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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
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.276 sec
: Elapsed time for training with 1000 events: 0.28 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00357 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: 0.000806 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00515 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: 0.00022 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000953 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 = 31532.2
: --------------------------------------------------------------
: 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 | 33066.5 31125 0.0113228 0.0010428 77821.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32557.6 30583 0.0106492 0.00102066 83086 0
: 3 Minimum Test error found - save the configuration
: 3 | 31904.4 29994 0.0107195 0.0010803 82994 0
: 4 Minimum Test error found - save the configuration
: 4 | 31265.9 29449.9 0.0106824 0.00103221 82899.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30611.8 28835.4 0.0106547 0.00115541 84216.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29870.6 27993.6 0.0103749 0.00104117 85710.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 29137.5 27294.5 0.01218 0.00154775 75242.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28649.9 26893 0.0127125 0.00101153 68370.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28283 26564.4 0.0100363 0.000976797 88305.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27957.6 26262.9 0.0100533 0.000993967 88306.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27652.9 25978.7 0.0100105 0.000974656 88536.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 27360.2 25709.1 0.0100048 0.000971565 88561.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 27083.3 25444.5 0.0103317 0.000983346 85576.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26811.2 25189 0.0100301 0.00101185 88709.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26549.8 24936.7 0.0100101 0.000990037 88691.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 26287.5 24696.9 0.00996348 0.000975297 89005.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 26039.3 24456.1 0.0103496 0.000990967 85482.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25791.3 24221.7 0.0100744 0.000992466 88086.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 25546.9 23994 0.0100419 0.00100002 88477.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 25309.9 23767.6 0.0100054 0.000977096 88610.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 25074.3 23545.9 0.0100276 0.000989097 88510 0
: 22 Minimum Test error found - save the configuration
: 22 | 24845 23325 0.0102042 0.00100688 86981.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24615.2 23110.1 0.0100667 0.000978865 88029.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24391.9 22896.3 0.0100631 0.000980596 88081.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 24168.3 22688.2 0.0101935 0.00106881 87673.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23950.5 22480.9 0.0101139 0.000977086 87558.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23736.5 22273.3 0.0102223 0.00104759 87196.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23518.8 22074.6 0.0114667 0.00104686 76776.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 23311.3 21873.4 0.010219 0.00101848 86951.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 23103.4 21674.2 0.0101225 0.000996826 87664.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22895 21481 0.0102677 0.000987087 86201.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22694.3 21285.9 0.0101356 0.000985137 87427.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22489.4 21098.4 0.0101959 0.00107149 87676.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22293.5 20908.6 0.0103108 0.000987626 85807.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 22095 20723.2 0.0100686 0.000990836 88127.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21900.2 20540.1 0.0100388 0.000976737 88279.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21708.1 20358.1 0.0100721 0.000987927 88065 0
: 38 Minimum Test error found - save the configuration
: 38 | 21517.3 20178.5 0.0100606 0.000988666 88183.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21328.2 20001.4 0.0101844 0.00102582 87349.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21142.5 19824.9 0.0113579 0.000989297 77156.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20958.9 19648.5 0.0100827 0.000999556 88075.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20776.3 19474.2 0.0101839 0.00100468 87153.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20593.8 19304 0.0102265 0.00100644 86767.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20413.2 19137.4 0.010967 0.000999227 80259 0
: 45 Minimum Test error found - save the configuration
: 45 | 20237.7 18968.9 0.0101154 0.000993066 87696.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 20060.1 18801.1 0.0101285 0.00100022 87639.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19883.7 18631 0.0101122 0.000988597 87684.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19708 18468.4 0.0101772 0.000993116 87107.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19534.7 18308.6 0.0102839 0.00102593 86412.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19364 18145.7 0.010743 0.00120747 83896.6 0
: 51 Minimum Test error found - save the configuration
: 51 | 19197.6 17990.3 0.0105851 0.00101546 83598 0
: 52 Minimum Test error found - save the configuration
: 52 | 19030.8 17832.8 0.010795 0.00138223 84990.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18862.8 17671.8 0.0103001 0.00100905 86104.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18700.4 17514.5 0.0104614 0.00103366 84855.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18533.4 17361.8 0.0105067 0.00102834 84402.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18369.8 17209 0.0103945 0.00103702 85493.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 18210 17053.5 0.0111271 0.00123666 80886.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 18049.9 16902.6 0.0109154 0.0011609 82013.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17891.2 16748.6 0.0106347 0.00108989 83815.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17732.7 16595.6 0.0105246 0.00105047 84440.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17575.2 16445.7 0.0104361 0.00102595 85014.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17417.2 16297 0.0105756 0.00103698 83869.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 17265.3 16148.1 0.0106141 0.00104923 83639.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 17109.8 16001.5 0.0105396 0.00104658 84272.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16955.1 15858.1 0.0104739 0.00103307 84737.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16805.8 15713 0.0107137 0.00104049 82702.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16653.6 15574 0.0103804 0.00102524 85514.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16506.5 15428.2 0.0104344 0.00104603 85211.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16356.4 15288.5 0.0104939 0.00104071 84627.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 16210 15149.2 0.0104208 0.0010164 85066.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 16064.6 15011.7 0.0104086 0.00103127 85312.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15920.6 14875.7 0.0104304 0.00102222 85032.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15778 14741.6 0.010513 0.00103647 84419.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15636.1 14609.7 0.0104779 0.0010224 84607.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15496.3 14478.9 0.0114243 0.00130571 79062.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15360.5 14344.5 0.0112478 0.00104741 78428.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15220.5 14216.1 0.0103948 0.0010415 85531.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 15085.8 14086.6 0.0104142 0.00106133 85535.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14951.7 13957.6 0.0103737 0.00102064 85533.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14816.3 13832.5 0.0103834 0.00101814 85421.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14684.3 13707.3 0.0104345 0.00102192 84993 0
: 82 Minimum Test error found - save the configuration
: 82 | 14551.8 13586 0.0106452 0.00104418 83324.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14423.8 13462.9 0.0103853 0.00103623 85569.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14296.2 13338.8 0.0105825 0.00104567 83885 0
: 85 Minimum Test error found - save the configuration
: 85 | 14166.1 13219.5 0.0104549 0.00104694 85034.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 14039.5 13101.9 0.0104533 0.00101782 84786.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13915.2 12982.8 0.0104261 0.00103 85141.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13791.3 12864.6 0.0104548 0.00105353 85095.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13666.8 12748.9 0.0104818 0.00103436 84678.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13546.4 12632.2 0.0104701 0.00101987 84654.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13423.2 12519.8 0.0103789 0.00101536 85438.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 13304.9 12405.2 0.0104279 0.00104321 85245.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 13185.2 12293.2 0.0105022 0.00102429 84406.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 13065.4 12184.8 0.0105443 0.00103131 84095.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12950.9 12073.7 0.0114459 0.00174159 82437.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12835 11963.8 0.0162265 0.00172729 55175.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12719.2 11855.9 0.0133599 0.00109721 65238.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12606.6 11747.7 0.0105951 0.00103123 83648.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12491.4 11643.5 0.0105076 0.00103051 84414.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12380.2 11539.1 0.0106973 0.00104068 82844.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12271 11432.9 0.010546 0.00101915 83973.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12159.9 11329.5 0.0108484 0.00119802 82897.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 12050.1 11228.2 0.0120811 0.00153714 75872.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11943 11125.8 0.011788 0.00110641 74895.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11835.5 11025.2 0.0104619 0.0010208 84736 0
: 106 Minimum Test error found - save the configuration
: 106 | 11728.5 10926.6 0.0104632 0.00102641 84774.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11625.1 10826 0.010997 0.00114385 81192.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11519.5 10728.3 0.0106002 0.00115206 84673.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11415.3 10632.5 0.0107921 0.00112396 82746 0
: 110 Minimum Test error found - save the configuration
: 110 | 11313.9 10535.6 0.010769 0.00112037 82913 0
: 111 Minimum Test error found - save the configuration
: 111 | 11212.1 10439.8 0.0110423 0.00123897 81605 0
: 112 Minimum Test error found - save the configuration
: 112 | 11110.7 10345.7 0.0109025 0.00102876 81023.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 11011.8 10251.1 0.0109166 0.00115659 81966.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10912.5 10157.5 0.0109687 0.00106566 80783.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10812.7 10067.2 0.0108979 0.00107001 81400.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10716.5 9975.96 0.0105427 0.00106536 84411.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10620.9 9884.12 0.0104868 0.0010643 84902.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10523.9 9794.94 0.0107744 0.00103193 82114.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10429 9706.96 0.0104421 0.00103928 85080.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10336.6 9616.99 0.0104612 0.00101781 84715.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10242.5 9529.2 0.0104566 0.00103086 84873.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 10149.4 9443.03 0.0104522 0.00107599 85322 0
: 123 Minimum Test error found - save the configuration
: 123 | 10059.8 9355.06 0.0104262 0.00102041 85053.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9966.23 9271.81 0.0104695 0.00103041 84754.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9876.93 9188.11 0.0103938 0.00102403 85380.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9788.17 9104.42 0.0107382 0.00109191 82933.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9700.24 9020.46 0.0104364 0.00102465 85000.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9611.2 8939.29 0.0106085 0.00109076 84053.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9525.07 8857.54 0.0104357 0.00102829 85039.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9439.29 8775.99 0.0104941 0.00103172 84545.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9353.21 8695.97 0.0106081 0.00104385 83644.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9268.93 8616.1 0.0104578 0.0010342 84893 0
: 133 Minimum Test error found - save the configuration
: 133 | 9183.48 8539.12 0.010473 0.00103109 84729 0
: 134 Minimum Test error found - save the configuration
: 134 | 9102.48 8459.52 0.010562 0.00103638 83984.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 9019.02 8381.97 0.0105546 0.00105792 84239.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8936.88 8305.86 0.0105753 0.00106463 84116.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8856.46 8229.59 0.0105832 0.0010418 83845 0
: 138 Minimum Test error found - save the configuration
: 138 | 8775.83 8153.91 0.0105308 0.00103585 84255.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8694.77 8081.43 0.0104475 0.00104109 85048.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8617.55 8006.95 0.0105283 0.00104599 84367.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8539.02 7933.31 0.0105039 0.00106009 84711.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8461.32 7860.5 0.0106564 0.00106649 83421.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8384.48 7788.27 0.0105621 0.00108145 84382.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8307.8 7717.28 0.0108191 0.00138065 84760.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8232.28 7646.89 0.0108829 0.00103202 81210.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8157.85 7576.34 0.0112585 0.00158565 82705.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 8084.19 7505.45 0.0105543 0.00104592 84136.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 8009.37 7437.03 0.0107089 0.001063 82937.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7937.34 7367.81 0.0114708 0.00127393 78455.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7864.39 7300.22 0.0118948 0.00134615 75838.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7793.23 7232.46 0.011988 0.00171893 77903.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7720.22 7168.29 0.0161593 0.00175485 55538.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7653.33 7099.64 0.0124344 0.00105985 70332.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7580.77 7035.39 0.0105313 0.00103848 84274.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7512.93 6969.98 0.0104796 0.00106849 85006 0
: 156 Minimum Test error found - save the configuration
: 156 | 7443.37 6906.26 0.0104511 0.00103158 84930 0
: 157 Minimum Test error found - save the configuration
: 157 | 7376.17 6842.31 0.0104554 0.00102837 84862.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 7309.62 6777.7 0.010515 0.00104323 84461.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7240.02 6717.89 0.0107928 0.00106146 82208.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7175.54 6656.15 0.0105275 0.00105022 84412.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7110.97 6593.29 0.0105911 0.00104686 83820.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 7044.86 6532.75 0.0105678 0.00104117 83975.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6981.5 6471.23 0.0106797 0.00106537 83208.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6916.13 6412.6 0.0105895 0.00104297 83800.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6853.12 6354.28 0.0105689 0.00110387 84521.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6790.76 6295.45 0.010571 0.00109146 84392.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6729.23 6236.25 0.0106202 0.00106988 83766.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6667.33 6178.03 0.0104972 0.00104102 84600.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6605.47 6121.5 0.0105915 0.00104182 83772.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6545.59 6064.84 0.0106125 0.00104951 83655.7 0
: 171 Minimum Test error found - save the configuration
: 171 | 6485.57 6008.32 0.010547 0.00103783 84129.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6426.19 5952.28 0.0127906 0.0010687 68248.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6366.81 5897.34 0.0106066 0.0010614 83811.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6309.22 5841.87 0.010702 0.00111203 83420.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6250.98 5787.25 0.010653 0.00104089 83227.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6192.93 5734.16 0.0104652 0.00103543 84837.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6135.84 5682.11 0.0105049 0.00103886 84512.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 6080.81 5628.26 0.0105392 0.00106541 84443.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 6024.07 5576.41 0.0105564 0.00104357 84096.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5967.93 5526.37 0.0104487 0.00102977 84935.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5914.57 5473.96 0.0104357 0.00104773 85215.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5859.19 5423.8 0.0104977 0.00105285 84702.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5806.5 5372.16 0.0104516 0.00103634 84968.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5752.84 5321.46 0.0104708 0.00106314 85037.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5698.81 5272.96 0.0104565 0.00104034 84960.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5647.17 5223.36 0.0105094 0.00104522 84529.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5595.81 5173.75 0.0104855 0.00103238 84627.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5542.51 5127.05 0.0105545 0.00103546 84041.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5492.79 5078.84 0.0113126 0.00157084 82120.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5442.13 5031.17 0.0106293 0.00104707 83488 0
: 191 Minimum Test error found - save the configuration
: 191 | 5391.76 4984.42 0.0108726 0.00103579 81327.1 0
: 192 Minimum Test error found - save the configuration
: 192 | 5341.94 4938.86 0.0106718 0.00105281 83169.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5292.61 4893.27 0.0105676 0.00105122 84065.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5244.56 4847.06 0.0105511 0.0010808 84474.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5196.17 4802.07 0.0104714 0.00103016 84734.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5147.77 4757.93 0.0105677 0.00113429 84804.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 5100.78 4713.02 0.0105978 0.00107156 83978.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 5052.88 4670.38 0.0106207 0.00104728 83564.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 5007.84 4625.72 0.0106278 0.00106712 83676.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4961.54 4581.86 0.0108472 0.00103211 81506.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4914.43 4540.37 0.0109811 0.00112623 81178.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4870.49 4497.66 0.0107366 0.00108359 82876 0
: 203 Minimum Test error found - save the configuration
: 203 | 4825.23 4455.67 0.0106237 0.00107386 83771 0
: 204 Minimum Test error found - save the configuration
: 204 | 4780.84 4414.09 0.0106374 0.00110037 83883.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4735.78 4374.68 0.0106085 0.00105313 83722.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4694.23 4332.45 0.0105019 0.0010386 84537.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4649.63 4292.66 0.0104869 0.00103786 84664.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4607.23 4253.11 0.0105554 0.00103523 84032.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4565.13 4212.87 0.0105028 0.0010466 84600.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4522.31 4174.95 0.0106316 0.00105225 83512.9 0
: 211 Minimum Test error found - save the configuration
: 211 | 4482.26 4134.66 0.0105159 0.00104865 84502.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4439.66 4097 0.0104459 0.00103067 84968.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4399.71 4058.27 0.0104714 0.00102754 84711.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4358.65 4021.28 0.0104971 0.00104796 84663.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4319.56 3983.12 0.0105267 0.00107003 84596.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4279.33 3945.82 0.0128677 0.00108302 67884.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4240.32 3908.85 0.0107068 0.00107057 83020.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4200.81 3873.06 0.0106133 0.0010628 83765 0
: 219 Minimum Test error found - save the configuration
: 219 | 4161.81 3838.65 0.0106091 0.00105441 83728.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4125.49 3801.83 0.0105088 0.00104874 84566.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4086.95 3766.16 0.0105506 0.00104849 84192 0
: 222 Minimum Test error found - save the configuration
: 222 | 4049.44 3731.84 0.010485 0.00103513 84657.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 4012.83 3696.12 0.0105148 0.0010508 84530.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3975.47 3662.04 0.0104339 0.00102235 85001.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3939.19 3628.49 0.010422 0.00102907 85170.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3903.91 3593.96 0.0105127 0.00104594 84506.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3867.25 3561.16 0.0105039 0.00103122 84453.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3832.74 3527.62 0.0106118 0.00103862 83566.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3798.05 3494.14 0.0105614 0.00111696 84706.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3762.33 3462.78 0.0104612 0.00102596 84788.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3728.8 3430.45 0.0117967 0.00109723 74770.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3694.75 3398.81 0.0109645 0.00108128 80945.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3660.93 3367.32 0.0112657 0.00112251 78871 0
: 234 Minimum Test error found - save the configuration
: 234 | 3628.36 3335.08 0.0108898 0.00121605 82698.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3594.6 3304.89 0.0107838 0.00106723 82333.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3562.17 3273.94 0.0130841 0.00172036 70399.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3529.25 3244.37 0.0138135 0.00108176 62835 0
: 238 Minimum Test error found - save the configuration
: 238 | 3497.98 3213.96 0.011286 0.00106166 78244.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3466.19 3183.66 0.0109424 0.00109193 81214.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3434.12 3154.77 0.0112478 0.00140588 81284.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3404.3 3124.14 0.0113636 0.00139568 80257.4 0
: 242 Minimum Test error found - save the configuration
: 242 | 3371.98 3096.32 0.0134079 0.00110635 65032.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3342.91 3066.04 0.0116516 0.00119026 76472.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3311.07 3038.22 0.010591 0.00103936 83755.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3281.12 3010.59 0.0105866 0.0011112 84428.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3251.87 2982.72 0.0106939 0.00106258 83062.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3222.45 2955.46 0.0107155 0.00107587 82990.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3193.17 2927.86 0.010675 0.00105007 83117.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3164.64 2900.43 0.0108742 0.00108915 81757.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3135.09 2873.93 0.0110517 0.00110423 80422.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3107.22 2847.52 0.0107969 0.00105221 82095.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3078.27 2821.5 0.0104898 0.00104121 84668.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3051.83 2794.07 0.0106518 0.0010779 83560.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 3022.95 2768.5 0.0109011 0.00102761 81024.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2996.22 2742.45 0.0114164 0.00103924 77092.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2968.25 2717.48 0.0112013 0.00103513 78692.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2941.5 2692.77 0.0105765 0.0010596 84061.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2915.44 2667.43 0.0116727 0.00140224 77893.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2888.49 2643.11 0.0111892 0.00134411 81258.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2862.8 2618.33 0.0109914 0.00103876 80381 0
: 261 Minimum Test error found - save the configuration
: 261 | 2836.67 2594.06 0.0116938 0.00119717 76215.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2810.84 2570.68 0.0118204 0.00108352 74509.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2785.85 2547.18 0.0117944 0.00106459 74558.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2760.73 2523.19 0.0124207 0.00106081 70423 0
: 265 Minimum Test error found - save the configuration
: 265 | 2734.87 2500.69 0.0107574 0.00105116 82421.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2711.08 2477.2 0.0118355 0.00106136 74251.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2686.6 2453.59 0.0108287 0.0010486 81798.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2661.7 2431.53 0.0106681 0.0010338 83036.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2637.48 2409.64 0.0109615 0.00103346 80580 0
: 270 Minimum Test error found - save the configuration
: 270 | 2614.16 2387.76 0.0123452 0.00108121 71023 0
: 271 Minimum Test error found - save the configuration
: 271 | 2591.32 2365.19 0.0114737 0.0010672 76875.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2566.97 2342.73 0.0109252 0.0010652 81135.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2543.54 2320.88 0.0115846 0.00148551 79215.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2520.41 2300.2 0.0112858 0.00104543 78121.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2497.5 2279.06 0.0125304 0.00172127 74011.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2475.27 2257.92 0.0120625 0.00140497 75064.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2452.45 2237.28 0.0125382 0.00136161 71578.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2430.14 2216.96 0.0106016 0.00104096 83676.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2408.6 2196.4 0.0111202 0.00105864 79510.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2386.63 2175.72 0.0104847 0.00104069 84709.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2364.08 2156.65 0.0104851 0.00103647 84667.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2343.3 2136.54 0.0113941 0.00122434 78664.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2321.98 2116.75 0.0105704 0.00103209 83872 0
: 284 Minimum Test error found - save the configuration
: 284 | 2299.94 2098.29 0.0112341 0.00147268 81955.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2280.06 2078.19 0.0107034 0.00104833 82858.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2258.68 2059.09 0.0107884 0.00103287 82004.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2237.8 2040.73 0.0132844 0.00107748 65536.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2217.91 2021.37 0.0105794 0.00105124 83961.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2196.65 2003.6 0.0108392 0.00103492 81597.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2176.77 1985.66 0.0105045 0.0011069 85128.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2157.36 1966.96 0.0110695 0.00104008 79765.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2137.31 1948.48 0.0112535 0.00129362 80322.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2117.11 1931.02 0.0108176 0.00106108 81996.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2098.54 1912.42 0.0107485 0.00106647 82627.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2077.95 1896.26 0.0113707 0.00155651 81514.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2059.8 1878.09 0.01086 0.00102876 81373.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2040.17 1861.4 0.0105607 0.00107124 84303.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 2021.54 1844.15 0.0105768 0.00114559 84825 0
: 299 Minimum Test error found - save the configuration
: 299 | 2003.32 1826.91 0.0109488 0.00103583 80702.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1983.82 1810.62 0.0107062 0.00103839 82749.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1965.69 1794.09 0.0104912 0.00102557 84516 0
: 302 Minimum Test error found - save the configuration
: 302 | 1947.55 1777.4 0.0109537 0.00104504 80737.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1929.75 1760.81 0.0111189 0.00104858 79441.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1911.31 1746.06 0.0107176 0.00106619 82889.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1894.23 1728.85 0.010773 0.00105409 82313.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1875.7 1713.21 0.0104921 0.00103002 84547.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1858.4 1697.7 0.0105292 0.00104562 84356.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1840.76 1682.2 0.0106864 0.0010416 82945.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1823.65 1666.86 0.0105338 0.00103059 84181.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1806.27 1651.91 0.0107608 0.00103233 82232.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1790.21 1636.22 0.0106057 0.00107837 83969 0
: 312 Minimum Test error found - save the configuration
: 312 | 1772.41 1621.51 0.0106622 0.00117724 84343.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1756.01 1606.88 0.0109272 0.00108069 81247.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1739.73 1592.07 0.011161 0.00103792 79027.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1723.35 1577.45 0.0104581 0.0010255 84812.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1707.09 1562.58 0.0104788 0.00102758 84645 0
: 317 Minimum Test error found - save the configuration
: 317 | 1690.4 1548.68 0.0105902 0.00105971 83941 0
: 318 Minimum Test error found - save the configuration
: 318 | 1674.49 1534.65 0.0104771 0.00103734 84748.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1658.69 1520.79 0.0104659 0.00102301 84719.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1643.54 1506.04 0.0104743 0.00102818 84691.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1626.99 1492.96 0.0105159 0.00112286 85169.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1611.82 1479.02 0.010522 0.00103885 84360 0
: 323 Minimum Test error found - save the configuration
: 323 | 1596.63 1465.35 0.0104865 0.00103026 84600.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1581.84 1451.51 0.0104387 0.00102044 84941.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1566.17 1438.19 0.0104396 0.00102201 84947.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1551.38 1425.58 0.0104717 0.00102584 84693.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1536.06 1412.98 0.0105804 0.0011405 84746.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1521.62 1399.52 0.0106681 0.00110988 83697.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1507.06 1386.73 0.0104727 0.00102383 84665.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1493.23 1373.74 0.0104281 0.00102231 85053.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1478.5 1360.47 0.010396 0.00101817 85307.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1464.27 1347.91 0.0104331 0.00102571 85039.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1450.07 1335.85 0.0104883 0.00103506 84626.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1436.14 1323.58 0.0104925 0.0010523 84744.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1422.28 1311.73 0.0108073 0.00105718 82049.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1409.1 1299.14 0.0105947 0.00104775 83796.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1395.22 1286.92 0.010894 0.00118836 82426.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1381.55 1275.27 0.0107819 0.00103653 82090.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1368.58 1263.35 0.0105826 0.00104611 83888.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1355.42 1251.69 0.0105686 0.00103313 83897.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1342.2 1240.03 0.0106861 0.00103018 82850.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1329.37 1228.62 0.0109236 0.00105964 81103.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1316.76 1217.19 0.0105721 0.00105137 84026.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1304.48 1208.83 0.0105913 0.00103165 83685.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1292.39 1193.94 0.0109993 0.00145844 83849.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1278.71 1182.93 0.0109752 0.00104659 80575.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1266.55 1171.8 0.010506 0.00106692 84753.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1253.84 1161.46 0.0114407 0.00134648 79252.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1242.22 1150.32 0.0106614 0.00103847 83135 0
: 350 Minimum Test error found - save the configuration
: 350 | 1229.79 1139.83 0.0107291 0.00114492 83470.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1218.21 1129.05 0.0106402 0.00103755 83310.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1206.68 1118.28 0.0104923 0.00103052 84550.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1194.83 1107.64 0.0104657 0.00102739 84760.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1182.73 1097.72 0.0104105 0.00101861 85180 0
: 355 Minimum Test error found - save the configuration
: 355 | 1171.43 1087.57 0.0103971 0.00101767 85293.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1160.54 1076.79 0.0104468 0.00104087 85052.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1148.98 1066.53 0.0104467 0.00103338 84986.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1137.66 1056.99 0.0105264 0.00111944 85043.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1127.06 1046.93 0.0104597 0.00103603 84892.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1115.69 1036.76 0.0104168 0.00102409 85172.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1104.79 1027.37 0.0105178 0.00103089 84326.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1094.72 1017.2 0.0104093 0.00102059 85208.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1083.81 1007.56 0.0104254 0.00102311 85085.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1072.71 998.021 0.0105006 0.0010348 84514.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1062.72 988.028 0.0104743 0.00103409 84743.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1051.7 979.089 0.0104738 0.00104115 84811.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1041.86 970.005 0.0104615 0.00102448 84772.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1031.59 960.774 0.010446 0.00102229 84892 0
: 369 Minimum Test error found - save the configuration
: 369 | 1022.19 950.961 0.0104649 0.00103243 84813.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1011.31 942.206 0.0104379 0.00103026 85037.6 0
: 371 Minimum Test error found - save the configuration
: 371 | 1001.8 933.285 0.0104369 0.00103286 85069.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 992.007 924.283 0.0104502 0.00103052 84928.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 982.441 915.127 0.0104099 0.00102663 85258.3 0
: 374 Minimum Test error found - save the configuration
: 374 | 972.49 906.588 0.0104501 0.00102559 84885 0
: 375 Minimum Test error found - save the configuration
: 375 | 963.083 897.888 0.0104757 0.00102829 84679.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 953.823 889.196 0.0104785 0.00104749 84826.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 943.959 881.57 0.0104256 0.00102686 85117.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 935.289 872.828 0.0104163 0.00102305 85167.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 926.801 863.747 0.010425 0.00102237 85082.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 917.063 855.18 0.0104484 0.00102308 84877.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 907.624 847.161 0.0105239 0.00103532 84312 0
: 382 Minimum Test error found - save the configuration
: 382 | 898.522 839.074 0.0105387 0.00104114 84231.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 890.134 830.665 0.0104098 0.00102249 85221 0
: 384 Minimum Test error found - save the configuration
: 384 | 881.017 822.601 0.0104432 0.00102544 84945.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 872.592 814.744 0.010631 0.00104797 83480.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 863.767 806.795 0.0105247 0.0010515 84448.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 855.27 798.554 0.0104714 0.00102701 84706.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 846.962 790.715 0.0104903 0.00102848 84550.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 838.304 782.894 0.0105058 0.00102373 84369.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 829.599 776.261 0.0105393 0.00103189 84145.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 822.067 767.76 0.0105066 0.00105279 84621.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 813.419 760.324 0.010607 0.00106042 83799.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 805.439 752.576 0.010523 0.00102637 84240.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 797.225 745.253 0.0104834 0.00102933 84619.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 789.441 737.918 0.0105516 0.00103226 84039.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 781.69 730.448 0.0105982 0.00108242 84070.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 773.731 723.414 0.0104371 0.00102434 84991.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 766.007 715.778 0.0104935 0.00103481 84578.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 758.216 708.915 0.0104805 0.0010284 84637.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 750.869 701.624 0.0105533 0.00103811 84075.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 743.442 694.297 0.0104652 0.00102829 84773.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 735.539 687.542 0.0105129 0.00105634 84597.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 728.192 681.209 0.0107658 0.00105653 82395.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 721.238 673.755 0.0104881 0.00103673 84644.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 713.563 667.266 0.0106986 0.00108871 83247.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 706.614 660.088 0.0105761 0.00105415 84016.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 699.326 653.841 0.0105778 0.00104501 83920.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 692.469 646.914 0.0105069 0.00102952 84411.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 685.258 640.549 0.0104419 0.00102871 84987.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 678.502 633.882 0.010479 0.00103243 84686.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 671.45 627.4 0.0112248 0.00129482 80563.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 664.555 621.11 0.0118058 0.00117255 75235.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 657.877 614.458 0.0125107 0.00129994 71359.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 651.321 607.931 0.0123848 0.00134396 72458.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 644.473 602.081 0.0116818 0.00109734 75582.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 637.911 595.59 0.0113831 0.00114377 78129.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 631.34 590.445 0.0105699 0.00104215 83965.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 625.342 583.262 0.0104601 0.0010246 84786.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 618.482 577.335 0.0106122 0.00104452 83614.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 612.27 571.552 0.0113112 0.00111811 78484.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 605.796 565.605 0.0117632 0.00136274 76919.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 599.828 559.775 0.0141805 0.00109371 61130.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 593.525 553.944 0.0111297 0.00116699 80299.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 587.695 547.755 0.0108223 0.0010988 82275.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 581.393 542.068 0.0106576 0.00103775 83161 0
: 426 Minimum Test error found - save the configuration
: 426 | 575.275 536.572 0.0106186 0.00108582 83920.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 569.537 530.847 0.0109395 0.00111907 81462.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 563.458 525.203 0.0108443 0.00108598 81981.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 557.941 519.48 0.0107273 0.00116898 83696.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 552.281 513.734 0.0108364 0.00103101 81587.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 546.115 508.587 0.0107833 0.00104427 82143.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 540.732 503.05 0.0107072 0.00104784 82821.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 534.812 498.115 0.0106884 0.00103327 82857.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 529.907 493.155 0.0107234 0.00106182 82801.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 524.058 487.804 0.0109171 0.00109772 81471.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 518.878 482.167 0.0110949 0.00112541 80245.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 513.3 477.109 0.0120625 0.00116953 73441.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 507.753 471.931 0.0116621 0.00106465 75489.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 502.543 466.952 0.0111532 0.00111899 79727.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 497.231 462.397 0.0109196 0.00113524 81762.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 492.338 456.974 0.0107134 0.00107445 82996.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 486.917 452.57 0.0111895 0.00119714 80061 0
: 443 Minimum Test error found - save the configuration
: 443 | 482.026 447.287 0.0113675 0.00107553 77730.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 477.029 442.677 0.0109347 0.00110734 81405.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 472.183 437.689 0.0109501 0.001204 82083.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 467.049 432.844 0.0112359 0.00107037 78697 0
: 447 Minimum Test error found - save the configuration
: 447 | 462.134 428.066 0.0108466 0.00104021 81579.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 457.286 423.542 0.010867 0.00106274 81597 0
: 449 Minimum Test error found - save the configuration
: 449 | 452.661 418.618 0.0111681 0.00108584 79347.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 447.989 414.119 0.0111752 0.00112166 79574.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 443.285 409.992 0.0116414 0.00113404 76137.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 438.689 405.061 0.0118486 0.00117761 74969.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 433.627 401.236 0.0130431 0.00116711 67362.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 429.482 396.539 0.0122214 0.00125401 72943.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 424.963 392.252 0.012277 0.00107903 71441.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 420.623 387.878 0.0120785 0.00112461 73033.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 415.759 383.501 0.0122813 0.0010815 71429.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 411.583 379.786 0.0121914 0.00164082 75825.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 407.316 374.96 0.0120322 0.00111681 73290.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 403.07 370.919 0.0130533 0.0013559 68391.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 398.924 366.935 0.0122126 0.00121022 72711.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 394.425 363.081 0.0124543 0.00141649 72478.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 390.447 358.785 0.0122404 0.00113116 72012 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.395 355.344 0.0119238 0.00143435 76266.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 382.117 350.862 0.0115952 0.00148237 79107.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 378.116 347.19 0.0116244 0.00116395 76478.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 374.157 343.945 0.0116434 0.00118537 76496 0
: 468 Minimum Test error found - save the configuration
: 468 | 370.182 339.12 0.0118258 0.00121301 75380.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 366.273 335.326 0.0128727 0.00107563 67813.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 362.355 333.622 0.0109954 0.00103622 80328 0
: 471 Minimum Test error found - save the configuration
: 471 | 359.037 328.01 0.0105237 0.00103184 84282.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 355.017 324.497 0.0105013 0.00103505 84510.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 351.316 320.91 0.0104264 0.0010202 85050.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.998 317.881 0.0105525 0.00103607 84064.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 343.668 313.727 0.0104204 0.00102288 85128.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 339.673 309.711 0.0104928 0.00102422 84489.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 335.805 306.291 0.0104194 0.00101927 85104.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.245 303.398 0.0105742 0.00102696 83793.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 328.815 299.376 0.0104651 0.00104094 84887.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.236 295.991 0.0104133 0.00102126 85178.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 321.734 292.581 0.0104327 0.00102029 84993.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 318.304 288.926 0.0103898 0.00101684 85352.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 314.598 285.777 0.0104214 0.00102096 85102.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.179 282.848 0.0103797 0.00101672 85442.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.966 279.416 0.0104107 0.00104494 85417.7 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.817 276.142 0.0104691 0.00102651 84722.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.477 273.538 0.010418 0.0010216 85138.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.149 269.912 0.010471 0.00103192 84754.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.928 266.732 0.0104797 0.00104092 84756.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 291.623 263.994 0.0105436 0.00102931 84084.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 288.46 260.853 0.0104301 0.00102166 85029.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.414 258.266 0.0104041 0.00102161 85264.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.312 254.793 0.0103783 0.00101603 85448.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.178 252.157 0.0104904 0.00102607 84527.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.158 249.233 0.010456 0.00102137 84793.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.501 245.778 0.0105287 0.00102362 84165.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.204 243.401 0.0104548 0.00101933 84786.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.384 240.132 0.0104647 0.00102139 84715.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.157 237.46 0.0104463 0.00104206 85068 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.361 235.146 0.0104415 0.00102374 84946.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.56 232.371 0.010436 0.00103617 85108.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.68 229.647 0.0104189 0.00101812 85099.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.942 226.637 0.0104091 0.00101961 85201.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.999 224.244 0.0104083 0.00102174 85228.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.47 221.666 0.010465 0.00102052 84705.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.636 218.697 0.0104168 0.00102445 85175.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.889 216.304 0.0104496 0.00102514 84885.6 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.275 213.723 0.0104124 0.00101933 85168.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.629 211.16 0.0104617 0.00104035 84913.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.095 208.624 0.0104996 0.00102973 84478.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.557 206.884 0.0103981 0.00101834 85290.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 229.168 204.461 0.0113251 0.00102787 77690.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.41 201.857 0.01052 0.00111098 85024.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.904 199.176 0.0105654 0.00102823 83882.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.485 196.916 0.0104159 0.00102138 85155.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.027 194.761 0.0103827 0.00101853 85431.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.741 192.397 0.0104018 0.00102047 85276 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.219 189.796 0.010893 0.0010778 81506.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.838 187.535 0.0110389 0.00113228 80753.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.433 185.647 0.0111944 0.00104687 78837 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.033 183.672 0.0105978 0.00105792 83858.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.871 181.355 0.0108117 0.00106179 82052.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.532 178.891 0.0111556 0.0011411 79884.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.307 177.602 0.0108557 0.00105259 81606.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.166 175.014 0.0104981 0.00102679 84465.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.837 173.064 0.0104668 0.00103374 84807.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.614 171.078 0.0104201 0.00102303 85133.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.477 168.983 0.0104761 0.00106307 84988.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.263 166.673 0.0104867 0.00102759 84574.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.312 164.876 0.0104416 0.00102196 84929.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.089 163.139 0.0104768 0.00103508 84730.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.106 160.864 0.0103848 0.00101655 85395.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.966 159.299 0.0105354 0.00103125 84173.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.977 156.962 0.0104817 0.00104032 84733.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.954 155.38 0.0104006 0.00102127 85293.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.783 154.007 0.0104283 0.00102374 85064.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.931 151.752 0.010481 0.00102127 84568.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.813 150.169 0.0105119 0.00104493 84504.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.764 147.928 0.010432 0.0010305 85092.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.151 146.004 0.0103862 0.00101903 85404.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.984 144.486 0.0104322 0.00102033 84998.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.226 143.129 0.0103962 0.00101606 85286.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.191 140.796 0.0105805 0.00103172 83780.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.661 140.125 0.0105228 0.0010397 84360.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 158.117 138.148 0.0104322 0.0010388 85165.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.91 137.168 0.0104279 0.00102173 85050.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.95 134.245 0.0104784 0.00102783 84650.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.212 132.795 0.0105138 0.00105586 84584.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.39 131.218 0.0105954 0.00103285 83659.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.829 130.436 0.0104669 0.00103246 84796 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.92 128.006 0.0105543 0.00103487 84038.3 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.095 126.279 0.010461 0.00102229 84757.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.268 124.726 0.0105756 0.00102584 83771.9 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.603 123.89 0.0104498 0.00102141 84850.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.997 122.108 0.0104 0.00102546 85337.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.36 120.858 0.0104032 0.00101868 85246.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.794 118.717 0.0104177 0.00102068 85133.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.064 117.725 0.0104609 0.00105575 85059.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.567 116.251 0.0104832 0.00105512 84852.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.077 115.186 0.0104506 0.00101807 84812.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.51 114.2 0.0103891 0.00101818 85370.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.898 111.836 0.0104241 0.00101821 85053.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.333 110.569 0.0104213 0.0010234 85125 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.774 109.823 0.0103888 0.00101882 85378.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.363 108.572 0.0104165 0.00101837 85123.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.012 106.402 0.0104201 0.00104561 85338.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.508 105.403 0.0104335 0.00102542 85033.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.008 103.953 0.0104974 0.00104126 84601.5 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.563 102.611 0.0105891 0.00104474 83819.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.037 101.174 0.0104102 0.00101987 85193.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.844 100.709 0.0104429 0.00102499 84944.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.437 99.3381 0.0104247 0.00101789 85044.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.249 97.8296 0.0105536 0.0010337 84034.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.787 96.4287 0.0104485 0.00103816 85013.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.393 95.3746 0.0104237 0.00102425 85111.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.004 93.7351 0.0104609 0.00102205 84756 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.504 92.931 0.0106793 0.00102701 82882.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.653 92.0165 0.0105086 0.00104394 84524.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.263 90.6109 0.0104235 0.00101957 85070.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.711 89.734 0.0104683 0.00102137 84683.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.785 88.1929 0.010467 0.0010206 84688.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.769 87.156 0.0104867 0.00103865 84673.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.395 85.8096 0.0105494 0.00103576 84089.4 0
: 584 | 99.0714 85.9503 0.0103721 0.000986527 85237.5 1
: 585 Minimum Test error found - save the configuration
: 585 | 97.7889 84.0785 0.0104033 0.00101727 85232.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.6699 82.6329 0.0104679 0.0010249 84718.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.43 81.8469 0.0104451 0.00104415 85097.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.3572 80.6849 0.0104469 0.0010342 84991.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.2312 79.4353 0.010466 0.00102766 84760.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.1472 78.8448 0.0105094 0.00104549 84531.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.3499 77.7558 0.0105629 0.00103059 83925.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.1148 76.3504 0.0104443 0.00102083 84894.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.8873 75.3817 0.0105522 0.00104863 84179 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.7774 74.5771 0.0104211 0.00101814 85079.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.8015 73.9058 0.0106968 0.00105235 82948.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.7599 72.8723 0.0104283 0.00103632 85178.7 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.7919 71.7495 0.010424 0.00102047 85074.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.7767 70.7722 0.0104555 0.00103866 84954.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.9828 70.6552 0.0104029 0.00101998 85261.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.1075 68.9882 0.0104706 0.00104759 84898.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.9592 67.9639 0.010397 0.00101625 85280.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.6763 66.9874 0.0104657 0.0010235 84726 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.853 66.2295 0.0105256 0.00104011 84339.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.7526 65.1771 0.0104197 0.00101892 85099.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.87 64.3772 0.010443 0.00102218 84918.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.9984 63.4519 0.0104401 0.00104016 85106.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.295 62.8437 0.0104432 0.00102279 84922.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.3157 61.6625 0.0104728 0.001039 84801.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.1903 61.2619 0.0107211 0.00105814 82790.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.3818 60.3087 0.0104646 0.00103931 84877.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.6258 59.6126 0.0104312 0.001029 85086.4 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.7371 58.5265 0.0105277 0.00111223 84966.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.9194 57.6876 0.0104354 0.00101926 84960.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.0676 57.3206 0.0104674 0.00103004 84769.8 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.2507 56.4519 0.0105029 0.00105833 84705.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.3472 55.8944 0.01047 0.00102733 84721.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.5932 54.8739 0.0104612 0.00102257 84758.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.7447 54.0353 0.0104676 0.0010428 84882.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.0743 53.4782 0.0104788 0.00102693 84638.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.2342 52.816 0.0104283 0.00101808 85014.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.4144 51.6158 0.0104857 0.0010519 84801.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.5629 51.2764 0.010468 0.00102142 84687 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.9059 50.6105 0.0105573 0.00103505 84013.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.3043 49.7253 0.0105846 0.00102363 83673.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.5218 49.1131 0.0104646 0.00104382 84918.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.7824 48.2228 0.0105475 0.0010298 84054 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.889 47.6603 0.0106632 0.00104716 83194.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.3377 46.9051 0.0105328 0.00108947 84715.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.6292 46.8363 0.0105077 0.00103175 84423.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.9707 46.0499 0.0104529 0.00102311 84837.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.2338 45.1007 0.010476 0.00102671 84662.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.584 44.4817 0.0105292 0.00103243 84238.7 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.9095 43.6797 0.0104612 0.00102141 84747.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.1599 43.3064 0.0104214 0.00102063 85099.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.4361 42.6188 0.0105215 0.0010515 84477.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.8754 42.1139 0.0104706 0.00102488 84694.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.2347 41.3739 0.0104284 0.00101988 85028.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.6584 40.6593 0.0104823 0.00104393 84760.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.9042 40.0838 0.0105417 0.00102555 84067.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.2799 39.4182 0.0105219 0.00102724 84258 0
: 641 | 49.7737 39.4305 0.0105967 0.000990177 83276.8 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.1843 38.6519 0.0104368 0.00102554 85004.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.4886 38.0935 0.0105094 0.00102861 84380.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.0971 37.5872 0.0104421 0.00102298 84933.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.5651 37.2422 0.0103928 0.00101937 85347.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.8061 36.2836 0.0104895 0.00102246 84503.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.1783 35.7465 0.0105361 0.00107772 84581.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.6511 35.247 0.0106301 0.0010492 83499.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.1398 34.8065 0.010461 0.00102236 84757.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.6623 34.4234 0.0104616 0.00102153 84745.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.1 33.867 0.0105472 0.00102774 84038.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.6967 33.6481 0.010572 0.00102967 83836.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.1206 33.0186 0.0104277 0.00101987 85035.7 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.3892 32.4003 0.0104621 0.00106705 85151.1 0
: 655 | 41.9237 32.6033 0.0104113 0.00100892 85084.7 1
: 656 Minimum Test error found - save the configuration
: 656 | 41.7086 31.7751 0.010469 0.00102252 84687.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.9893 31.0916 0.0104605 0.00103889 84910.9 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.4976 30.5868 0.0104239 0.00101977 85068.5 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.0886 30.1086 0.0104653 0.00102205 84716.2 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.4502 29.4933 0.0104546 0.00102237 84815.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.0024 29.4119 0.0105269 0.00104518 84372.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.6418 28.8043 0.0104678 0.00102638 84733.3 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.1839 28.1417 0.0106608 0.00103631 83121.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.6238 27.7874 0.0104435 0.0010185 84880.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.1198 27.4251 0.0104782 0.00102365 84615.2 0
: 666 | 36.7895 27.5046 0.0104213 0.000987126 84798.1 1
: 667 Minimum Test error found - save the configuration
: 667 | 36.3527 26.5808 0.0104857 0.00104709 84757.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.8564 26.051 0.0105368 0.00104754 84305.7 0
: 669 | 35.347 26.1922 0.0103974 0.000992366 85060.7 1
: 670 Minimum Test error found - save the configuration
: 670 | 35.1453 25.3676 0.0104487 0.00102601 84901.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.6807 24.9065 0.010539 0.00105338 84337.7 0
: 672 | 34.2166 25.0094 0.0105103 0.000993827 84064.6 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.7836 24.2211 0.0104378 0.00102043 84948.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.6155 23.8827 0.0104059 0.00102006 85235.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.8545 23.4894 0.010527 0.00102537 84195.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.5038 22.9268 0.0104786 0.00102109 84589.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.1696 22.8847 0.0104751 0.00104723 84854.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.909 22.1979 0.0104068 0.00102753 85294.8 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.4409 21.8661 0.0104095 0.00102205 85220 0
: 680 | 30.9854 22.1093 0.0104299 0.000985336 84704.5 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.5206 21.0763 0.0104473 0.00104174 85055.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.036 20.7555 0.0104501 0.00102025 84837.3 0
: 683 | 29.7606 20.7641 0.0103831 0.000987656 85147.9 1
: 684 | 29.4522 20.7635 0.0103916 0.000988937 85082.5 2
: 685 Minimum Test error found - save the configuration
: 685 | 29.2472 20.3883 0.0104575 0.00103124 84869.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.7827 19.5193 0.0106218 0.00104344 83521.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.4407 19.2054 0.0105328 0.00107385 84575.8 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.8758 19.1617 0.0105439 0.00103821 84160.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.514 19.088 0.0105707 0.00102502 83807.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.3983 18.536 0.0105679 0.0010241 83824.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.9468 18.3993 0.0106545 0.00103383 83153.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.6702 18.2034 0.0106446 0.00104136 83305.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.2045 17.6195 0.0106079 0.00108118 83974.1 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.8434 17.3116 0.0106245 0.001087 83879 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.4067 16.7037 0.0105728 0.00104205 83938.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.1132 16.665 0.0106014 0.0010299 83581.2 0
: 697 | 24.8956 17.3256 0.01051 0.000995597 84083.1 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.6594 16.3701 0.0104525 0.00104448 85033.8 0
: 699 | 24.3111 16.3954 0.0104657 0.000985186 84383.8 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.9734 15.8264 0.0105097 0.0010309 84398.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.6418 15.3402 0.0105371 0.0010329 84173 0
: 702 | 23.1541 15.4594 0.0105658 0.000996627 83601.4 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.8611 14.8783 0.0105313 0.00105515 84422.2 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.7372 14.6744 0.0106326 0.00104424 83434.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.1887 14.2181 0.0106091 0.00106506 83821.5 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.9416 13.9596 0.0105997 0.00102979 83595 0
: 707 | 21.6453 14.1103 0.0109608 0.000996867 80289.9 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.4749 13.7259 0.0106782 0.00102863 82904.9 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.3085 13.6782 0.0105951 0.00108535 84124.3 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.8765 13.1007 0.0105459 0.0010386 84146 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.4661 12.8233 0.0107324 0.0010659 82760.4 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.1485 12.6518 0.0107277 0.00108125 82932 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.9019 12.4485 0.010734 0.00103446 82478.2 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.9097 12.0965 0.0106544 0.00103317 83149.2 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.4409 12.0483 0.0107235 0.00104588 82664.9 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.1558 11.926 0.0105985 0.00103919 83688.4 0
: 717 | 19.2634 12.3772 0.0105723 0.00101207 83679.8 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.7457 11.2205 0.0106704 0.00109906 83583.1 0
: 719 | 18.3998 11.4729 0.0105196 0.00103235 84323.4 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.5013 11.1079 0.0106419 0.00105978 83488.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.9473 10.9553 0.010671 0.00106644 83293.3 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.8524 10.8003 0.0107426 0.00103616 82419.7 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.4961 10.4274 0.0106747 0.00105369 83151.4 0
: 724 | 17.3296 10.4289 0.0106161 0.00101128 83291.6 1
: 725 Minimum Test error found - save the configuration
: 725 | 17.0145 10.2657 0.0108056 0.00107022 82174.4 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.886 10.2179 0.0106836 0.00106483 83170.6 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.7061 9.7431 0.0106772 0.00103368 82957.3 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.2995 9.49635 0.0106308 0.00103308 83353.2 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.098 9.35126 0.0105459 0.00102712 84044.7 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.981 9.32775 0.0104778 0.00102756 84654 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.7589 9.11617 0.0107061 0.00106217 82953.5 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.4848 8.86669 0.0105041 0.00103855 84517.1 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.3656 8.86133 0.0106284 0.00105661 83579 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.9609 8.19638 0.0105766 0.00104544 83934.8 0
: 735 | 14.9128 8.62838 0.0104283 0.00100574 84902.9 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.7679 7.94431 0.0105468 0.00104696 84211.6 0
: 737 | 14.7036 8.17316 0.0104148 0.000987627 84861.5 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.4048 7.69325 0.0104899 0.00102911 84559.8 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.1086 7.66637 0.0104531 0.0010236 84840.1 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.896 7.55662 0.0104291 0.00103118 85124.9 0
: 741 | 13.7121 7.77688 0.010433 0.000986397 84686.8 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.6708 7.41077 0.0104679 0.00102636 84731.6 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.5422 6.93779 0.0105678 0.00103973 83962.3 0
: 744 | 13.2857 7.02177 0.0104314 0.000984786 84686.3 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.0028 6.62558 0.0105981 0.00104176 83714.3 0
: 746 | 12.8949 6.66962 0.0104966 0.000989947 84151.9 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.7073 6.35512 0.0104367 0.00102518 85002.4 0
: 748 | 12.5917 6.64119 0.0103642 0.000987306 85315.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.4176 5.9387 0.0105165 0.00103083 84337.9 0
: 750 | 12.2122 6.43282 0.0105583 0.00100787 83765.9 1
: 751 Minimum Test error found - save the configuration
: 751 | 12.0564 5.8839 0.0107049 0.00105422 82896 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.9095 5.80067 0.0104812 0.00103678 84705.7 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.7304 5.6945 0.0105796 0.00104006 83861.7 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.5963 5.25788 0.0104198 0.00103898 85279.9 0
: 755 | 11.6814 5.33366 0.0104497 0.0010031 84686.4 1
: 756 | 11.2627 6.21966 0.0104173 0.000987956 84841.4 2
: 757 | 11.1394 5.77748 0.0103992 0.00101403 85241 3
: 758 Minimum Test error found - save the configuration
: 758 | 11.0441 5.03449 0.0104452 0.00102666 84939 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.7797 5.02604 0.0104127 0.0010221 85191.6 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.5088 4.81962 0.0104776 0.00102458 84628.8 0
: 761 | 10.4927 5.24667 0.0103969 0.000987216 85019 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.3354 4.5281 0.0104354 0.00102938 85051.5 0
: 763 | 10.1466 4.76664 0.0104823 0.00100595 84420.7 1
: 764 | 10.1612 4.71677 0.0103901 0.000998876 85185.9 2
: 765 | 10.1404 5.3389 0.0104719 0.000986707 84342.3 3
: 766 Minimum Test error found - save the configuration
: 766 | 9.8757 4.4694 0.0109547 0.00105954 80847.4 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.69587 4.09294 0.0104454 0.00102668 84937.4 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.52397 3.97331 0.0104979 0.00103302 84522.8 0
: 769 | 9.46381 3.99269 0.0103914 0.000988276 85077.9 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.30484 3.7282 0.0106516 0.00105521 83364.6 0
: 771 | 9.18288 3.75943 0.0104263 0.000985196 84735.8 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.97422 3.71323 0.0109075 0.00105236 81175.6 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.83912 3.47657 0.0104618 0.00103966 84906.1 0
: 774 | 8.73152 3.73794 0.0104458 0.00101806 84856.1 1
: 775 Minimum Test error found - save the configuration
: 775 | 8.79947 3.47178 0.0104558 0.00103662 84932.6 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.57086 3.2729 0.0106211 0.00109504 83980.5 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.40505 3.16315 0.0104789 0.00102954 84661.4 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.29455 3.09412 0.0104595 0.00102657 84809.2 0
: 779 | 8.22983 3.46647 0.0104271 0.000986327 84738.7 1
: 780 | 8.00608 3.46667 0.0104382 0.000989166 84665.1 2
: 781 | 8.21096 3.30387 0.0104202 0.000985667 84794.6 3
: 782 | 8.19303 3.3699 0.0104878 0.000993437 84260.9 4
: 783 Minimum Test error found - save the configuration
: 783 | 8.05376 3.02633 0.0106532 0.00106186 83408.6 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.80581 2.99467 0.0105985 0.00107434 83997.3 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.57198 2.9743 0.0105297 0.00102974 84210.6 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.54176 2.65873 0.0105386 0.00105112 84321.6 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.48392 2.53751 0.0105147 0.00102908 84337.7 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.28806 2.53267 0.0104984 0.00104016 84582.4 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.33262 2.39119 0.0105988 0.0010292 83597.7 0
: 790 | 7.21111 2.45588 0.0106142 0.000996066 83176.1 1
: 791 | 7.07672 2.5298 0.0105842 0.00103194 83749.4 2
: 792 | 6.98064 2.53626 0.0105079 0.00103557 84456.5 3
: 793 Minimum Test error found - save the configuration
: 793 | 6.81219 2.29529 0.0106574 0.00108273 83553.3 0
: 794 | 6.73982 2.34365 0.01047 0.000995246 84434.6 1
: 795 Minimum Test error found - save the configuration
: 795 | 6.72895 2.09155 0.0105814 0.00110375 84408.8 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.55849 2.08504 0.0105042 0.00102461 84391.5 0
: 797 Minimum Test error found - save the configuration
: 797 | 6.43724 2.01689 0.0105727 0.00103381 83867.5 0
: 798 | 6.46916 2.18867 0.0105922 0.000992297 83334.1 1
: 799 | 6.39897 2.19765 0.010504 0.00100536 84222.6 2
: 800 | 6.28486 2.0415 0.010494 0.000995806 84226.9 3
: 801 | 6.2155 2.40855 0.010518 0.000995476 84011 4
: 802 | 6.22312 2.17434 0.0104752 0.000986347 84309.2 5
: 803 Minimum Test error found - save the configuration
: 803 | 6.06168 1.90273 0.0106289 0.00104647 83485.8 0
: 804 | 5.94955 1.9406 0.0105049 0.000996907 84139.3 1
: 805 | 6.07878 2.30496 0.0105203 0.000989496 83938.1 2
: 806 | 6.03483 2.00065 0.0104951 0.000989177 84157.7 3
: 807 | 5.96234 2.15343 0.0105796 0.00100551 83558.7 4
: 808 | 5.9041 2.10371 0.0105515 0.00102626 83987.2 5
: 809 | 5.66403 1.98935 0.010516 0.00101483 84200.1 6
: 810 | 5.69769 1.90645 0.0107662 0.000995326 81875.7 7
: 811 Minimum Test error found - save the configuration
: 811 | 5.5472 1.80885 0.0105426 0.0010342 84136.4 0
: 812 | 5.37173 1.88957 0.0104686 0.00102024 84671 1
: 813 Minimum Test error found - save the configuration
: 813 | 5.49228 1.80761 0.0105698 0.0010278 83839.7 0
: 814 | 5.52991 2.06746 0.010554 0.00103099 84006.8 1
: 815 | 5.36964 1.90047 0.0105537 0.000992407 83670.8 2
: 816 | 5.34219 2.06953 0.0104375 0.000987896 84659.3 3
: 817 Minimum Test error found - save the configuration
: 817 | 5.17138 1.78436 0.0105468 0.00105709 84302 0
: 818 Minimum Test error found - save the configuration
: 818 | 5.15149 1.58307 0.0105549 0.0010375 84056.8 0
: 819 Minimum Test error found - save the configuration
: 819 | 5.05935 1.55943 0.0105877 0.00103482 83744.2 0
: 820 | 4.99711 1.82453 0.0105493 0.000993947 83722.6 1
: 821 | 4.98154 1.70635 0.0121771 0.00108261 72107.9 2
: 822 | 4.881 1.80144 0.0104983 0.000992077 84155.5 3
: 823 | 4.95901 2.22954 0.0105479 0.00100015 83789.4 4
: 824 | 5.00505 1.93763 0.0105333 0.000993746 83861.1 5
: 825 | 4.82383 1.94606 0.0105068 0.000995086 84107.1 6
: 826 | 4.7105 1.95201 0.0105619 0.000991546 83591.1 7
: 827 | 4.89445 1.67813 0.0105294 0.00104432 84342.5 8
: 828 | 4.77798 2.04582 0.0106509 0.00101308 83006.4 9
: 829 | 4.57792 1.62606 0.0106227 0.000995646 83099.5 10
: 830 | 4.5346 2.00575 0.0104796 0.000990186 84304.6 11
: 831 | 4.52086 1.91246 0.0105938 0.000983446 83243.5 12
: 832 Minimum Test error found - save the configuration
: 832 | 4.45394 1.52398 0.0105614 0.00106035 84201.2 0
: 833 | 4.34775 1.59611 0.010607 0.000990246 83187.8 1
: 834 | 4.20385 1.71923 0.0104419 0.000987836 84619.8 2
: 835 | 4.20816 2.03524 0.0105108 0.000988627 84014.5 3
: 836 | 4.69823 2.38886 0.01047 0.000987986 84370.4 4
: 837 | 4.41843 2.41396 0.0104738 0.000993117 84382 5
: 838 | 4.18151 2.12193 0.010514 0.000995917 84050.8 6
: 839 | 4.18842 2.49813 0.0105144 0.000990296 83997.3 7
: 840 | 4.15944 2.30392 0.0104507 0.000989406 84554.7 8
: 841 | 4.13394 1.79699 0.0104999 0.000993557 84154.3 9
: 842 | 4.07619 2.23362 0.0105175 0.0010119 84160.8 10
: 843 | 4.02198 2.60849 0.0105022 0.00101008 84280.5 11
: 844 | 3.82086 2.97463 0.0107085 0.00110275 83283.1 12
: 845 | 3.7441 2.26189 0.0107525 0.00100024 82032.5 13
: 846 | 3.83243 2.92761 0.0105464 0.000990307 83716 14
: 847 | 3.65404 1.84673 0.0106132 0.000993105 83159 15
: 848 | 3.53784 2.3147 0.0105062 0.000995106 84112.6 16
: 849 | 3.53415 2.09617 0.0106557 0.000998267 82837.5 17
: 850 | 3.64258 2.21842 0.0104272 0.000989197 84763.3 18
: 851 | 3.56346 2.41383 0.0103993 0.000985876 84985 19
: 852 | 3.51979 2.75461 0.0104637 0.000990866 84451.7 20
: 853 | 3.52181 2.4141 0.0106026 0.00101087 83405.3 21
:
: Elapsed time for training with 1000 events: 9.13 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: 0.0112 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: 0.83 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.156 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= 3.33581e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10823e+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: 0.0448 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: 0.0388 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: 0.00295 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: 0.0964 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: 0.906 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: 0.00409 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: 0.0397 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00507 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: 0.0025 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000653 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: 0.0978 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.012 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.896 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.102 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 : -0.684 0.0538 5.45 1.51 | 3.248 3.238
: 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 : -0.0653 0.0860 1.91 1.06 | 3.377 3.365
: 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.