 85790.7 0
: 760 | 10.5493 6.91082 0.010304 0.000989372 85886.8 1
: 761 | 10.3757 6.94665 0.0104009 0.000991373 85020.2 2
: 762 Minimum Test error found - save the configuration
: 762 | 10.5012 6.14055 0.0103516 0.00103148 85836.2 0
: 763 | 10.1242 6.31159 0.0102901 0.000990523 86025.4 1
: 764 Minimum Test error found - save the configuration
: 764 | 10.009 5.9236 0.0103271 0.00102433 85995.6 0
: 765 | 10.1439 6.40188 0.0102962 0.000988803 85953.5 1
: 766 Minimum Test error found - save the configuration
: 766 | 10.0056 5.83059 0.0104569 0.00103351 84895.3 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.77717 5.46602 0.0104692 0.00103905 84834.5 0
: 768 | 9.76859 6.60125 0.0103092 0.000992304 85865.6 1
: 769 | 9.53477 6.05351 0.0103107 0.000991103 85840.4 2
: 770 | 9.40323 7.04151 0.0102809 0.000983843 86048.9 3
: 771 | 9.52703 6.66299 0.0103137 0.000991323 85814.6 4
: 772 Minimum Test error found - save the configuration
: 772 | 9.2312 5.35887 0.010383 0.00103237 85556.2 0
: 773 | 8.79944 5.45646 0.0102962 0.000991083 85974.6 1
: 774 | 8.76472 5.41684 0.0102916 0.000990723 86013.2 2
: 775 Minimum Test error found - save the configuration
: 775 | 8.79089 4.93868 0.0103398 0.00102856 85917.9 0
: 776 | 8.69275 5.39459 0.0102931 0.000987425 85968.9 1
: 777 | 8.4805 5.10182 0.010311 0.000992473 85850.3 2
: 778 | 8.47553 4.94119 0.0102929 0.000990753 86002.1 3
: 779 Minimum Test error found - save the configuration
: 779 | 8.35871 4.84808 0.0103592 0.00104703 85909.3 0
: 780 | 8.15599 4.89112 0.0102808 0.000995582 86158.9 1
: 781 Minimum Test error found - save the configuration
: 781 | 8.00362 4.76507 0.0104627 0.00105205 85010.4 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.92848 4.63228 0.0103253 0.00102251 85995.7 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.98705 4.42392 0.0103321 0.00102927 85995.3 0
: 784 | 7.69717 4.77584 0.0103151 0.000991483 85803.6 1
: 785 | 7.86616 4.53809 0.0102992 0.000992184 85956.2 2
: 786 Minimum Test error found - save the configuration
: 786 | 7.86121 4.20339 0.0103237 0.00102618 86044.4 0
: 787 | 7.70581 4.31529 0.0102959 0.000994094 86005.1 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.4466 3.85573 0.0103292 0.00102862 86015.9 0
: 789 | 7.29747 3.96201 0.0103047 0.000991053 85895.9 1
: 790 | 7.13941 4.26722 0.010316 0.000994374 85821.9 2
: 791 | 6.98859 3.9004 0.0103135 0.000991754 85821 3
: 792 | 7.11787 4.35671 0.0103414 0.000991864 85565.3 4
: 793 Minimum Test error found - save the configuration
: 793 | 7.0973 3.77511 0.0104447 0.00103564 85024.3 0
: 794 Minimum Test error found - save the configuration
: 794 | 6.92437 3.67934 0.0103339 0.0010269 85956.6 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.74481 3.49907 0.0103242 0.0010374 86143.4 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.62387 3.36837 0.0103239 0.00102539 86035.7 0
: 797 Minimum Test error found - save the configuration
: 797 | 6.53298 3.18795 0.0103747 0.00106331 85916.5 0
: 798 | 6.48305 3.93928 0.010302 0.000993723 85945 1
: 799 | 6.46244 3.75955 0.0102922 0.000995763 86054.4 2
: 800 | 6.51856 3.82667 0.0103448 0.00104132 85989.8 3
: 801 | 6.38605 4.11668 0.0103955 0.000995224 85103.8 4
: 802 | 6.1688 3.46168 0.0102965 0.000993113 85990.3 5
: 803 | 6.19364 3.6656 0.0103022 0.000994812 85953.5 6
: 804 | 6.22327 3.29014 0.0102993 0.000991543 85949.5 7
: 805 Minimum Test error found - save the configuration
: 805 | 6.05403 3.03916 0.0103222 0.00103081 86101.1 0
: 806 | 5.94849 3.26108 0.0103036 0.000993874 85931.9 1
: 807 | 5.84145 3.58435 0.0103024 0.000993534 85939.8 2
: 808 | 5.93717 3.30329 0.0102922 0.000992423 86023.9 3
: 809 | 5.86235 3.11637 0.010314 0.00100697 85956.4 4
: 810 Minimum Test error found - save the configuration
: 810 | 5.65818 3.02282 0.0103319 0.00103828 86080.8 0
: 811 Minimum Test error found - save the configuration
: 811 | 5.50753 2.84812 0.0103515 0.00104521 85963.8 0
: 812 | 5.45894 3.23337 0.0103954 0.00100094 85156.7 1
: 813 | 5.46919 2.90017 0.0103123 0.000989984 85815.7 2
: 814 Minimum Test error found - save the configuration
: 814 | 5.42061 2.51218 0.010422 0.00102952 85174.9 0
: 815 Minimum Test error found - save the configuration
: 815 | 5.36342 2.39684 0.0104625 0.00104185 84920.2 0
: 816 | 5.36221 2.70705 0.0103022 0.000993713 85942.8 1
: 817 | 5.37247 2.51401 0.0103464 0.000992593 85526.3 2
: 818 | 5.27331 2.69812 0.0103531 0.000990394 85445.8 3
: 819 | 5.10674 2.92538 0.0102838 0.000990993 86088 4
: 820 | 4.9342 2.8063 0.0102922 0.000991143 86011.6 5
: 821 | 4.91032 2.51445 0.0103829 0.0010925 86110.2 6
: 822 | 4.80885 2.94887 0.0103067 0.000999754 85957 7
: 823 Minimum Test error found - save the configuration
: 823 | 4.77749 2.39677 0.0103417 0.00103512 85960.4 0
: 824 Minimum Test error found - save the configuration
: 824 | 4.72014 2.2534 0.0103481 0.00102447 85803.8 0
: 825 | 4.68591 2.5658 0.0103034 0.000993953 85934.3 1
: 826 | 4.71367 2.2946 0.0102831 0.000992513 86108.8 2
: 827 | 4.65098 3.11912 0.0102972 0.000991503 85968.7 3
: 828 | 4.70569 2.60335 0.0102982 0.000993984 85982.1 4
: 829 | 4.40393 2.66113 0.0103099 0.000991065 85847.6 5
: 830 | 4.44526 2.36439 0.0103289 0.000991513 85677.5 6
: 831 | 4.39896 2.54352 0.0104898 0.00105491 84791.4 7
: 832 | 4.27285 2.54942 0.0104761 0.00100591 84476 8
: 833 | 4.44604 2.33665 0.0103698 0.000993643 85323.1 9
: 834 | 4.3932 2.53574 0.0103351 0.000994044 85643.8 10
: 835 Minimum Test error found - save the configuration
: 835 | 4.26084 2.15747 0.0104029 0.00104357 85476.1 0
: 836 Minimum Test error found - save the configuration
: 836 | 4.09403 1.98137 0.0103735 0.00103969 85710.3 0
: 837 | 4.22154 2.90647 0.0103401 0.000993884 85596.6 1
: 838 | 4.05053 2.08541 0.01052 0.00102295 84236.7 2
: 839 | 4.04057 2.37792 0.0105817 0.00100757 83558.1 3
: 840 | 4.01435 2.00445 0.0108185 0.000995373 81440.3 4
: 841 | 3.93236 2.42788 0.0108696 0.0010367 81359.4 5
: 842 | 3.97347 2.50141 0.0103871 0.000998273 85207.4 6
: 843 | 3.87891 2.58965 0.0103528 0.000993704 85478.6 7
: 844 | 3.89531 2.42023 0.0103815 0.000993673 85216.7 8
: 845 | 3.88378 2.0565 0.0104243 0.00102634 85124.8 9
: 846 | 3.73749 2.18508 0.0105834 0.000994163 83426.7 10
: 847 Minimum Test error found - save the configuration
: 847 | 3.70719 1.96445 0.0104125 0.00104316 85384.5 0
: 848 Minimum Test error found - save the configuration
: 848 | 3.62468 1.93212 0.0104306 0.00103526 85148.8 0
: 849 | 3.55934 2.45559 0.0106718 0.00101571 82849 1
: 850 | 3.68083 2.65279 0.0103667 0.000996363 85375.6 2
: 851 | 3.61417 1.96949 0.0104276 0.000992193 84786.9 3
: 852 | 3.47262 2.55593 0.010386 0.000993563 85174.5 4
: 853 | 3.47756 2.15674 0.0104674 0.0010049 84544 5
: 854 Minimum Test error found - save the configuration
: 854 | 3.32221 1.74078 0.0105544 0.00107536 84397.1 0
: 855 | 3.56998 2.3291 0.0104414 0.000993563 84675.8 1
: 856 | 3.40185 2.3618 0.0103959 0.000995943 85106.6 2
: 857 | 3.48554 2.08108 0.0104634 0.000996343 84503.3 3
: 858 | 3.44263 3.08404 0.0105366 0.00103581 84203.6 4
: 859 | 3.36982 1.95044 0.0107415 0.00130593 84785.3 5
: 860 | 3.16899 2.11882 0.0105857 0.00102382 83665.2 6
: 861 | 3.2787 1.90474 0.0105608 0.0010521 84133.8 7
: 862 | 3.12276 1.95492 0.0104442 0.00106582 85302.8 8
: 863 | 3.05817 2.55411 0.0104156 0.00103562 85287.7 9
: 864 | 3.18851 2.02098 0.0105364 0.00106317 84448.7 10
: 865 | 3.02746 1.80062 0.0105142 0.000996484 84053.4 11
: 866 | 3.18631 2.36802 0.0103519 0.0010087 85623.9 12
: 867 | 3.08508 2.47062 0.0104834 0.000994153 84306.3 13
: 868 | 3.00183 1.88728 0.0103496 0.000992363 85495.6 14
: 869 | 3.15406 2.44331 0.0104186 0.00101411 85065.8 15
: 870 | 3.07688 2.24345 0.0104443 0.000992124 84637 16
: 871 | 3.05517 2.28001 0.0104094 0.000995864 84983.8 17
: 872 | 2.91625 2.18514 0.0104332 0.000993403 84747.5 18
: 873 | 2.8096 2.17541 0.0104368 0.000996174 84739.7 19
: 874 | 2.79224 2.22202 0.0107109 0.00101271 82489.7 20
: 875 | 2.81725 2.28965 0.0103621 0.000996243 85416.4 21
:
: Elapsed time for training with 1000 events: 9.16 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: 0.0119 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: 0.833 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 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= 3.32594e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.11997e+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: 0.0319 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: 0.0373 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: 0.00213 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: 0.0958 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: 0.89 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: 0.0211 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00315 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: 0.0384 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00509 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: 0.00229 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000896 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: 0.0953 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0117 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: 0.896 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 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 : -0.551 0.119 5.08 1.55 | 3.236 3.227
: 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 : 0.0745 0.193 1.72 1.08 | 3.372 3.363
: 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.