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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.278 sec
: Elapsed time for training with 1000 events: 0.282 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00257 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: 0.000763 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00391 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: 0.000204 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000323 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31524
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33100.6 31177.2 0.0101473 0.00103866 87828.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32631.4 30655.1 0.0102365 0.00103134 86908.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31959.4 29993.9 0.0103088 0.001033 86245.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31223.7 29350.3 0.0104807 0.00102028 84562.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30482.6 28629.5 0.0101595 0.0010302 87630.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29701.4 27774 0.0102627 0.00104301 86770.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 29052.6 27241.9 0.010022 0.00101737 88843.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28629.3 26883.3 0.00997694 0.000987474 88993 0
: 9 Minimum Test error found - save the configuration
: 9 | 28282.3 26566 0.0102039 0.000993154 86854.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27959.7 26276 0.010206 0.000991585 86820.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27665.2 25992.9 0.0101743 0.0010028 87226.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27375.2 25724.4 0.0100415 0.00101859 88663.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 27100 25461.6 0.0100383 0.00100894 88600.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26828.2 25210 0.0100726 0.000988085 88061.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26568.9 24960.1 0.0102397 0.000987324 86464.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26312.8 24715.9 0.0103532 0.000992594 85464.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 26062.5 24476.4 0.010085 0.00101406 88194 0
: 18 Minimum Test error found - save the configuration
: 18 | 25813.5 24245.7 0.00999837 0.00100385 88943.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25574.8 24014.9 0.0100399 0.00100499 88545 0
: 20 Minimum Test error found - save the configuration
: 20 | 25334.2 23791.9 0.0100437 0.00100096 88468.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 25100.4 23571.7 0.00999108 0.000999984 88976.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24871.5 23352.2 0.0101289 0.00100877 87718 0
: 23 Minimum Test error found - save the configuration
: 23 | 24642.9 23137.6 0.0111071 0.00126318 81268.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24419.7 22924.2 0.0100593 0.00100264 88332.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24199.9 22711.7 0.0101661 0.00104529 87711.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23976.9 22508.7 0.0101447 0.000993104 87416.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23765 22302.4 0.0103551 0.00113372 86755.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23551.5 22099.1 0.0102786 0.00104276 86619.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 23338.8 21901.2 0.0100249 0.000993694 88582.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 23131.6 21704.3 0.0100682 0.00101158 88333.4 0
: 31 Minimum Test error found - save the configuration
: 31 | 22925.9 21509.4 0.0102512 0.00100703 86541.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22720.8 21319 0.0100656 0.000999384 88239.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22522.7 21125.9 0.00999449 0.000992715 88871.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 22323 20936.2 0.00997879 0.000988373 88983.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 22123.9 20751.9 0.0101131 0.000996264 87750.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21930.4 20567.7 0.00992138 0.000980635 89478 0
: 37 Minimum Test error found - save the configuration
: 37 | 21739.9 20382.5 0.0101519 0.00100848 87494.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21545.2 20205.2 0.0101002 0.00101038 88010.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21357.6 20028.2 0.010064 0.000995266 88215.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 21171.7 19851.8 0.0100168 0.000991684 88641.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20987.4 19676.6 0.0101086 0.00101176 87942.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20805.3 19502.2 0.0100467 0.00100255 88455.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20621.6 19333.7 0.010001 0.000996933 88849 0
: 44 Minimum Test error found - save the configuration
: 44 | 20443.1 19165.8 0.0100647 0.000997874 88234 0
: 45 Minimum Test error found - save the configuration
: 45 | 20265.8 18999.5 0.0100005 0.000998665 88871.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 20091.5 18832.8 0.00999968 0.000997654 88868.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19916.3 18669.6 0.0101658 0.00100351 87314.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19745 18505.7 0.0100019 0.000997084 88841.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19569.8 18346.4 0.0101482 0.00101753 87616.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19401.6 18178.1 0.0107016 0.00108187 83162.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 19238.1 18016.1 0.010824 0.00108454 82140.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 19061.9 17869.3 0.0107832 0.00106851 82349.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18903.3 17711.1 0.0107644 0.00111205 82881.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18735.9 17552.2 0.0107503 0.00107402 82676.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18566.5 17398.9 0.0106825 0.00100622 82676.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18406.1 17246 0.0108505 0.00108986 81961.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18247.9 17090.7 0.0108333 0.0010938 82139.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 18086.9 16944.9 0.0106364 0.00101111 83114.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17932.8 16789.1 0.0108154 0.00107124 82100.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17774.3 16645.6 0.0107655 0.00109559 82731 0
: 61 Minimum Test error found - save the configuration
: 61 | 17618.4 16493.2 0.0108048 0.00108378 82295.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17465.1 16352.3 0.0108146 0.0011025 82371.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17308.4 16195.2 0.0106379 0.00107878 83689.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 17153.8 16049.3 0.010805 0.00109654 82402.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16999 15903.9 0.0108303 0.00108801 82116.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16850 15758.6 0.0107618 0.00108488 82670.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16697.3 15616.1 0.0108261 0.00112612 82474.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16550.2 15475.7 0.0109318 0.00111795 81517.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16400.8 15331.6 0.0108567 0.00110106 82003.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 16254.4 15192.6 0.010783 0.00108786 82515.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 16107.9 15053.7 0.010876 0.00108751 81728.3 0
: 72 Minimum Test error found - save the configuration
: 72 | 15965.1 14915.4 0.0108716 0.00110319 81896.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15818.8 14781.4 0.0108832 0.00108859 81677.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15677.3 14650.2 0.0108727 0.00109381 81808.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15538.4 14514.8 0.010717 0.00108768 83079.2 0
: 76 Minimum Test error found - save the configuration
: 76 | 15398.9 14382.9 0.0108969 0.00109915 81651 0
: 77 Minimum Test error found - save the configuration
: 77 | 15260.3 14253.9 0.0108155 0.00108297 82198.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 15124.2 14123.5 0.0109254 0.00109664 81393.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14987.2 13997.4 0.0108574 0.00109518 81948.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14856.1 13867.9 0.0108064 0.00108303 82276.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14719.4 13744.7 0.0108162 0.00112289 82531.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14590.1 13618.5 0.0108125 0.00110475 82408 0
: 83 Minimum Test error found - save the configuration
: 83 | 14456.9 13497.7 0.0108106 0.00102842 81781.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 14330.1 13374.7 0.0108728 0.00108551 81738.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 14202.9 13251.4 0.0109334 0.00110593 81404.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 14074.4 13131.6 0.0109206 0.00110768 81525.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13948.2 13012.7 0.0108986 0.00109537 81606.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13822.6 12897 0.0108113 0.00114219 82737.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13698.8 12781.4 0.0110015 0.00117979 81452 0
: 90 Minimum Test error found - save the configuration
: 90 | 13577.7 12665.3 0.0109781 0.00116814 81549.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13457 12548.7 0.0109589 0.00114422 81510.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 13333.5 12437.7 0.0109352 0.00115358 81786.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 13216.4 12324.3 0.0108064 0.00103718 81890.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13097.3 12213.2 0.0109155 0.00110041 81506.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12980.7 12101.9 0.0108974 0.00111194 81754.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12863.1 11993.7 0.0109482 0.0010914 81162.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12748.4 11885.5 0.0109124 0.001088 81429.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12634.6 11777.7 0.0107753 0.0010865 82569.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12521.5 11670.3 0.0109001 0.00108865 81537.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12408.1 11565.7 0.0108784 0.00111576 81944.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12297.5 11461.2 0.0107016 0.00109989 83318.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12188.1 11355.8 0.0109192 0.00111291 81580.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 12077.2 11253.7 0.0110215 0.00110879 80704.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11969.2 11152 0.0109779 0.0010957 80953.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11861.2 11051.8 0.0107434 0.00110406 82992.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11756.1 10950.2 0.010886 0.00109515 81708.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11648.5 10852.7 0.0109314 0.00110729 81432 0
: 108 Minimum Test error found - save the configuration
: 108 | 11546.1 10752.6 0.0109511 0.00109502 81168.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11440.5 10655.7 0.010816 0.0011037 82369.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11338.4 10558.8 0.0109255 0.00111508 81546 0
: 111 Minimum Test error found - save the configuration
: 111 | 11235.3 10464.2 0.0111508 0.00111546 79718.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 11134.5 10370.1 0.0109298 0.00112159 81564 0
: 113 Minimum Test error found - save the configuration
: 113 | 11036.1 10273.9 0.0109435 0.00115407 81721.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10934.3 10182.1 0.0110264 0.00111162 80687.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10837 10089.3 0.0108992 0.00113807 81957.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10738.8 9998.23 0.0108527 0.00109921 82021.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10642.7 9906.78 0.0108875 0.00108217 81588.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10546 9817.16 0.0107038 0.00102582 82662 0
: 119 Minimum Test error found - save the configuration
: 119 | 10451.1 9727.94 0.0108786 0.00109479 81767.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10357.5 9638.38 0.0109313 0.00109949 81368.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10262.4 9552.15 0.0109851 0.0010876 80828.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10170.2 9465.75 0.0109091 0.00107994 81390.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 10080.2 9377.59 0.0108846 0.00111014 81846.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9986.86 9293.41 0.0109046 0.00114123 81938.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9898.07 9207.76 0.0108094 0.00109205 82327 0
: 126 Minimum Test error found - save the configuration
: 126 | 9807.18 9124.9 0.0108349 0.0011014 82190.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9719.22 9041.85 0.0108316 0.00108383 82070.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9633.15 8956.78 0.0108534 0.00103198 81454.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9543.12 8876.53 0.0108078 0.00108924 82316.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9457.07 8796.67 0.0108767 0.00109129 81754.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9372.16 8716.27 0.0107708 0.00109075 82644.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9287.54 8636.26 0.0109592 0.00110293 81166.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9202.9 8557.71 0.0108024 0.00108269 82307.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 9119.39 8479.99 0.0109112 0.00110446 81576.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 9037.22 8402.03 0.0109393 0.00108979 81222 0
: 136 Minimum Test error found - save the configuration
: 136 | 8954.75 8325.52 0.0108876 0.00111016 81821.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8873.54 8249.9 0.0109183 0.00109621 81448.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8792.73 8174.95 0.010882 0.00109228 81718.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8714.2 8098.99 0.0109687 0.00110343 81092.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8635.33 8023.25 0.0109318 0.00111202 81468.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8555.04 7950.91 0.01098 0.00112025 81138.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8477.74 7878.55 0.0109331 0.00115513 81816.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8401.2 7806.05 0.0110893 0.0011374 80386.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8324.9 7733.85 0.0110352 0.00110622 80572.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8249.59 7662.04 0.0108925 0.00111724 81839.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8173.05 7592.83 0.0107884 0.00109748 82551.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 8099.96 7522.43 0.0109446 0.00110557 81308.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 8024.86 7454.68 0.0109576 0.00111513 81280.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7953.85 7384.45 0.0109426 0.00109775 81260.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7879.35 7317.8 0.0109818 0.00110928 81033.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7808.4 7250.61 0.0109052 0.00109855 81577.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7736.99 7184.19 0.0108126 0.00109836 82353.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7666.92 7117.75 0.0108156 0.00109501 82299.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7596.83 7052.09 0.0108265 0.00108157 82094 0
: 155 Minimum Test error found - save the configuration
: 155 | 7528.17 6986.27 0.0108933 0.00112123 81866.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7458.13 6922.85 0.0108327 0.00109696 82171.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7391.23 6858.47 0.0108787 0.00110495 81852.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7323.52 6794.9 0.0109524 0.00110367 81228.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7256.24 6732.5 0.0107803 0.00109288 82581.1 0
: 160 Minimum Test error found - save the configuration
: 160 | 7189.47 6671.35 0.0108548 0.00108665 81898.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 7124.88 6609.23 0.0108604 0.00111832 82118 0
: 162 Minimum Test error found - save the configuration
: 162 | 7059.06 6548.49 0.0109351 0.00111764 81487.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6995.07 6487.68 0.0109726 0.00113616 81329.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6930.59 6428.07 0.0110504 0.00111367 80509.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6868.12 6367.7 0.0109623 0.00112299 81306.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6803.97 6309.76 0.0110233 0.00110265 80639.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6743.16 6250.31 0.0110592 0.0011057 80373.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6680.04 6193.33 0.0109743 0.00109905 81010.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6619.21 6136.39 0.0109448 0.00110114 81270.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6559.61 6078.34 0.0110002 0.00110639 80858.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6498.91 6021.61 0.0110237 0.00110914 80689.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6438.47 5966.8 0.0109809 0.00109644 80934.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6379.25 5912.89 0.010965 0.0011095 81172.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6321.72 5857.43 0.0109717 0.00111677 81177.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6264.46 5801.67 0.0109425 0.00115252 81716.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6205.13 5749.11 0.0110108 0.00112317 80909.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6150.43 5693.83 0.0110443 0.00124509 81639.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 6092.44 5641.4 0.0109106 0.00113357 81824.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 6035.88 5590.08 0.0109261 0.00115287 81856.4 0
: 180 Minimum Test error found - save the configuration
: 180 | 5981.41 5537.44 0.0108856 0.00109202 81686 0
: 181 Minimum Test error found - save the configuration
: 181 | 5925.71 5486.46 0.0108372 0.00109486 82115.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5871.81 5435.06 0.0109061 0.00110772 81646.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5817.26 5384.91 0.0109267 0.00109655 81382.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5763.92 5334.71 0.0116411 0.00108823 75808.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5711.53 5284.19 0.0108968 0.00111162 81756.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5657.77 5235.97 0.0109408 0.00111504 81418.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5606.79 5186.52 0.0109019 0.0011294 81862.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5554.61 5138.48 0.0108301 0.00109829 82204.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5503.99 5089.74 0.0108993 0.0010948 81595.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5452.2 5043.22 0.0108853 0.00109753 81734.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5402.99 4995.66 0.010965 0.00110729 81154.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5352.58 4949.36 0.0109066 0.00109055 81499.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5304.01 4902.99 0.0109579 0.00109793 81135.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5253.96 4858.4 0.0109151 0.00109383 81455.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5206.06 4813.12 0.0108767 0.00109939 81821.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5158.64 4767.75 0.0109188 0.0010925 81413.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5110.65 4723.45 0.0109769 0.00110034 81000.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 5063.75 4679.11 0.0109755 0.00111158 81103.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 5016.76 4636.01 0.0108997 0.00108493 81509.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4971.15 4592.36 0.0109511 0.0011487 81612.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4924.54 4550.46 0.0108472 0.00112823 82313.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4880.1 4507.71 0.0108964 0.00111066 81751.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4834.96 4465.2 0.0109651 0.00110494 81134.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4790.37 4423.63 0.0110022 0.00109664 80762.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4745.9 4382.6 0.0109478 0.00111078 81325.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4702.55 4341.86 0.0110109 0.00109785 80701.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4658.75 4302.13 0.0110391 0.00110062 80495.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4616.44 4261.85 0.0108421 0.00108705 82008.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4574.06 4221.84 0.0109837 0.00111363 81053.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4531.98 4182.85 0.0109452 0.0010829 81116.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4489.92 4143.88 0.0108528 0.0010809 81867.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4448.25 4106.79 0.010963 0.00109562 81075.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4409.08 4067.25 0.0109232 0.00109625 81408.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4367.56 4029.18 0.0108452 0.00108554 81970.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4327.51 3991.38 0.0108682 0.00112899 82141.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4287.84 3954.08 0.0108591 0.00112028 82145.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4248.29 3917.63 0.0108705 0.0010895 81791 0
: 218 Minimum Test error found - save the configuration
: 218 | 4209.88 3880.35 0.0109824 0.00110674 81007.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4170.47 3844.74 0.0109859 0.001124 81120.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4132.23 3809.52 0.0110661 0.00111494 80392.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4095.27 3773.25 0.0110729 0.00115633 80672.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 4057.51 3738.2 0.0110108 0.00113601 81014.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 4019.41 3704.71 0.0107904 0.00110693 82614.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3983.96 3669.46 0.0109625 0.00110223 81133.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3947.87 3634.34 0.0109849 0.00109661 80903.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3910.83 3600.97 0.0109119 0.0010984 81520.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3874.6 3569.06 0.011038 0.00111824 80647.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3840.52 3534.47 0.0109634 0.00110628 81159.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3805.2 3501.5 0.0108699 0.00105066 81472.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3770.65 3468.86 0.0110562 0.0011067 80406.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3735.37 3437.09 0.0111485 0.00114231 79950.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3701.81 3405.56 0.010433 0.00104825 85245.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3669.04 3372.7 0.0108673 0.00116506 82455.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3634.15 3343.05 0.0110442 0.00110973 80528 0
: 235 Minimum Test error found - save the configuration
: 235 | 3602.1 3312.37 0.0110049 0.00111319 80875.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3569.67 3280.46 0.0110039 0.00110365 80805.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3537.11 3249.86 0.0109624 0.00113975 81444.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3504.19 3220.28 0.0110762 0.00110825 80257.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3472.62 3190.38 0.0110124 0.00109205 80642.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3441.21 3160.4 0.0109533 0.0010928 81131.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3409.42 3131.33 0.0109653 0.00108505 80969.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3379.06 3101.87 0.0108061 0.00113485 82719.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3348.32 3072.75 0.0109399 0.00112488 81508 0
: 244 Minimum Test error found - save the configuration
: 244 | 3317.36 3044.62 0.0109073 0.00109971 81569.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3287.67 3016.32 0.0110165 0.00110886 80745.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3257.76 2988.04 0.0109482 0.00110252 81253.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3228.54 2959.55 0.0110487 0.00111729 80552.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3198.83 2932.54 0.0110107 0.00112591 80932.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3169.44 2905.36 0.01096 0.00111251 81238.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3140.34 2879.26 0.0109467 0.00111841 81397.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3113.07 2851.82 0.0110651 0.00112941 80517.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3084.16 2825.25 0.0108651 0.00110615 81975.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3056.01 2799.49 0.0110747 0.00111133 80294.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3028.32 2773.72 0.0109635 0.00111243 81209.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 3000.98 2748.06 0.0110553 0.00112585 80568.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2974.09 2722.26 0.0110226 0.00113538 80912.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2946.47 2697.89 0.0109678 0.00113097 81327.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2920.88 2671.81 0.0109313 0.00110158 81385.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2893.32 2647.26 0.0108337 0.00103831 81671 0
: 260 Minimum Test error found - save the configuration
: 260 | 2867.41 2623.09 0.0109044 0.00110232 81615.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2841.57 2598.59 0.0109803 0.00109944 80964.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2815.71 2574.84 0.0109376 0.00109575 81285.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2790.43 2551 0.0107928 0.00111432 82657.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2765.14 2527.32 0.0109172 0.00108273 81346.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2739.68 2504.48 0.0109103 0.00112206 81730.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2716.21 2480.49 0.010998 0.00110287 80847.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2690.57 2458.03 0.0108202 0.00107256 82070.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2666.72 2435.15 0.0108356 0.00109479 82129.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2641.99 2413.16 0.0107892 0.00108318 82422.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2618.47 2390.77 0.01081 0.00107 82135.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2595.03 2368.34 0.0108445 0.00110107 82106.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2570.89 2346.95 0.0108714 0.00110191 81887.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2548.4 2324.48 0.0109337 0.0011397 81682.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2524.55 2303.72 0.0107506 0.00110827 82967.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2501.69 2282.98 0.0109468 0.00109516 81204.9 0
: 276 Minimum Test error found - save the configuration
: 276 | 2479.06 2262.29 0.0110363 0.00111677 80649 0
: 277 Minimum Test error found - save the configuration
: 277 | 2457.24 2241.1 0.0109298 0.00109735 81363 0
: 278 Minimum Test error found - save the configuration
: 278 | 2433.83 2221.16 0.0110005 0.00111341 80913.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2412.7 2200.33 0.0110305 0.00111989 80721.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2390.88 2179.39 0.0109121 0.00103712 81012.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2368.87 2159.71 0.0110473 0.00110873 80494.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2347.05 2139.33 0.0109122 0.00103681 81009.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2325.49 2120.32 0.0109476 0.00111058 81325.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2304.39 2100.98 0.011021 0.00112729 80859.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2283.22 2082.42 0.0109252 0.00108361 81287.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2263.16 2062.68 0.0108283 0.00102969 81644 0
: 287 Minimum Test error found - save the configuration
: 287 | 2241.81 2043.92 0.010958 0.00109846 81140 0
: 288 Minimum Test error found - save the configuration
: 288 | 2221.41 2025.33 0.0109173 0.00110962 81568.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2200.46 2007.5 0.0109888 0.00111201 80997.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2181.07 1988.5 0.0110407 0.00110516 80519.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2160.63 1969.95 0.0109703 0.00111885 81206.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2140.4 1952.36 0.0110525 0.00109858 80370.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2121.22 1934.26 0.0109773 0.00110831 81062.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2101.83 1915.93 0.0110304 0.0010987 80550.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2082.19 1898.38 0.0109888 0.00109496 80858.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2062.43 1881.62 0.0109723 0.00108503 80912.1 0
: 297 Minimum Test error found - save the configuration
: 297 | 2044.43 1864.07 0.0109743 0.00110039 81021.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 2024.78 1847.09 0.0109761 0.00111251 81106.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 2006.3 1830.2 0.011 0.00110337 80835.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1987.66 1813.28 0.0109162 0.00110351 81527.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1968.91 1797.19 0.0108935 0.00108143 81532.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1951.28 1780.32 0.0108211 0.00112243 82485.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1932.78 1764.17 0.0109818 0.00114303 81311.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1914.61 1748.13 0.0109849 0.00113656 81231.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1896.86 1732.61 0.0110166 0.0011511 81090.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1879.53 1716.29 0.0109077 0.00114591 81951.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1861.35 1701.04 0.010797 0.00109177 82429.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1843.94 1686.04 0.0109252 0.00110059 81428.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1827.7 1670.01 0.0109303 0.00109705 81356.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1809.96 1654.46 0.0109917 0.00109647 80846.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1792.74 1639.43 0.01098 0.00109969 80968.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1776.26 1624.43 0.0110103 0.0011216 80900.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1759.03 1610.2 0.0109084 0.00103644 81037.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1742.85 1595.24 0.0108843 0.00107108 81523.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1726.79 1579.94 0.0108448 0.00108737 81988.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1709.88 1565.8 0.0108609 0.00109614 81927.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1693.84 1551.46 0.0109202 0.0010996 81461.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1677.91 1537.49 0.0108493 0.00111973 82223.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1661.87 1523.1 0.0108922 0.00110624 81749.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1646.09 1509.16 0.0109674 0.00110825 81143 0
: 321 Minimum Test error found - save the configuration
: 321 | 1630.7 1495 0.0108656 0.00111188 82019.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1614.69 1481.55 0.0109752 0.00109114 80938.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1599.41 1468 0.0108855 0.00109885 81744.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1584.25 1454.72 0.0110414 0.00110625 80522.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1569.39 1441.18 0.0109921 0.0010979 80855.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1554.29 1427.67 0.0109286 0.00110583 81443.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1539.24 1414.85 0.0110273 0.00111253 80687.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1524.7 1401.79 0.0110481 0.00112009 80580.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1510.06 1389.25 0.0109982 0.00111594 80953 0
: 330 Minimum Test error found - save the configuration
: 330 | 1495.57 1376.21 0.0110774 0.00111673 80315.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1481.34 1363.54 0.0110324 0.00109954 80541.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1467.2 1350.71 0.0109735 0.00110117 81034.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1453.52 1337.98 0.0109354 0.00110921 81415.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1438.69 1326.24 0.0109411 0.00110443 81328.6 0
: 335 Minimum Test error found - save the configuration
: 335 | 1425.44 1313.86 0.0109691 0.00110517 81103.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1411.53 1301.79 0.0109722 0.00111278 81140.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1398.51 1289.07 0.0109801 0.00113287 81241.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1384.37 1277.38 0.0110417 0.00112746 80692.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1371.06 1265.74 0.0111685 0.00112271 79635.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1357.88 1254.74 0.0109771 0.00105019 80589 0
: 341 Minimum Test error found - save the configuration
: 341 | 1345.46 1243.08 0.0109545 0.00104207 80707.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1332.74 1230.99 0.0103872 0.0010418 85603.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1319.31 1219.04 0.0103647 0.00104088 85802.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1306.73 1208.05 0.0103758 0.00103353 85632.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1294.08 1196.59 0.010379 0.00104032 85665 0
: 346 Minimum Test error found - save the configuration
: 346 | 1281.28 1185.83 0.0103947 0.0010452 85565.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1269.03 1174.99 0.0103571 0.00103577 85825.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1257.19 1163.58 0.0103729 0.00104003 85718.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1244.42 1153.02 0.0103945 0.00103924 85513.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1232.82 1141.79 0.01037 0.00103767 85723.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1220.62 1131.25 0.0103921 0.0010487 85621.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1208.96 1120.52 0.0103713 0.00103199 85659.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1197.12 1110.15 0.0103426 0.00103885 85987.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1185.8 1099.64 0.0103577 0.00106721 86109.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1174.48 1088.87 0.0103476 0.00103438 85899.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1162.4 1079.13 0.0103196 0.00103326 86147.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1151.24 1069.79 0.0103345 0.001037 86044.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1140.81 1058.91 0.0103436 0.00103975 85985.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1129 1049.39 0.0103921 0.00103952 85538.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1118.57 1039.24 0.0104025 0.00103959 85443.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1107.62 1029.19 0.0103922 0.00103637 85508.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1096.65 1019.33 0.0103914 0.00105127 85651.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1086.09 1009.32 0.0103632 0.00104875 85887.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1075.22 1000.35 0.0103483 0.00104385 85980 0
: 365 Minimum Test error found - save the configuration
: 365 | 1065.11 990.584 0.0103646 0.001043 85822.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1054.6 981.256 0.0103491 0.00103805 85919.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1044.28 971.604 0.0103927 0.0010366 85505.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1034 962.683 0.0104089 0.00104341 85419.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 1024.15 953.484 0.01038 0.00103911 85644.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1014.29 944.522 0.0103712 0.00104893 85815.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 1004.29 935.389 0.0103858 0.00104942 85685.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 994.374 927.388 0.0103583 0.00103982 85851.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 985.099 917.732 0.0103593 0.00104962 85932 0
: 374 Minimum Test error found - save the configuration
: 374 | 975.111 908.845 0.0103998 0.00105929 85648.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 965.626 899.819 0.0103873 0.00103946 85580.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 955.986 891.643 0.010404 0.0010379 85414.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 946.547 882.996 0.0103603 0.001037 85806.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 937.501 874.173 0.0103756 0.00104296 85720.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 928.084 865.845 0.0103608 0.00103618 85794.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 919.155 857.703 0.0103939 0.00104135 85538.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 910.047 848.869 0.0103641 0.00103535 85756.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 900.777 841.196 0.0103613 0.00103905 85816.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 891.997 833.685 0.0104193 0.00104324 85324.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 883.739 824.807 0.0103679 0.00103625 85729.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 874.693 816.592 0.0103573 0.0010352 85817.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 865.769 808.994 0.0103772 0.00105072 85777.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 857.622 801.246 0.0103805 0.00105767 85810.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 849.089 793.317 0.0103779 0.00104499 85718.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 840.649 785.223 0.0103491 0.00104116 85948.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 832.206 777.714 0.0103769 0.00104117 85692.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 823.853 769.918 0.0103449 0.001042 85994.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 815.575 762.572 0.0107119 0.00110728 83293.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 807.84 755.147 0.011068 0.00109483 80215.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 799.584 747.307 0.0110321 0.00109259 80486.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 791.453 740.022 0.0111277 0.00112232 79957.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 783.799 732.548 0.0109112 0.00109426 81491.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 775.894 725.045 0.0110371 0.0011136 80616.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 767.944 718.003 0.0109841 0.00109561 80902.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 760.196 711.224 0.0108827 0.00109646 81747.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 753.041 703.614 0.0108729 0.00108639 81744.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 745.457 696.707 0.010949 0.00109034 81147 0
: 402 Minimum Test error found - save the configuration
: 402 | 737.928 689.926 0.0109643 0.00110336 81128.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 730.252 683.23 0.0109515 0.0011061 81256.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 723.146 675.809 0.0110463 0.00110005 80432.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 715.572 669.14 0.0109189 0.00109551 81438.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 708.463 662.409 0.010962 0.00109407 81070.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 701.37 655.845 0.0109654 0.00109666 81064.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 694.327 649.678 0.0109026 0.00103283 81056 0
: 409 Minimum Test error found - save the configuration
: 409 | 687.73 642.002 0.0110121 0.00110071 80715 0
: 410 Minimum Test error found - save the configuration
: 410 | 680.425 635.478 0.0109449 0.00110834 81329 0
: 411 Minimum Test error found - save the configuration
: 411 | 673.453 629.238 0.0110005 0.0011255 81012.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 666.716 623.049 0.0109723 0.00103909 80537.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 659.762 616.854 0.0109728 0.00115826 81512.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 653.241 610.296 0.0109997 0.00112255 80995 0
: 415 Minimum Test error found - save the configuration
: 415 | 646.502 604.632 0.011049 0.001107 80466.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 640.061 597.718 0.0110429 0.00112122 80631.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 633.326 591.617 0.0111011 0.00109691 79966.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 627.015 584.984 0.0110007 0.00109032 80723.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 620.781 578.627 0.0110562 0.00110728 80410.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 613.939 573.09 0.0111517 0.00110117 79597.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 607.913 567.421 0.0108959 0.00109709 81642.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 601.858 561.68 0.0108521 0.00111428 82154.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 595.803 555.768 0.0109481 0.00108365 81098.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 589.397 550.312 0.0109151 0.00112821 81742.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 583.479 544.176 0.0109986 0.00110151 80831.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 577.337 538.757 0.0109511 0.00109307 81152.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 571.829 532.779 0.0109583 0.00112127 81325.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 565.597 527.494 0.0109506 0.00114247 81565.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 560.099 521.193 0.0108551 0.00111542 82138.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 553.978 516.194 0.0110717 0.00116254 80733.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 548.478 510.529 0.0109157 0.0011282 81737.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 542.958 505.64 0.0111453 0.00117997 80278.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 537.216 499.559 0.0112183 0.00111635 79192.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 531.363 494.52 0.0111209 0.00110744 79892.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 525.75 488.803 0.010925 0.00106868 81166.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 520.115 484.287 0.0109512 0.00109912 81201.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 515.106 479.298 0.0110372 0.00111162 80599.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 509.92 473.543 0.0111594 0.00110721 79585 0
: 439 Minimum Test error found - save the configuration
: 439 | 504.187 468.748 0.0110074 0.00111512 80871.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 499.002 463.658 0.0111847 0.00113293 79587.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 493.938 459.694 0.0112135 0.00114986 79494.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 488.76 453.755 0.0111785 0.00113871 79682.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 483.636 449.357 0.011078 0.00112532 80380.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 478.949 444.165 0.0110742 0.00110232 80225.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 473.521 439.528 0.0109462 0.00110669 81304.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 468.732 434.872 0.0109826 0.00113381 81227.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 463.813 430.063 0.0111597 0.001122 79699.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 459.054 425.503 0.011156 0.00110337 79581.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 454.182 420.893 0.0110998 0.00111256 80101.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 449.553 416.164 0.0109916 0.00110776 80939.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 444.638 411.429 0.0110851 0.00111231 80218.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 440.096 407.152 0.0109918 0.00112127 81049.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 435.342 402.913 0.0109249 0.00109888 81416.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 431.274 398.017 0.0108342 0.00109162 82113.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 426.186 393.9 0.0110424 0.00110084 80470.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 421.988 389.739 0.0110278 0.00109552 80545.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 417.579 385.399 0.0110272 0.00111397 80699.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 413.277 380.812 0.0110957 0.00109887 80025.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 408.939 376.531 0.0110455 0.00110399 80470.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 404.316 372.869 0.0109927 0.00110279 80890.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 400.173 368.659 0.0110121 0.00108598 80595 0
: 462 Minimum Test error found - save the configuration
: 462 | 395.952 364.548 0.0110681 0.00112864 80487.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 392.198 360.745 0.0110996 0.00114481 80363.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 387.947 356.589 0.0110683 0.00113621 80547.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 383.808 352.534 0.0111152 0.00110799 79942.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 379.968 349.18 0.0110949 0.00110135 80051.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 375.787 344.899 0.0109989 0.00109712 80793.4 0
: 468 Minimum Test error found - save the configuration
: 468 | 371.486 340.735 0.0109712 0.00109997 81043.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 367.592 337.222 0.0109482 0.00110042 81236.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 363.768 333.042 0.0110701 0.00109625 80209.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 359.717 330.153 0.0110331 0.00110337 80566.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 356.19 326.008 0.0110211 0.00110078 80642.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 352.219 322.058 0.0109532 0.00111373 81305.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 348.531 318.771 0.0110225 0.00110645 80677.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 344.905 314.759 0.0110596 0.00111104 80413.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 341.39 311.324 0.0110256 0.0010888 80508.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 337.41 307.482 0.0109401 0.00109402 81250.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 333.688 304.833 0.0110056 0.00109797 80745.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 330.224 301.006 0.010878 0.00108446 81686.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 326.848 297.254 0.0108772 0.00109453 81777.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 323.004 293.877 0.010916 0.00110231 81518.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 319.639 290.453 0.0109105 0.00108926 81455.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 316.323 287.151 0.0110694 0.00112656 80460.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 312.743 284.299 0.0110814 0.00109648 80120.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 309.516 280.758 0.0110744 0.00110495 80245 0
: 486 Minimum Test error found - save the configuration
: 486 | 306.246 278.029 0.0110618 0.00110924 80381.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 302.829 274.308 0.0109819 0.00110211 80973.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 299.591 271.259 0.010972 0.00111685 81175.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 296.272 268.173 0.0111468 0.00110399 79658.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 293.156 265.149 0.0110276 0.00108368 80451 0
: 491 Minimum Test error found - save the configuration
: 491 | 290.018 262.211 0.0109339 0.00109217 81286.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 286.786 259.354 0.0109383 0.00110005 81315.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 283.543 256.12 0.010966 0.00109921 81079.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 280.39 253.195 0.010994 0.00109745 80836.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 277.469 250.76 0.0110542 0.00111153 80461.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 274.697 247.441 0.0109808 0.00108482 80841 0
: 497 Minimum Test error found - save the configuration
: 497 | 271.74 244.761 0.0109507 0.00108102 81055.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 268.535 242.323 0.0110703 0.00110606 80286.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 265.679 239.135 0.0109144 0.00109036 81433.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 262.577 236.31 0.0109391 0.00110656 81362.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 259.752 233.435 0.010912 0.00104146 81049.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 256.957 230.761 0.0110434 0.00110591 80503.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 254.164 228.598 0.0110525 0.00110641 80433.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 251.337 225.369 0.0110923 0.00111576 80188.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 248.879 222.631 0.0110916 0.00110316 80092.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 245.999 220.04 0.0110286 0.00110369 80605.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 243.149 217.52 0.010966 0.00102973 80512.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 240.451 214.858 0.0110605 0.0010912 80245.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 237.769 212.831 0.011043 0.0011007 80464.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 235.148 210.363 0.0109358 0.00112016 81502.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 232.527 208.756 0.0110542 0.00112269 80551.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 230.44 205.485 0.0109734 0.00109388 80975.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 227.443 203.024 0.0110794 0.0011435 80515.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 225.009 200.123 0.0109299 0.00111771 81530.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 222.542 199.503 0.0109983 0.00110053 80826.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 220.144 196.149 0.0109925 0.00108694 80762.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 217.846 193.768 0.0109557 0.00109162 81102.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 215.666 191.552 0.010998 0.00109296 80766.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 213.623 190.118 0.0109968 0.00110195 80850 0
: 520 Minimum Test error found - save the configuration
: 520 | 210.854 187.594 0.0109662 0.0010945 81040 0
: 521 Minimum Test error found - save the configuration
: 521 | 208.512 185.257 0.0109467 0.00108628 81132.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 206.122 182.629 0.0108542 0.00107708 81823.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 203.733 181.003 0.0108483 0.00111855 82221.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 201.411 179.039 0.0109389 0.00105145 80910.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.993 176.006 0.0110043 0.00109155 80703.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 197.008 174.84 0.0108578 0.00108165 81832 0
: 527 Minimum Test error found - save the configuration
: 527 | 194.692 172.575 0.0107509 0.00109648 82863.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 192.496 171.222 0.0108132 0.00107532 82153.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 190.743 168.77 0.0109413 0.00103357 80745 0
: 530 Minimum Test error found - save the configuration
: 530 | 188.317 166.875 0.0109831 0.00108669 80837.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 186.047 164.296 0.0109651 0.00109749 81073.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.858 163.142 0.0110094 0.00108934 80644.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 182.058 160.748 0.0110549 0.00110129 80372.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 179.826 158.879 0.0110544 0.0011079 80430 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.889 157.5 0.0110498 0.001112 80500.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.928 155.122 0.0109523 0.00109184 81131.8 0
: 537 Minimum Test error found - save the configuration
: 537 | 174.121 153.666 0.0108645 0.00103022 81348.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 172.178 151.166 0.0108798 0.00109055 81722.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.86 149.59 0.0109912 0.00110172 80893.9 0
: 540 Minimum Test error found - save the configuration
: 540 | 168.236 147.527 0.0110109 0.00110699 80776.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.957 146.045 0.0110656 0.0011117 80370.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 164.257 144.983 0.0110747 0.00110571 80249.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 162.364 141.969 0.01098 0.00110943 81049.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 160.193 140.722 0.0111322 0.00111398 79854.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 158.491 139.405 0.0111251 0.00113834 80105.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 156.775 137.346 0.0110706 0.00113809 80543.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.75 135.892 0.0108694 0.0011025 81909.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.83 134.183 0.0108799 0.00110362 81831 0
: 549 Minimum Test error found - save the configuration
: 549 | 151.179 132.582 0.0108996 0.00109589 81601.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 149.263 131.558 0.0109229 0.00110108 81451.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.732 129.44 0.0109782 0.00108711 80881 0
: 552 Minimum Test error found - save the configuration
: 552 | 146.025 128.623 0.0110117 0.00109418 80665.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 144.511 126.373 0.0109376 0.00110008 81321.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 142.591 124.392 0.0109637 0.00108461 80979.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.791 123.4 0.0108996 0.00108336 81497.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 139.124 122.214 0.0109295 0.00108238 81242 0
: 557 Minimum Test error found - save the configuration
: 557 | 137.828 120.187 0.0108988 0.00109404 81593.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.906 118.744 0.0109485 0.00106803 80967.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 134.403 117.822 0.0110352 0.00108154 80372.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.662 115.602 0.0108553 0.00108714 81898.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.153 115.266 0.0107554 0.00111775 83007.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.598 113.4 0.0109031 0.0010868 81497.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 128.206 112.126 0.0108721 0.00108573 81746.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.753 110.919 0.0109643 0.00110997 81182.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.935 109.248 0.0109539 0.00110344 81214.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.656 108.646 0.0111016 0.00111451 80103.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.393 107.225 0.0110275 0.00110898 80656.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.827 105.922 0.0109287 0.00109837 81380.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.49 103.853 0.0109366 0.00109717 81305.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.97 102.903 0.0109359 0.0010868 81225.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 116.531 101.23 0.0109619 0.00109641 81090.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.95 100.306 0.01095 0.00110019 81219.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.787 99.165 0.0109304 0.00111853 81533.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.595 97.8894 0.011083 0.00109841 80123.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 111.058 96.3967 0.0109796 0.00109731 80953.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.782 95.5377 0.0109094 0.00109957 81550.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.315 94.243 0.0109902 0.00114361 81246.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 107.024 92.921 0.0109979 0.00110132 80835.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.72 91.6082 0.0109229 0.00109881 81432.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.716 91.0734 0.0109076 0.00109716 81545.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.162 90.1229 0.0108608 0.00109259 81898.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 102.156 88.4315 0.010938 0.0011142 81434.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.947 87.6799 0.0109209 0.00113083 81715.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.6813 86.2903 0.0107874 0.00109998 82581.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.2345 85.1544 0.010954 0.00110837 81254.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.2135 83.5408 0.0109451 0.00110088 81266.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.9854 82.8444 0.0109101 0.00108569 81429.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.7787 82.1991 0.0108977 0.00108712 81544.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.8302 81.333 0.0108709 0.00108208 81725.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.5814 79.6718 0.010839 0.00108065 81981 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.5898 79.004 0.0109007 0.00111391 81742.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.3159 77.4471 0.0110538 0.00111553 80497 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.328 76.3892 0.010993 0.00109161 80796.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.72 75.4769 0.0109397 0.00110374 81334.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.3417 74.7933 0.0110116 0.00110729 80772.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.439 74.2014 0.0110164 0.00109421 80627.7 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.2001 73.3862 0.0109327 0.00108709 81254.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.2586 72.2326 0.0110188 0.00111819 80803.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.213 70.9811 0.0110502 0.00110355 80429.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.0952 70.0927 0.0110194 0.00108364 80516.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.2991 69.628 0.0110432 0.00109963 80454.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.3106 68.3475 0.0110051 0.00110286 80789.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.2912 67.1636 0.0110443 0.00109282 80389.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.3524 67.0724 0.0110631 0.00111242 80396.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.6441 66.3507 0.0110274 0.001099 80577.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.5187 65.3981 0.0109395 0.00109169 81236.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.6654 64.2019 0.0109334 0.00108512 81232.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.7616 62.9952 0.0109075 0.00108761 81467.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 74.0408 62.7486 0.0109873 0.00110557 80957.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 73.087 61.8598 0.010917 0.00109513 81451.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.1382 61.0715 0.0109153 0.00110381 81536.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.3094 60.2272 0.0109673 0.00113699 81380.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.5392 59.289 0.0110375 0.0011157 80630.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.6464 58.6728 0.0110113 0.00111001 80797.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.7599 57.4223 0.0109545 0.00112013 81347.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.7874 56.9586 0.0109242 0.00103813 80922.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.0824 56.2722 0.0109624 0.00112747 81343.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.2685 55.1198 0.0109402 0.00113507 81590.3 0
: 619 | 65.4013 55.3013 0.0108091 0.000998235 81542.3 1
: 620 Minimum Test error found - save the configuration
: 620 | 64.8287 53.967 0.0109625 0.00109471 81072.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.992 53.153 0.0109539 0.00111509 81310.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.1022 53.1004 0.0108896 0.00108858 81624.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.4116 52.295 0.010889 0.00108958 81637.4 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.5697 51.651 0.0109426 0.00109296 81221.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.9881 50.5086 0.0109853 0.00110432 80963.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.139 49.6363 0.0110888 0.00109235 80028.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.8162 48.9812 0.0110146 0.00110694 80745.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.6879 48.5064 0.0110527 0.00110406 80412.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.0439 48.1197 0.0109916 0.00103267 80329.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.4716 47.0362 0.0109842 0.00109041 80858.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.577 46.2684 0.0109266 0.00110034 81414.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.775 45.7155 0.0110533 0.00109756 80355.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.2636 45.1175 0.0109673 0.0010952 81036.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.455 44.2844 0.0109995 0.0010964 80783 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.0887 44.1532 0.0111563 0.00113558 79834.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.4629 43.2044 0.0111286 0.0011233 79957.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.4909 42.715 0.0109419 0.00104757 80854.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.0848 42.277 0.010408 0.00103937 85391.7 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.2694 41.5744 0.0103947 0.00103341 85458 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.6507 41.3597 0.0105051 0.0010436 84553.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.1408 40.3636 0.0104207 0.00103493 85235.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.448 39.8372 0.010431 0.00104816 85262.3 0
: 643 | 48.8604 39.9516 0.0103976 0.00101796 85290.7 1
: 644 Minimum Test error found - save the configuration
: 644 | 48.4385 38.7801 0.01044 0.00104423 85144.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.71 38.2624 0.0103946 0.00103992 85518.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.1983 37.1602 0.0104001 0.00104451 85510.7 0
: 647 | 46.8262 37.1889 0.0103601 0.000999445 85464.1 1
: 648 Minimum Test error found - save the configuration
: 648 | 46.1262 36.2566 0.0104548 0.00104469 85014.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.4978 35.7039 0.010423 0.00103947 85255.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.9701 35.5504 0.0104269 0.0010431 85253 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.5713 34.7829 0.0104653 0.00104702 84941.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.9328 34.511 0.0104164 0.00103944 85315.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.3873 34.135 0.0104354 0.00105146 85252.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.8182 33.3167 0.0104383 0.00103794 85102.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.1919 32.7049 0.0104305 0.00103864 85180.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.7002 32.2235 0.0103815 0.00103984 85637.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.1635 31.4845 0.0103971 0.00103985 85495 0
: 658 | 40.6083 31.5345 0.0104303 0.00100742 84899.7 1
: 659 Minimum Test error found - save the configuration
: 659 | 40.1304 30.4646 0.0104536 0.00104498 85028.6 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.7901 30.2288 0.0104987 0.00103979 84576.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.1424 29.5311 0.0104177 0.00103873 85297.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.734 29.1028 0.0104249 0.00103935 85237.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.2698 29.0687 0.0104446 0.00104806 85138 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.8114 28.6172 0.0104077 0.00103967 85396.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.7358 28.1353 0.0104447 0.0010375 85040.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.0977 27.3572 0.0105297 0.00110095 84846.7 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.5127 26.7439 0.0108315 0.00104511 81746.2 0
: 668 | 35.9936 26.7921 0.0103621 0.00100167 85466.2 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.5421 25.9379 0.010428 0.00103958 85211 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.0646 25.5368 0.0103931 0.00103937 85527.3 0
: 671 | 34.8168 25.631 0.0103765 0.00100474 85362.6 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.6421 24.8581 0.0104108 0.00104389 85407.2 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.012 24.4234 0.0104164 0.0010381 85303.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.6937 24.1465 0.0104051 0.00103549 85382.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.3554 23.5695 0.0103709 0.00103447 85685.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.7725 23.2875 0.0104066 0.00104016 85411 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.4332 22.664 0.010457 0.00105601 85097.1 0
: 678 | 31.873 22.8473 0.0103654 0.00100384 85455.9 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.5814 22.066 0.010395 0.00104054 85520.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.2942 21.9487 0.0104214 0.00104575 85327.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.7857 21.6559 0.0104003 0.00104529 85515.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.2029 20.8564 0.0104165 0.00103834 85304.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.8377 20.7485 0.010475 0.00104244 84812.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.4554 20.3952 0.0104122 0.00103772 85337.6 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.2081 19.7867 0.0104345 0.00104991 85245.9 0
: 686 | 28.8118 19.9403 0.0102933 0.00100231 86105.4 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.3775 19.4303 0.0104204 0.00104885 85365.1 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.0601 18.8324 0.013149 0.00132338 67649.4 0
: 689 | 27.6742 18.8334 0.0105598 0.00100288 83708.7 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.3654 18.1804 0.0105724 0.0011585 84981 0
: 691 | 26.9214 18.2625 0.0106134 0.00105259 83674.6 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.5853 18.1155 0.0116422 0.00114986 76245.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.3833 17.6502 0.0111638 0.00107102 79264.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.017 16.9854 0.0104634 0.00106485 85119.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.7986 16.768 0.0104006 0.00103753 85442.4 0
: 696 | 25.5288 16.8322 0.0108407 0.00107299 81902.4 1
: 697 Minimum Test error found - save the configuration
: 697 | 25.278 16.2862 0.0110003 0.00109403 80757.2 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.5961 15.741 0.0109755 0.00107387 80795 0
: 699 | 24.2619 15.791 0.0110811 0.00110457 80188.5 1
: 700 | 24.2216 15.8209 0.0110471 0.00106342 80130.3 2
: 701 Minimum Test error found - save the configuration
: 701 | 23.8386 15.5383 0.0111179 0.0010983 79843.7 0
: 702 | 23.6979 15.5631 0.0109936 0.00105282 80476.5 1
: 703 Minimum Test error found - save the configuration
: 703 | 23.2796 14.3981 0.0110512 0.00110235 80411 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.7535 14.3097 0.0110756 0.00109924 80189.6 0
: 705 | 22.4686 14.6978 0.0109356 0.00106738 81068.1 1
: 706 Minimum Test error found - save the configuration
: 706 | 22.3629 14.0122 0.0110442 0.00110694 80505.3 0
: 707 Minimum Test error found - save the configuration
: 707 | 22.1226 13.8581 0.01101 0.00109987 80725.7 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.5196 13.5761 0.0109394 0.00108339 81168.6 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.1852 12.9014 0.010913 0.00108607 81408.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.8934 12.6937 0.0108585 0.00110049 81984.2 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.5858 12.5097 0.0109716 0.00110187 81055.8 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.2976 12.2935 0.0109053 0.00107722 81399.2 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.1278 12.085 0.0109961 0.00109672 80813.4 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.9474 11.9078 0.0110251 0.00108723 80500.3 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.6213 11.6856 0.010983 0.00108997 80865.2 0
: 716 | 19.412 11.8642 0.0109018 0.00106599 81335.3 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.2933 11.3295 0.010894 0.00108773 81580.4 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.8104 11.2373 0.0109178 0.00112002 81650.8 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.5151 10.7338 0.0109236 0.00112087 81609.8 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.2527 10.7004 0.010881 0.00109424 81742.7 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.9866 10.4134 0.0109323 0.00109851 81352.5 0
: 722 | 17.7645 10.7314 0.0108487 0.0010474 81622.2 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.6254 10.076 0.0109421 0.00110622 81334.5 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.2974 9.59089 0.0109571 0.00109229 81096.6 0
: 725 | 17.0248 9.64625 0.0109235 0.00106292 81131 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.8701 9.51329 0.0109913 0.00110048 80882.7 0
: 727 | 16.7417 9.7422 0.0110256 0.00106989 80355.9 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.5236 9.37283 0.0111317 0.00113054 79990.4 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.2334 9.28215 0.0109729 0.0010903 80950.7 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.9154 8.63174 0.0110779 0.00109818 80162.5 0
: 731 | 15.7113 8.73103 0.0110402 0.00106856 80227.3 1
: 732 | 15.4967 8.79403 0.0109811 0.00106176 80650.7 2
: 733 Minimum Test error found - save the configuration
: 733 | 15.4419 8.39448 0.0110183 0.0011003 80661.7 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.2831 8.13498 0.0109608 0.00112737 81355.5 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.9381 7.90667 0.0110282 0.0010987 80568.2 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.8035 7.79383 0.0111107 0.00112053 80078.8 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.6187 7.62757 0.0111696 0.00115814 79908.3 0
: 738 | 14.3227 7.6333 0.0110825 0.00106846 79887.6 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.1342 7.31779 0.0111307 0.00111513 79875.4 0
: 740 Minimum Test error found - save the configuration
: 740 | 14.0147 7.1611 0.0110912 0.00110567 80115.7 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.7449 7.04574 0.0109568 0.00109261 81101.3 0
: 742 | 13.8384 7.3884 0.0108772 0.000994544 80950.2 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.4801 6.76043 0.0108436 0.00112451 82312 0
: 744 | 13.3833 6.86063 0.0109214 0.00108387 81321.4 1
: 745 | 13.2258 8.26286 0.0108826 0.00114207 82131.2 2
: 746 Minimum Test error found - save the configuration
: 746 | 13.0903 6.61369 0.011135 0.00114101 80047.9 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.6662 6.44547 0.0110977 0.00110993 80097.8 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.5215 6.23794 0.011069 0.00110104 80257.2 0
: 749 | 12.2588 6.3886 0.0109962 0.0010674 80573.8 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.0871 6.17471 0.0109556 0.00109822 81157.3 0
: 751 | 12.014 6.61722 0.0109146 0.00103922 81009.1 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.9248 5.73511 0.0110923 0.00110873 80131.3 0
: 753 | 11.6965 6.43127 0.0110288 0.00107338 80357.9 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.5492 5.67534 0.0111063 0.00110742 80009 0
: 755 | 11.3771 6.29208 0.0109836 0.00106595 80664.2 1
: 756 | 11.2801 5.84221 0.0109381 0.00107503 81110.9 2
: 757 | 11.0715 5.82601 0.0110396 0.00108465 80361.9 3
: 758 Minimum Test error found - save the configuration
: 758 | 11.0873 5.41667 0.0110957 0.0011057 80079.8 0
: 759 | 10.949 5.90497 0.0110584 0.00107376 80123 1
: 760 | 10.8118 5.47058 0.0110886 0.00107023 79853 2
: 761 Minimum Test error found - save the configuration
: 761 | 10.4774 5.00937 0.0110523 0.00111191 80479.7 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.3632 4.98063 0.0109965 0.00110477 80875.5 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.2071 4.87118 0.0110486 0.00110716 80471.5 0
: 764 | 10.0267 5.00276 0.011016 0.00108195 80530.7 1
: 765 | 10.0324 5.32121 0.0110604 0.00110922 80392.4 2
: 766 | 9.93344 4.89898 0.0111163 0.00109001 79790.5 3
: 767 Minimum Test error found - save the configuration
: 767 | 9.68795 4.47469 0.0108421 0.00111396 82235.6 0
: 768 | 9.52192 5.29314 0.010866 0.00105906 81574.8 1
: 769 | 9.59694 4.62565 0.0109105 0.00106802 81280.6 2
: 770 | 9.19514 4.50743 0.0110413 0.00106131 80160.6 3
: 771 | 9.12412 4.78998 0.0110103 0.00107533 80523.3 4
: 772 | 9.31358 4.85704 0.0109212 0.00108096 81299 5
: 773 Minimum Test error found - save the configuration
: 773 | 9.24816 4.2484 0.010939 0.00111748 81453.9 0
: 774 | 8.98558 4.30735 0.0111935 0.00112958 79491.6 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.88533 3.88814 0.0111992 0.00117987 79845.5 0
: 776 | 8.67478 4.30237 0.0111151 0.00107606 79689.2 1
: 777 | 8.46591 4.04698 0.0110484 0.00106187 80108.3 2
: 778 | 8.27614 4.59477 0.0108981 0.00105516 81276.4 3
: 779 | 8.31642 4.21422 0.010915 0.00103986 81011.6 4
: 780 | 8.29995 4.86604 0.0110524 0.00108262 80242.5 5
: 781 | 8.38563 4.06452 0.0111398 0.0010705 79449.2 6
: 782 | 8.1294 4.20581 0.0109497 0.00106901 80965.8 7
: 783 Minimum Test error found - save the configuration
: 783 | 8.00586 3.69515 0.011088 0.00113299 80361.6 0
: 784 | 7.91195 3.8368 0.0109793 0.00105433 80604.7 1
: 785 Minimum Test error found - save the configuration
: 785 | 7.62586 3.18274 0.0109721 0.00110017 81038 0
: 786 | 7.47066 3.61054 0.0110873 0.00106559 79827 1
: 787 | 7.50469 5.10135 0.011101 0.00108052 79836.3 2
: 788 | 7.91189 4.79563 0.0110031 0.00106693 80513.7 3
: 789 Minimum Test error found - save the configuration
: 789 | 7.51333 3.0968 0.0110199 0.0011194 80804.4 0
: 790 | 7.13227 3.71546 0.0109273 0.00106371 81106.1 1
: 791 | 6.93767 3.69955 0.0110338 0.00108172 80385.3 2
: 792 | 6.96587 3.52572 0.0110101 0.00109502 80685.2 3
: 793 | 7.06054 3.43495 0.0110872 0.00106372 79813 4
: 794 | 6.81334 3.53034 0.0109816 0.000990834 80073.6 5
: 795 | 6.76593 3.37613 0.0109645 0.00107821 80920.2 6
: 796 | 6.59234 3.50072 0.0108146 0.0010666 82067.8 7
: 797 | 6.45991 3.35168 0.0109557 0.0010753 80968.5 8
: 798 | 6.4307 3.10589 0.0110361 0.00105536 80154.3 9
: 799 | 6.5065 3.25889 0.010722 0.000993735 82234.3 10
: 800 | 6.38478 3.71063 0.0108638 0.00103681 81408.6 11
: 801 Minimum Test error found - save the configuration
: 801 | 6.27562 3.03455 0.0108295 0.00109248 82160.6 0
: 802 Minimum Test error found - save the configuration
: 802 | 6.20453 3.01681 0.0107639 0.00110675 82840.1 0
: 803 | 6.31945 3.06012 0.0112231 0.00110647 79077.8 1
: 804 | 6.06725 3.37032 0.0110024 0.0010512 80392 2
: 805 | 6.05357 3.46559 0.0108638 0.00114665 82328.4 3
: 806 | 6.10069 3.01774 0.0110624 0.000997014 79480.6 4
: 807 Minimum Test error found - save the configuration
: 807 | 5.90545 2.69758 0.0110903 0.00111432 80192.8 0
: 808 Minimum Test error found - save the configuration
: 808 | 5.63995 2.69301 0.011057 0.00110764 80406.8 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.61371 2.54088 0.0111155 0.00111834 80022.7 0
: 810 | 5.67413 3.4434 0.011135 0.00107716 79539.8 1
: 811 | 5.53158 3.08156 0.011095 0.00107931 79874.6 2
: 812 | 5.51971 3.12509 0.0110523 0.00106766 80123.2 3
: 813 | 5.29741 2.63871 0.0109027 0.00105208 81212.9 4
: 814 | 5.21253 2.65993 0.0109901 0.00105451 80519 5
: 815 | 5.16276 2.7864 0.011192 0.00111508 79389.6 6
: 816 | 5.18239 3.30577 0.0110602 0.00110203 80336.4 7
: 817 | 5.1668 2.84782 0.0107945 0.00107014 82267.7 8
: 818 Minimum Test error found - save the configuration
: 818 | 5.12789 2.48153 0.0110377 0.00112145 80676 0
: 819 | 4.97097 3.3851 0.010821 0.00104395 81824.5 1
: 820 | 5.16712 3.42572 0.01092 0.00106628 81187.7 2
: 821 | 5.06233 3.19983 0.0109672 0.00106222 80767.4 3
: 822 | 4.87086 2.80537 0.010999 0.0010694 80567.3 4
: 823 | 4.81917 2.96481 0.0109883 0.00109399 80854.9 5
: 824 | 4.69778 2.77299 0.0109748 0.0010639 80718.8 6
: 825 | 4.70102 2.59428 0.0109558 0.00106305 80867.2 7
: 826 | 4.74236 2.70917 0.0109149 0.0010037 80716.7 8
: 827 | 4.51497 2.702 0.0109611 0.00106353 80827.9 9
: 828 | 4.40618 2.82845 0.0110302 0.00106831 80305.9 10
: 829 | 4.38239 2.8917 0.0110697 0.00105565 79887.7 11
: 830 | 4.40087 2.89681 0.0110575 0.001083 80204.7 12
: 831 Minimum Test error found - save the configuration
: 831 | 4.52315 2.44311 0.0111351 0.001124 79911.1 0
: 832 | 4.27002 2.77014 0.0111735 0.00113349 79681.2 1
: 833 | 4.31948 3.29304 0.011192 0.00109104 79200 2
: 834 | 4.21839 2.56264 0.0111708 0.00108468 79316.9 3
: 835 | 4.24194 2.98733 0.01102 0.00108036 80485.8 4
: 836 | 4.1618 2.88943 0.0110358 0.00106758 80254.6 5
: 837 | 4.02544 2.85954 0.0111042 0.00108882 79877.5 6
: 838 | 3.97322 3.12477 0.0111194 0.00106919 79600.5 7
: 839 | 4.07921 3.24169 0.0109707 0.00106123 80730.8 8
: 840 | 3.93942 2.70644 0.0109394 0.00106864 81047.7 9
: 841 | 3.75004 2.46539 0.0109453 0.00106681 80984.3 10
: 842 | 3.8161 2.70014 0.011049 0.00105807 80072.3 11
: 843 | 3.6929 2.62989 0.0109592 0.00106367 80844.3 12
: 844 | 3.70161 2.88995 0.0110453 0.00108138 80289.9 13
: 845 | 3.87432 3.2922 0.0109289 0.0010605 81067.2 14
: 846 | 3.7304 3.10506 0.011181 0.00111634 79486.2 15
: 847 | 3.6437 2.99408 0.0110961 0.00112553 80236 16
: 848 | 3.60981 2.7648 0.0110197 0.00109819 80632.5 17
: 849 | 3.75775 3.02586 0.0109502 0.00109888 81207.3 18
: 850 | 3.6534 3.73182 0.0109475 0.00105728 80887.9 19
: 851 | 3.62244 3.48186 0.0107891 0.00107788 82378.5 20
: 852 | 3.39891 3.10155 0.01104 0.00108665 80374.7 21
:
: Elapsed time for training with 1000 events: 9.26 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: 0.838 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.161 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= 3.3413e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.1137e+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: 0.0365 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: 0.0378 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: 0.00142 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: 0.0971 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: 0.913 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: 0.0217 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00273 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: 0.0378 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00435 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: 0.00189 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000345 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: 0.101 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 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: 0.897 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0987 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 : -0.822 0.0324 5.96 1.57 | 3.233 3.234
: 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 : -0.0681 0.0934 1.95 1.05 | 3.393 3.386
: 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.